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		<title>Simple Quantum System:Infinite Square Well Potential</title>
		<link>http://www.quantumsciencephilippines.com/92/simple-quantum-system-infinite-square-well-potential/</link>
		<comments>http://www.quantumsciencephilippines.com/92/simple-quantum-system-infinite-square-well-potential/#comments</comments>
		<pubDate>Tue, 01 Sep 2009 04:24:56 +0000</pubDate>
		<dc:creator>junbonita</dc:creator>
				<category><![CDATA[Eigenvalues And Eigenvectors]]></category>
		<category><![CDATA[Quantum Science Philippines]]></category>
		<category><![CDATA[quantum physics]]></category>
		<category><![CDATA[Array]]></category>
		<category><![CDATA[energy eigenstates]]></category>
		<category><![CDATA[Energy Levels]]></category>
		<category><![CDATA[Expectation Value]]></category>
		<category><![CDATA[Infinite Square]]></category>
		<category><![CDATA[infinite square well potential]]></category>
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		<category><![CDATA[Mindanao State University]]></category>
		<category><![CDATA[Mindanao State University Iligan Institute Of Technology]]></category>
		<category><![CDATA[Msu Iit Iligan City]]></category>
		<category><![CDATA[Normalization Condition]]></category>
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		<guid isPermaLink="false">http://www.quantumsciencephilippines.com/?p=92</guid>
		<description><![CDATA[We investigate the properties of a simple quantum system consisting of a particle in a one-dimensional infinite square well potential.]]></description>
			<content:encoded><![CDATA[<p>by <span style="color: #993300;"><strong>JUN BONITA</strong></span></p>
<p>We examine a simple system in quantum mechanics. A particle is in a one dimensional infinite square well potential  where the potential at a given length say <em>L</em> is zero and infinite elsewhere.</p>
<p>The solution to Schrodinger Equation for such a simple system consists of first knowing the initial wave function of the particle. That is, we first solve for wave function at time, <em>t</em>=0 which is given in details by: </p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_eqn1.gif" alt="" /></p>
<p>This particular initial state is sketched below. We need to determine the initial wave function <img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_eqn2.gif" alt="" /> by finding the normalization constant <em>A</em>.</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_image.jpg" alt="" width="400" height="229" /></p>
<p>To determine A, we substitute the given wavefunction to the normalization condition and carry out the calculations as </p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_eqn3.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_eqn4.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_eqn5.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_eqn6.gif" alt="" /></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_51.gif"><img class="alignnone size-full wp-image-478" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_51.gif" alt="" width="82" height="49" /></a></p>
<p><img src="http://www.quantumsciecephilippines.com/images/infinitesquarewellpotential/Infinitewell_a_eqn7.gif" alt="" /></p>
<p>Solution to the Schrodinger Equation, <img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn1.gif" alt="" /></p>
<p>The wave function for an infinite square well is then given as</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn2.gif" alt="" /></p>
<p>where</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn3.gif" alt="" /></p>
<p>From the wavefunction above, we must calculate the constant <em>Cn</em>,</p>
<p>At time <img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn4.gif" alt="" /> ,the wave function reduces to</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn5.gif" alt="" /></p>
<p>which we can write as</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn6.gif" alt="" /></p>
<p>where</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn7.gif" alt="" /></p>
<p>Then, cn can be calculated by applying inner product, that is,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn8.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn9.gif" alt="" /></p>
<p>And using the normalized initial wave functions</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn10.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn11.jpg" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn12.gif" alt="" /></p>
<p>Recall that the integral <img src="http://www.quantumsciencephilippines.com/images/Infinitesquarewellpotential/infinitewell_b_eqn13.gif" alt="" /> can be solved using integral by parts,</p>
<p>let</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn14.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn15.gif" alt="" /></p>
<p>then</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn16.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn17.gif" alt="" /></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_b_18.gif"><img class="alignnone size-full wp-image-488" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_b_18.gif" alt="" width="441" height="53" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_b_18-nxt2.gif"><img class="alignnone size-full wp-image-491" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_b_18-nxt2.gif" alt="" width="507" height="44" /></a></p>
<p>This is easy to evaluate and obtain</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn19.gif" alt="" /></p>
<p>but</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn20.gif" alt="" /></p>
<p>Thus,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_b_eqn21.gif" alt="" /></p>
<p>Now we can answer the question as to the probability that a measurement of the energy will yield the value<em> E1</em>?</p>
<p>The energy levels of an infinite square well is given as</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_c_eqn1.gif" alt="" /></p>
<p>For the ground state, that is n=1 the energy is</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_c_eqn2.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_c_eqn3.gif" alt="" /></p>
<p>This is the probability of getting the ground state energy is more than 98 %.</p>
<p>Expectation Values of the Hamiltionian Operator</p>
<p>The Hamiltonian of the quantum system is given by</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn1.gif" alt="" /></p>
<p>where the potential energy function V(x) is equal to,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn2.gif" alt="" /></p>
<p>We first solve for the expectation value of the total energy.</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn3.gif" alt="" /></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_4d.gif"><img class="alignnone size-full wp-image-469" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_4d.gif" alt="" width="338" height="51" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_4d-nxt1.gif"><img class="alignnone size-full wp-image-481" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_4d-nxt1.gif" alt="" width="361" height="51" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_5d1.gif"><img class="alignnone size-full wp-image-482" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_5d1.gif" alt="" width="397" height="51" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_5d.gif"> </a><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_5d-nxt1.gif"><img class="alignnone size-full wp-image-483" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_5d-nxt1.gif" alt="" width="366" height="51" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_5d.gif"><br />
</a></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn6.gif" alt="" /></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_7d1.gif"><img class="alignnone size-full wp-image-484" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_7d1.gif" alt="" width="420" height="51" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_7d-nxt1.gif"><img class="alignnone size-full wp-image-485" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_7d-nxt1.gif" alt="" width="423" height="51" /></a></p>
<p style="center;"><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p5_7d.gif"><br />
</a></p>
<p style="center;">
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn8.gif" alt="" /></p>
<p>The cross terms will vanish since the energy eigenstates are orthogonal to each other.</p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn9.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn10.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn11.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn12.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn13.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn14.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn15.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn16.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn17.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn18.jpg" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn19.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/infinitesquarewellpotential/Infinitewell_d_eqn20.gif" alt="" /></p>
<p>ABOUT THE AUTHOR:</p>
<p><strong>JUN BONITA</strong> is finishing his M.S. Physics degree in the Mindanao State University-Iligan Institute of Technology (MSU-IIT), Iligan City, Philippines.</p>
]]></content:encoded>
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		</item>
		<item>
		<title>Eigenvectors and Eigenvalues of a Perturbed Quantum System</title>
		<link>http://www.quantumsciencephilippines.com/579/eigenvectors-and-eigenvalues-of-a-perturbed-quantum-system/</link>
		<comments>http://www.quantumsciencephilippines.com/579/eigenvectors-and-eigenvalues-of-a-perturbed-quantum-system/#comments</comments>
		<pubDate>Wed, 24 Jun 2009 14:17:07 +0000</pubDate>
		<dc:creator>henrilen</dc:creator>
				<category><![CDATA[Eigenvalues And Eigenvectors]]></category>
		<category><![CDATA[Hermitian Operators]]></category>
		<category><![CDATA[Quantum Science Philippines]]></category>
		<category><![CDATA[Algebraic Equation]]></category>
		<category><![CDATA[Arbitrary Constants]]></category>
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		<category><![CDATA[Characteristic Equation]]></category>
		<category><![CDATA[Cubio]]></category>
		<category><![CDATA[Determinant]]></category>
		<category><![CDATA[Eigenspace]]></category>
		<category><![CDATA[Eigenvalue Equation]]></category>
		<category><![CDATA[Eigenvalue Problem]]></category>
		<category><![CDATA[Eigenvalues]]></category>
		<category><![CDATA[Eigenvector]]></category>
		<category><![CDATA[Eigenvectors]]></category>
		<category><![CDATA[Exercises]]></category>
		<category><![CDATA[Expression]]></category>
		<category><![CDATA[Heart]]></category>
		<category><![CDATA[Important Concepts]]></category>
		<category><![CDATA[Independent States]]></category>
		<category><![CDATA[Linear Combination]]></category>
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		<category><![CDATA[Perturbation]]></category>
		<category><![CDATA[perturbed hamiltonian]]></category>
		<category><![CDATA[quantum mechanics]]></category>
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		<category><![CDATA[Transformation]]></category>
		<category><![CDATA[unperturbed hamiltonian]]></category>

		<guid isPermaLink="false">http://www.quantumsciencephilippines.com/?p=579</guid>
		<description><![CDATA[
by  HENRILEN A. CUBIO
Finding the eigenvectors and eigenvalues of the state of a quantum system is one of the most important concepts in quantum mechanics. And it is here where many students get confused.
In order to learn this by heart, one has to do several exercises.  There are many ways that can be employed when [...]]]></description>
			<content:encoded><![CDATA[<div class="goog-ws-content goog-ws-content-ie goog-ws-clear">
<div dir="ltr"><span><span style="medium;">by  <strong>HENRILEN A. CUBIO</strong></p>
<p>Finding the eigenvectors and eigenvalues of the state of a quantum system is one of the most important concepts in quantum mechanics. And it is here where many students get confused.</p>
<p>In order to learn this by heart, one has to do several exercises.  There are many ways that can be employed when we deal with these concepts. Let us have an example problem of determining the eigenvectors and eigenvalues of a perturbed quantum system.</p>
<p><strong>A perturbed quantum system</strong></p>
<p>We consider a quantum system with just three linearly independent states. The Hamiltonian, in matrix form, is</p>
<p></span></span></div>
<div dir="ltr"><span></p>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn1__.gif" alt="" width="170" height="66" /></span></div>
<div><span style="medium;"><span style="12px;"><span style="16px;"> where <span style="bold;">V</span><span style="sub;"><span style="bold;">0</span> </span>is a constant and <img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn2__.gif" alt="" width="17" height="13" /><span style="#414b56;">is</span> some small number manifesting the perturbation such that <img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn3__.gif" alt="" />.</span></span></span></div>
<p></span></div>
<p>We have learned in quantum mechanics that the perturbed system describes a complicated quantum system but can be expressed in terms of a simpler one. The trick then is to begin with a simpler system for which a solution is known, and add an additional perturbing Hamiltonian that represents a small disturbance to the system. In this problem we are tasked to solve for the eigenvalues and eigenvectors of the perturbed quantum system.</p>
<div dir="ltr">
<div>
<div><span style="medium;">First we need to write down the eigenvalues and eigenvectors of the unperturbed Hamiltonian. </span></div>
<div>
<div>
<div><span style="medium;">The <strong>unperturbed Hamiltonian</strong> in this case is just</span></div>
<div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn4__.gif" alt="" width="157" height="63" /></span></div>
<div><span style="medium;"><span style="12px;"><span style="#414b56;"><span style="16px;">For the undisturbed system, it is straightforward to solve the eigenvalue equation</p>
<p></span></span></span></span></div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn6__.gif" alt="" width="133" height="19" /></div>
<p><span style="medium;">We just solve the characteristic equation in order to get the eigenvalues corresponding to the unperturbed Hamiltonian</p>
<p></span></p>
<div>
<div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn7__.gif" alt="" /></span></div>
<div><span style="medium;">In matrix form the above equation is written as</span></div>
</div>
</div>
<div>
<div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn8__.gif" alt="" width="238" height="60" /><span style="#414b56;"><span style="medium;">.</span></span></div>
</div>
<p><span style="medium;"> From the above matrix we can easily obtain the determinant so that we can get this expression</p>
<p></span></p>
</div>
</div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn9__.gif" alt="" /></div>
<div><span style="medium;">The solution to this algebraic equation provides us with the different eigenvalues <span style="12px;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn10__.gif" alt="" /></span> of the simpler, unperturbed Hamiltonian.</span></div>
<div><span style="medium;">Now solving for <span style="12px;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn10__.gif" alt="" />, we have the solution set as</p>
<p></span></span></div>
<div><span style="#414b56;"><span style="12px;"><span style="16px;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn11__.gif" alt="" /></span></span></span></div>
<div><span style="#414b56;"><span style="medium;">The eigenvalues now of the simple quantum system are just </span></span><span style="medium;"></p>
<p></span></div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn12__.gif" alt="" /></span></p>
<div>For each eigenvalue of a transformation, there is a corresponding <span class="unicode audiolink">eigenvector.</span> The eigenspace of a given transformation for a particular eigenvalue is the set of the eigenvectors associated to this eigenvalue. A<span style="medium;">fter we have successfully obtained the eigenvalues, we are now tasked to find the corresponding eigenvectors for each eigenvalue.</span></div>
<div><span style="medium;"></p>
<p>For </span><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn13__.gif" alt="" /><span style="#414b56;">, the corresponding matrix equation gives</span></span></div>
<div>
<div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn14__.gif" alt="" /></span></div>
</div>
<div><span style="medium;">Therefore</p>
<p></span></div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn15__.gif" alt="" /></span><span style="medium;"></p>
<p></span></div>
<div><span style="medium;">The remaining two eigenvectors remain arbitrary. </span><span style="medium;"> The resulting eigenvector for </span><span style="#414b56;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn13__.gif" alt="" /><span style="#414b56;"><span style="medium;"> is then </span></span></span></div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn16__.gif" alt="" /><span style="medium;"> </span></div>
<p><span style="medium;">Since </span><span style="bold;"><span style="italic;"><span style="medium;">the two </span></span></span><span style="bold;"><span style="italic;"><span style="normal;"><span style="medium;">are arbitrary we have the freedom to choose what their values are and to make things simple  we choose 1 and 0 so that the eigenvectors become</p>
<p></span></span></span></span></p>
</div>
</div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn17__.gif" alt="" /></span><span style="medium;"></p>
<p></span></div>
<div><span style="medium;">Similarly, </span></div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn18__.gif" alt="" /><span style="medium;"> </span></div>
<div><span style="medium;">The linear combination of these eigenvectors is the eigenvector for </span><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn13__.gif" alt="" /></div>
<div>
<div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn19__.gif" alt="" /><span style="#414b56;">.</span></span></div>
</div>
<p><span style="#414b56;"><span style="medium;">For </span><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn20__.gif" alt="" /><span style="medium;"> we have the following matrix,</span></span></p>
</div>
<div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn21__.gif" alt="" /><span style="#414b56;">.</span></span></div>
<p><span style="medium;"> It is easy to see that </span><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn22__.gif" alt="" /></p>
<p><span style="#414b56;"><span style="medium;"> Since </span><span style="bold;"><span style="medium;">it is</span></span><span style="medium;"> arbitrary we can let any value for it and the most non-trivial and simplest value would be </span></span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn23__.gif" alt="" /><span style="medium;"> </span></div>
<div><span style="medium;">Therefore</span></div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn24__.gif" alt="" /><span style="#414b56;"><span style="medium;">.</span></span></div>
<p><span style="medium;"> The eigenvectors corresponding to the different eigenvalues of the unperturbed hamiltonian are then written as follows</span></p>
</div>
<div><span style="medium;">For </span><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn25__.gif" alt="" /> or <span style="12px;"><span style="16px;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn13__.gif" alt="" /> we have</span></span></span></div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn26__.gif" alt="" /><span style="#414b56;"><span style="medium;">.</span></span></div>
<div><span style="medium;">For </span><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn27__.gif" alt="" /></span><span style="#414b56;"><span style="medium;"> or <img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn20__.gif" alt="" /> <span style="12px;"><span style="16px;">we have</span></span></span></span></div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn28__.gif" alt="" /><span style="#414b56;"><span style="medium;">.</span></span><span style="medium;"></p>
<p></span></p>
<div><span style="medium;">For</span><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn25__.gif" alt="" /> or </span><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn13__.gif" alt="" /> we have</span></div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn29__.gif" alt="" /><span style="#414b56;"><span style="medium;">.</span></span></div>
<p>If there is a basis defined in a vector space, the vectors can be expressed in terms of components. If we have finite dimensional vector spaces for example with dimension n, the transformations can be represented with n x n square matrices.</p>
</div>
</div>
</div>
</div>
<p><span style="medium;">Next we solve for the exact eigenvalues of </span><span style="bold;"><span style="medium;">H</span></span><span style="medium;">. We expand each of them as power series in </span><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn2__.gif" alt="" /><span style="#414b56;">up</span></span><span style="medium;"> to second order.</span></p>
<div>
<div>
<div style="auto;"><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn1__.gif" alt="" width="162" height="65" /></span></div>
<p><span style="medium;"> Using the characteristic equation again </span><span style="medium;">for solving now the Hamiltonian for the perturbed system we have </span></p>
</div>
<div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn32__.gif" alt="" /></div>
</div>
</div>
<p><span style="medium;">Solving for the determinant of this matrix we can easily arrived to this equation</span></p>
<p><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn33__.gif" alt="" /></p>
</div>
<div><span style="medium;"> We can equate the first factor above to zero giving the expression </span></div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn34__.gif" alt="" /></span></div>
<div><span style="medium;">This expression yields the first eigenvalue which is </span></div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn35__.gif" alt="" /></div>
<div><span style="medium;"></p>
<p>Now, equating the second factor to zero again we have</p>
<p></span></div>
<div><span style="medium;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn36__.gif" alt="" /></span></div>
<div><span style="medium;"><span style="12px;"><span style="16px;">This would require us to use the quadratic formula to get the desired roots and so by applying  we can have this expression </span></span></span></div>
</div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn37__.gif" alt="" /><span style="#414b56;"><span style="medium;">.</span></span><span style="medium;"></p>
<p>Simplifying the right hand side algebraically results to</p>
<p></span></div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn38__.gif" alt="" /><span style="#414b56;"><span style="medium;">.</span></span></div>
<div><span style="medium;">The term with the radical sign may be written as</span></div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn39__.gif" alt="" /></div>
<div><span style="medium;">This is because of the power series expansion, up to second order as was asked, given by</span></div>
<div>
<div><span style="#320000;"><span style="#414b56;"><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn40__.gif" alt="" /><span style="medium;">.</span></span></span></div>
<p><span style="medium;"> Therefore the expression results to</p>
<p></span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn41__.gif" alt="" /></div>
<div>The roots are easily read out separating the + and &#8211; signs</div>
<div><span style="medium;"></p>
<p></span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn42__.gif" alt="" /></div>
<div>We now have the second eigenvalue which is</div>
<div><span style="medium;"></p>
<p></span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn43__.gif" alt="" /></div>
<div>Solving for the third eigenvalue</div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn44__.gif" alt="" /></div>
<div>This expression results to</div>
</div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn45__.gif" alt="" /></div>
<div>Finally, writing down the three desired eigenvalues of the perturbed system</div>
<div>The first one is,</div>
<div><span style="medium;"> </span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn46__.gif" alt="" /></div>
<div>The second eigenvalue results to,</div>
<div><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn47__.gif" alt="" /></div>
<div>and the third and last eigenvalue is</div>
<div>
<p><img src="http://www.quantumsciencephilippines.com/images/henrilen/eigenvalue-eqn48__.gif" alt="" /></p>
<p>The eigenvalue problem simply tells us that under the transformation, the eigenvectors experience only changes in magnitude and sign. The result of the eigenvalue shows the amount of stretch or shrink to which a vector is subjected when transformed.</p>
<div><span style="medium;"></p>
<p>About the author:</p>
<p>Henrilen is a graduate student of physics at MSU-IIT . She hopes to do many researches someday that could truly benefit the people not only in this country but as well as for the whole world.</p>
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		<title>Simultaneous Diagonalization of Hermitian Matrices</title>
		<link>http://www.quantumsciencephilippines.com/216/simultaneous-diagonalization-hermitian-matrices/</link>
		<comments>http://www.quantumsciencephilippines.com/216/simultaneous-diagonalization-hermitian-matrices/#comments</comments>
		<pubDate>Sat, 09 May 2009 05:38:40 +0000</pubDate>
		<dc:creator>mjayyy_85</dc:creator>
				<category><![CDATA[Eigenvalues And Eigenvectors]]></category>
		<category><![CDATA[Hermitian Operators]]></category>
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		<description><![CDATA[by MARYJANE D. MADULARA
In an earlier post about the properties of Hermitian operators, it was noted that quantum operators of physical significance are Hermitian by type. Here we discuss more fully about Hermitian matrices.
A n x n matrix is Hermitian if it is equal to its corresponding adjoint matrix. Now, for each Hermitian matrix, it [...]]]></description>
			<content:encoded><![CDATA[<p style="center;">by <strong>MARYJANE D. MADULARA</strong></p>
<p style="center;">In an earlier post about the properties of Hermitian operators, it was noted that quantum operators of physical significance are Hermitian by type. Here we discuss more fully about Hermitian matrices.</p>
<p style="center;">A n x n matrix is Hermitian if it is equal to its corresponding adjoint matrix. Now, for each Hermitian matrix, it may be diagonalized by a unitary transformation to its basis. That is by using a unitary matrix composed of eigenvectors of the Hermitian matrix.</p>
<p style="center;">But what can be done for two Hermitian matrices?</p>
<p style="center;">The good thing is that they may be simultaneously diagonalized. This can be done by finding the eigenvectors common to both. And then by verifying that under a unitary transformation to this basis, both matrices are diagonalized.</p>
<p style="center;">Let us consider the following Hermitian matrices.</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn1.gif" alt="" /></p>
<p style="center;"><strong>EIGENVALUES AND EIGENVECTORS</strong></p>
<p style="center;">i) For <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn2.gif" alt="" /> Look first for the eigenvalue <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn3.gif" alt="" /> by solving it from the determinant,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn4.gif" alt="" /></p>
<p style="center;">So that by using the basket rule in solving matrices,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn5.gif" alt="" width="405" height="142" /></p>
<p style="center;">This will give us the values, <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn6.gif" alt="" /></p>
<p style="center;">a. for <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn7.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn8.gif" alt="" /></p>
<p style="center;">For simplicity, first choose <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn9.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn10.gif" alt="" /></p>
<p style="center;">Next, choose <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn11.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn12.gif" alt="" /></p>
<p style="center;">b. for <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn13.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn14.gif" alt="" /></p>
<p style="center;">So choose <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn15.gif" alt="" />,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn16.gif" alt="" /></p>
<p style="center;">ii) For <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn17.gif" alt="" /> Again look first for the eigenvalue <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn18.gif" alt="" /> by solving it from the determinant,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn19.gif" alt="" /></p>
<p style="center;">Then by using again the basket rule for matrices,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn20.gif" alt="" width="485" height="135" /></p>
<p style="center;">This will give us the values,<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn21.gif" alt="" /></p>
<p style="center;">a. for <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn22.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn23.gif" alt="" /></p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn24.gif" alt="" /></p>
<p style="center;">The resulting equation will then be,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn25.gif" alt="" /></p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn26.gif" alt="" width="500" height="50" /></p>
<p style="center;">This results to,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn27.gif" alt="" /></p>
<p style="center;">Now choose <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn28.gif" alt="" /> so that,</p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn29.gif" alt="" /></p>
<p style="center;">b. for <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn30.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn31.gif" alt="" /></p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn32.gif" alt="" width="450" /></p>
<p style="center;">Then choose the values to be <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn33.gif" alt="" /></p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn34.gif" alt="" /></p>
<p style="center;">c. for <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn35.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn36.gif" alt="" /></p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn37.gif" alt="" /></p>
<p style="center;">The resulting equation will then be,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn38.gif" alt="" /></p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn39.gif" alt="" /></p>
<p style="center;">This will give us,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn40.gif" alt="" /></p>
<p style="center;">Since <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn41.gif" alt="" /> the second term will cancel out to zero, so that this will only then become,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn42.gif" alt="" /></p>
<p style="center;">Then choose <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn43.gif" alt="" /> so that,</p>
<p style="center;"><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn44.gif" alt="" /></p>
<p style="center;">
<p style="center;"><strong>So here are the common eigenvectors of <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn45.gif" alt="" /> and <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn46.gif" alt="" /></strong></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn47.gif" alt="" /></p>
<p style="center;"><strong>UNITARY TRANSFORMATION</strong></p>
<p style="center;">Now for the Unitary transformation matrix,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn48.gif" alt="" width="400" height="104" /></p>
<p style="center;">Verify if <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn49.gif" alt="" width="60" height="26" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn50.gif" alt="" width="400" height="111" /></p>
<p style="center;">Finally, using this unitary transformation, find out if <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn51.gif" alt="" /> and <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn52.gif" alt="" /> are diagonalized.</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn53.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn54.gif" alt="" width="400" height="100" /></p>
<p style="center;"><span style="line-through;"><span style="line-through;"><span style="line-through;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn55.gif" alt="" width="300" height="100" /></span></span></span></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn56.gif" alt="" /></p>
<p style="center;">
<p style="center;">
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn57.gif" alt="" /></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn58.gif" alt="" width="400" height="108" /></p>
<p style="center;"><span style="line-through;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn59.gif" alt="" width="350" height="108" /></span></p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn60.gif" alt="" /></p>
<p>Thus we have described the properties of Hermitian operators in terms of its eigenvalues and eigenvectors. We have also shown that two Hermitian matrices can both be diagonalized through a unitary transformation.</p>
<p>About the Author:</p>
<p>Maryjane D. Madulara is presently pursuing a masters degree in physics at MSU-Iligan Institute of Technology (MSU-IIT) in Iligan City, Philippines. Computational physics research is her subject of interest. &#8220;Something new for the scientific community&#8221; is her motivation to continue, dream big, and do more. She hopes to finish a doctoral degree abroad.</p>
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		<title>Schwarz Inequality</title>
		<link>http://www.quantumsciencephilippines.com/94/schwarz-inequality/</link>
		<comments>http://www.quantumsciencephilippines.com/94/schwarz-inequality/#comments</comments>
		<pubDate>Thu, 23 Apr 2009 09:04:10 +0000</pubDate>
		<dc:creator>debbieclaire</dc:creator>
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Schwarz Inequality, also known as Cauchy–Schwarz inequality, Cauchy inequality, or the Cauchy–Schwarz–Bunyakovsky inequality, is useful in many Mathematical fields such as Linear Algebra. This Inequality was formulated by Augustin Cauchy (1821), Viktor Yakovlevich Bunyakovsky (1859) and Hermann Amandus Schwarz (1888).
The uncertainty principle of quantum mechanics, which relates the incompatibility of two operators, rests on [...]]]></description>
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<p>Schwarz Inequality, also known as Cauchy–Schwarz inequality, Cauchy inequality, or the Cauchy–Schwarz–Bunyakovsky inequality, is useful in many Mathematical fields such as Linear Algebra. This Inequality was formulated by Augustin Cauchy (1821), Viktor Yakovlevich Bunyakovsky (1859) and Hermann Amandus Schwarz (1888).</p>
<p>The uncertainty principle of quantum mechanics, which relates the incompatibility of two operators, rests on this important theorem of Schwarz.</p>
<p>This is a theorem that arise from the inner product of two vectors which sates that the square magnitude of the inner product of two vectors is less than or equal to the product of the square magnitude of any vector, i. e.,<br />
<center></p>
<p style="center;"><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p2_disc1gif.png"><img class="alignnone size-medium wp-image-558" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p2_disc1gif.png" alt="" width="163" height="21" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/images/schwarzinequality_p2_itm3_img(1).gif"> </a></center></p>
<p>where <a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/giflatex.gif"><img class="alignnone size-medium wp-image-556" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/giflatex.gif" alt="" width="13" height="14" /></a> and <a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/giflatex1.gif"><img class="alignnone size-medium wp-image-557" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/giflatex1.gif" alt="" width="14" height="16" /></a> are any vectors which obey the four axioms of inner product. The four axioms are:</p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/03/axiom1.gif"><img class="aligncenter size-medium wp-image-191" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/03/axiom1.gif" alt="" width="97" height="18" /></a></p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/03/axiom2.gif"><img class="aligncenter size-medium wp-image-192" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/03/axiom2.gif" alt="" width="147" height="19" /></a></p>
<p style="center;"><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p2_axiom3gif.png"><img class="alignnone size-medium wp-image-554 aligncenter" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p2_axiom3gif.png" alt="" width="297" height="18" /></a></p>
<p style="center;"><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p2_axiom4gif.png"><img class="alignnone size-medium wp-image-555" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/p2_axiom4gif-300x17.png" alt="" width="300" height="17" /></a></p>
<p>where α and β are scalar constants.</p>
<p>Exercise (1):</p>
<p>By going through the derivation of Schwarz Inequality, show that the inequality becomes an equality if</p>
<p><a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/03/condition.gif"><img class="aligncenter size-medium wp-image-198" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/03/condition.gif" alt="" width="60" height="20" /></a></p>
<p>where μ is an arbitrary constant.</p>
<p>Solution:</p>
<p>Starting with the Schwarz Inequality</p>
<p style="center;"><img class="alignnone aligncenter" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(1).gif" alt="" width="142" height="18" /></p>
<p style="center;">with the general equation</p>
<p style="center;"><img class="alignnone aligncenter" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(2).gif" alt="" width="153" height="42" /></p>
<p>From the axiom;</p>
<p><img class="alignnone" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(3).gif" alt="" width="73" height="17" /></p>
<p>we let the axiom equal to zero and substitute the value V so then we have,</p>
<p><img class="alignnone" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(4).gif" alt="" width="73" height="17" /></p>
<p><img class="alignnone" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(5).gif" alt="" width="288" height="41" /></p>
<p><img class="alignnone" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(6).gif" alt="" width="503" height="40" /></p>
<p><img class="alignnone" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(7).gif" alt="" width="151" height="41" /></p>
<p>Doing algebra and simple transformation we arrive to the equation</p>
<p style="center;"><img class="alignnone aligncenter" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(8).gif" alt="" width="163" height="20" /></p>
<p style="center;"><img class="alignnone aligncenter" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(9).gif" alt="" width="134" height="19" /></p>
<p>and from the general equation we have, we derived this</p>
<p style="center;"><img class="alignnone aligncenter" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(10).gif" alt="" width="120" height="42" /></p>
<p>with the condition</p>
<p style="center;"><img class="alignnone aligncenter" src="http://www.quantumsciencephilippines.com/images/schwarz-inequality/schwarzinequality_p2_itm3_img(11).gif" alt="" width="161" height="40" /></p>
<p style="center;">About the Author</p>
<p style="center;">Debbie Claire R. Sanchez is currently a student of MSU-IIT pursuing her graduate study and hopefully will be graduating soon. She is very much interested in the field of Materials Science more specifically on Polymers. She plans to pursue her Ph. D in the United States and dreams on working in a well known company.</p>
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		<title>Perturbation Theory: Quantum Oscillator Problem</title>
		<link>http://www.quantumsciencephilippines.com/345/perturbation-theory-quantum-oscillator-problem/</link>
		<comments>http://www.quantumsciencephilippines.com/345/perturbation-theory-quantum-oscillator-problem/#comments</comments>
		<pubDate>Mon, 20 Apr 2009 11:13:45 +0000</pubDate>
		<dc:creator>Ancelie C. Rosales</dc:creator>
				<category><![CDATA[Quantum Oscillators]]></category>
		<category><![CDATA[Quantum Science Philippines]]></category>
		<category><![CDATA[quantum physics]]></category>
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by ANCELIE C. ROSALES

// --&#62;

In quantum mechanics, the perturbation theory is a very important mathematical tool which is used to approximate physical quantities that describe complicated quantum systems based on our knowledge on the simpler ones. It tells us how to correct the solutions to the unperturbed or undisturbed problem to approximately account for the [...]]]></description>
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<div dir="ltr"><span style="small;">by </span><span style="small;"><strong><span style="#e06666;">ANCELIE C. ROSALES</span></strong><strong></strong></p>
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<p></span><span style="small;">In quantum mechanics, the perturbation theory is a very important mathematical tool which is used to approximate physical quantities that describe complicated quantum systems based on our knowledge on the simpler ones. It tells us how to correct the solutions to the unperturbed or undisturbed problem to approximately account for the influence of the perturbation, as long as the perturbation is small compared to the unperturbed Hamiltonian.</span></div>
<p>The perturbation theory is best applied in the determination of the approximate correction to the energy levels and eigenstates after a certain perturbation is introduced to a real quantum system. To understand this deeply, let us look at this example.</p>
</div>
<div dir="ltr"><span style="small;">Consider a charged particle in the one-dimensional harmonic oscillator potential.  Suppose we turn on a weak electric field <em>E</em> so that the potential energy is shifted by an amount <em>H&#8217; = &#8211; qEx</em>.</p>
<p>a) Show that there is no first-order change in the energy levels and calculate the second-order correction.</p>
<p><strong>Solutions:</strong></p>
<p><span> </span><span> The first-order change in the energy levels with this given perturbation, <em>H&#8217; = -qEx</em> , is found using the fundamental result of the first-order perturbation theory which states that <em>the change in energy is just the average value of the perturbation Hamiltonian in the unperturbed states:</em></span></p>
<p><span style="small;"><img class="alignleft" src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn1.gif" alt="" /></span></p>
<p></span>.</p>
<p>Substituting the given perturbation into the equation, we get</p>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn2.gif" alt="" /><br />
where <em>n</em> is the n<sup>th</sup> eigenfunction. Employing the ladder operators (raising and lowering operators, <em>a<sub>+</sub></em> &amp; <em>a<sub>-</sub></em>, respectively) on <em>x</em> as in the equation,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn3.gif" alt="" /></p>
<p><span style="small;">and we get the inner product </span></p>
</div>
<div dir="ltr"><span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn4.gif" alt="" /><br />
</span><span></p>
<div style="auto;">
<div><span style="small;">which can be written further as</span></div>
<div><span style="small;"> <img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn5.gif" alt="" width="336" height="43" />.<br />
</span></div>
<div>We recall that it was shown in the <a href="http://www.quantumsciencephilippines.com/99/properties-of-quantum-oscillators-1/">properties of quantum oscillators</a> that</div>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn6.gif" alt="" />and</p>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn7.gif" alt="" /></p>
<div><span style="small;"> and substituting these to our equation , we then get<br />
</span></div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn8.gif" alt="" />.</p>
<div><span style="small;"> We also have the relation that</span></div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn9.gif" alt="" />.</p>
<div><span style="small;">Since m = n+1 (<em>not equal to n</em>), then we now have</span></div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn10.gif" alt="" /></p>
</div>
<div style="auto;">
<div><span style="small;">so,<br />
</span></div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn11.gif" alt="" /></p>
</div>
<div><span style="small;">Finally, </span></p>
<div style="auto;"><span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn12.gif" alt="" />.</span></div>
<div><span style="small;">Thus, <strong>the first-order correction is indeed equal to 0.</strong></span></div>
<div><strong><br />
</strong>For the second-order correction, it is found using the fundamental equation of the second order perturbation theory which is</div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn13.gif" alt="" /></p>
<div><span style="small;">where </span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn14.gif" alt="" />.</div>
<div><span style="small;">Following the same procedure as in getting the first-order correction in simplifying the numerator of the equation, that is, using the raising and lowering operators, we get<br />
</span></div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn15.gif" alt="" /></p>
<div><span style="small;">and simplifying, we now have</span></div>
<div><span style="small;"> <img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn16.gif" alt="" />.<br />
</span></div>
<div>
<div><span style="small;">With the delta function, it is important to note that</span></div>
<div><span style="small;"> </span> <img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn17.gif" alt="" />,<span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn18.gif" alt="" /></span></div>
</div>
<p><span style="small;"> and the above equation becomes</span></p>
<div style="auto;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn19.gif" alt="" />.</p>
<div>Substituting this to our fundamental equation, it becomes</div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn20.gif" alt="" /></p>
</div>
<div>and for a harmonic oscillator,</div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn21.gif" alt="" /></p>
</div>
<p>and</p>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn22.gif" alt="" />.</div>
<p>Then, our second-order equation becomes</p>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn23.gif" alt="" />.</div>
<div>Simplifying the numerator, we now have</div>
<div><span style="small;"></p>
<div style="center;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn24.gif" alt="" />.</div>
<p>It is important to note that</p>
<p></span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn25.gif" alt="" /></p>
<div><span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn26.gif" alt="" /></p>
<div><span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn27.gif" alt="" /> </span></div>
<div><span style="small;">So, now we have the equation,<br />
</span></div>
<div>
<div><span style="small;"></p>
<div style="center;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn28.gif" alt="" />.</div>
<p>Finally,</p>
<div style="center;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn29.gif" alt="" />.</div>
<p></span></p>
<div>
<div><span style="small;">This is the <strong>second-order correction to the energy levels.</strong></span></div>
<div>
<div><span style="small;"><br />
b) The Schrödinger equation (SE) can be solved exactly in this case by a change of variables. </span><span style="small;">Find the exact energies and show that they are consistent with the perturbation theory approximation.</span></div>
<p><strong>Solutions:</strong></p>
<p>The Schrödinger equation for this potential is:</p>
<div style="auto;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn30.gif" alt="" /><span style="small;"><br />
</span></p>
<div><span style="small;"><br />
By change of variables, we let </span></div>
<p><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn31.gif" alt="" />.</p>
<div><span style="small;"> </span></p>
<div><span style="small;"> Considering first the potential part of the SE and changing the variables, we have<br />
</span></p>
<div>
<div>
<div>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn32.gif" alt="" />.</div>
<p><span style="small;">Thus, substituting this to our SE, it becomes,</span></p>
<div><span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn33.gif" alt="" /><br />
and rearranging terms, we get<br />
</span></p>
<div><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn34.gif" alt="" /><span style="small;"><br />
which is the SE for simple harmonic oscillator in the variable x&#8217;.<br />
We know that,<br />
</span></p>
<div><span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn35.gif" alt="" /></span></div>
<div><span style="small;">and finally </span></p>
<div><span style="small;"><img src="http://www.quantumsciencephilippines.com/images/ancelie/perturbation-theory-eqn36.gif" alt="" />.</span></div>
</div>
<p><span style="small;">In the above equation, the second term is the second order correction to the energy level and since we found that the first order correction is zero, thus <strong>this solution is consistent with the perturbation theory approximation.</strong></span></p>
<p>About the author:</p>
<p><span style="#e06666;"><strong>Ann </strong></span>finished her BS Physics degree at MSU main campus in Marawi City and is pursuing now a graduate degree at MSU-IIT, Iligan City. She is into performing experiments in Material Science and hopes to become one of the experimental physicists of the country someday.</p>
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		<title>Properties of Quantum Oscillators 1</title>
		<link>http://www.quantumsciencephilippines.com/99/properties-of-quantum-oscillators-1/</link>
		<comments>http://www.quantumsciencephilippines.com/99/properties-of-quantum-oscillators-1/#comments</comments>
		<pubDate>Fri, 03 Apr 2009 09:11:32 +0000</pubDate>
		<dc:creator>simonburgos</dc:creator>
				<category><![CDATA[Quantum Oscillators]]></category>
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		<description><![CDATA[by SIMON JUDE BURGOS





In this post we investigate the properties of a quantum oscillator by using an algebraic tool in quantum mechanics called &#8216;ladder operators&#8217;. Using the ladder operator it becomes easy to find the following properties for a quantum oscillator in a given energy level:  the average position and momentum and the square of [...]]]></description>
			<content:encoded><![CDATA[<p><strong><span style="#800000;">by SIMON JUDE BURGOS</span></strong></p>
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<p>In this post we investigate the properties of a quantum oscillator by using an algebraic tool in quantum mechanics called &#8216;ladder operators&#8217;. Using the ladder operator it becomes easy to find the following properties for a quantum oscillator in a given energy level:  the average position and momentum and the square of these values as well as the average kinetic energy of a simple harmonic oscillator. In formal notation, we are looking for the following respective quantities: <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_xhat.gif" alt="" />, <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_phat.gif" alt="" />, <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_xhatsquared.gif" alt="" />, <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_phatsquared.gif" alt="" /> and <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_t.gif" alt="" />.</p>
<p><strong>Some discussion about ladder operators</strong></p>
<p>We begin by introducing the so-called ladder operators. There are two types: the raising operator, symbolized by <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_a1.gif" alt="" />, and the lowering operator, symbolized by <img style="middle;" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_a.gif" alt="" />.  For reasons that will be evident later, the two are also called creation and annihilation operators respectively.</p>
<p>The ladder operators come from the roots of the Hamiltonian for a simple harmonic oscillator. The Hamiltonian is given by<br />
<img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/harmonicoscillatorqhamiltoniannew.gif" alt="" /><br />
which can be rewritten as</p>
<p><img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.qHamiltonian1.gif" alt="" /><br />
We then take the roots or factors of the expression inside the brackets. We should note however that we are dealing here with operators which do not commute. Simple algebraic factoring yields two roots:<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.Hroots0.gif" alt="" /><br />
To be clear, we rewrite the two roots separately below as</p>
<p><img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_raisingop.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_loweringop.gif" alt="" /><br />
where the momentum operator  is given by</p>
<p><img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.poperator.gif" alt="" /></p>
<p>To be able to find the expectation values of <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_xhat.gif" alt="" /> (position operator) , <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_phat.gif" alt="" /> (momentum operator) and <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_t.gif" alt="" /> (kinetic energy),  we express the position operator and momentum operator in terms of the ladder operators <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_a1.gif" alt="" /> and <img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_a.gif" alt="" /> . We add the two roots in order to get the expression for the position operator in terms of the ladder operators as<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_xHat.gif" alt="" /><br />
and then by subtracting the lowering from the raising operator gives the expression for the momentum operator as<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_pHat.gif" alt="" /></p>
<p>Now we consider the product of the two ladder operators. Since operators do not commute there are different results when we change the order when multiplying both operators:<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.a-a+.gif" alt="" /><br />
from which we derive the expression for the Hamiltonian as<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.Ha-a+.gif" alt="" />.<br />
The term in the braces is just the dimensionless Hamiltonian operator which is more convenient for our purposes:<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.Hhata-a+.gif" alt="" /><br />
This Hamiltonian operator can be expressed differently by multiplying the ladder operators in a different order. Then we get<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.Ha+a-.gif" alt="" /><br />
and its dimensionless counterpart is just<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.Hhata+a-.gif" alt="" /><br />
The Schroedinger eigenvalue equation for a simple harmonic oscillator will then yield<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.SEeigenvalueprob.gif" alt="" /><br />
hence it follows that<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.SEeigenvalueprobHhat.gif" alt="" /><br />
Now we can operate these ladder operators to  and see how the eigenvalues behave. We write down the action of the lowering operator as<br />
<img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/harmonicoscillatorladderopeffect1new.gif" alt="" />.<br />
Its adjoint is given by<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.ladderopeffect2.gif" alt="" /><br />
Multiplying the latter 2 equations gives us<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.ladderopeffect3.gif" alt="" /><br />
since  is the eigenfunction is normalized and  is given, then<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.ladderopeffect4.gif" alt="" /><br />
we finally arrive at the result that for the raising operator we have<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.ladderopeffect4a+.gif" alt="" /><br />
And also for lowering operator the result is<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator.ladderopeffect4a-.gif" alt="" />.</p>
<p>When using ladder operators it is imporatnt to note that orthogonality condition must be satisfied. The orthogonality condition  is given by,</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_prob3_eqn12_orthogonality condition.gif" alt="" /></p>
<p style="center;"><strong>Finding the properties of a quantum oscillator</strong></p>
<p>Using the preceding results, we can now find the desired solutions to the problem initially given at the top of this post; which are<br />
a. In finding <a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_xhat.gif"><img class="alignnone size-medium wp-image-105" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_xhat.gif" alt="" width="42" height="12" /></a>, we proceed as follows using the derived expression for the position operator in terms of the ladder operators. We note that <img class="alignnone size-medium wp-image-220" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/03/x-expectationequiv.gif" alt="" width="95" height="17" /> where &lt;n| is any eigenvector. So we write,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_prob1_solution_a.gif" alt="" /></p>
<p>b. we can find <a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_phat.gif"><img class="alignnone size-medium wp-image-101" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_phat.gif" alt="" width="41" height="15" /></a> in the same manner<br />
<img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_prob1_solution_b.gif" alt="" /></p>
<p>c. Finding <img class="alignnone size-medium wp-image-106" style="underline;" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_xhatsquared.gif" alt="" width="49" height="15" /> involves a similar algebraic procedure</p>
<p><img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/harmonicoscillator_prob1_c1.gif" alt="" /><br />
d. We repeat the same algebraic procedure in finding for <a href="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_phatsquared.gif"><img class="alignnone size-medium wp-image-102" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_phatsquared.gif" alt="" width="48" height="18" /></a>.</p>
<p><img src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/04/harmonicoscillator_prob1_d.gif" alt="" /><br />
e. Finally we can derive the expectation value for the kinetic energy, &lt;<strong>T</strong>&gt; in a straightforward way as</p>
<p><img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_prob1_solution_e.gif" alt="" />.</p>
<p><strong>Relation to Heisenberg&#8217;s Uncertainty Principle</strong></p>
<p>The quantum oscillator we have described above obeys the Heisenberg uncertainty principle.</p>
<p style="center;"><img class="aligncenter" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/02/harmonicoscillator_uncertaintyprob.gif" alt="" /></p>
<p>We use the results from <strong>a</strong>) to <strong>d</strong>) above in proving these statements.</p>
<p><span> Using the above results, it is easy to see that<br />
</span></p>
<p><img src="http://www.quantumsciencephilippines.com/images/HarmonicOscillator_prob1_solution_sigmaxsigmapProof.gif" alt="" /></p>
<p>We thus have seen that the quantum harmonic oscillator satisfies the Heisenberg uncertainty principle.</p>
<p>About the Author:</p>
<p><strong>SIMON JUDE BURGOS </strong>is a graduate student in Physics at the Mindanao State University-Iligan Institute of Technology (MSU-IIT) in Mindanao, Philippines. He goals to work in research facilities in the field of medical physics. He will be finishing his masters degree soon and hope to go on to Ph.D. physics research in the near future.</p>
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		<title>Properties of Hermitian Operators</title>
		<link>http://www.quantumsciencephilippines.com/130/properties-of-hermitian-operators/</link>
		<comments>http://www.quantumsciencephilippines.com/130/properties-of-hermitian-operators/#comments</comments>
		<pubDate>Fri, 13 Mar 2009 13:12:38 +0000</pubDate>
		<dc:creator>bebelyn</dc:creator>
				<category><![CDATA[Hermitian Operators]]></category>
		<category><![CDATA[Quantum Science Philippines]]></category>
		<category><![CDATA[Adjoint]]></category>
		<category><![CDATA[Array]]></category>
		<category><![CDATA[Braces]]></category>
		<category><![CDATA[Computational Physics]]></category>
		<category><![CDATA[Determinant]]></category>
		<category><![CDATA[Eigenvalue Equation]]></category>
		<category><![CDATA[Eigenvalues]]></category>
		<category><![CDATA[Eigenvalues And Eigenvectors]]></category>
		<category><![CDATA[Eigenvector]]></category>
		<category><![CDATA[Eigenvectors]]></category>
		<category><![CDATA[Element]]></category>
		<category><![CDATA[Experimental Physics]]></category>
		<category><![CDATA[Expression]]></category>
		<category><![CDATA[Functions Of Matrices]]></category>
		<category><![CDATA[Graduate Course]]></category>
		<category><![CDATA[Gram Schmidt]]></category>
		<category><![CDATA[Gram Schmidt Procedure]]></category>
		<category><![CDATA[Hermitian Matrices]]></category>
		<category><![CDATA[Hermitian Matrix]]></category>
		<category><![CDATA[Hermitian Operator]]></category>
		<category><![CDATA[Independent]]></category>
		<category><![CDATA[Linear Operator]]></category>
		<category><![CDATA[Linear Operators]]></category>
		<category><![CDATA[Magnitudes]]></category>
		<category><![CDATA[Matrix Determinant]]></category>
		<category><![CDATA[Matrix Elements]]></category>
		<category><![CDATA[Matrix Multiplication]]></category>
		<category><![CDATA[Matrix Representation]]></category>
		<category><![CDATA[Normalization Condition]]></category>
		<category><![CDATA[Normalize]]></category>
		<category><![CDATA[Operator C]]></category>
		<category><![CDATA[Orthogonal]]></category>
		<category><![CDATA[Proof]]></category>
		<category><![CDATA[quantum mechanics]]></category>
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		<description><![CDATA[by BEBELYN A. ROSALES





Linear operators in quantum mechanics may be represented by matrices. A type of linear operator of importance is the so called Hermitian operator.  An operator is Hermitian if each element is equal to its adjoint. Most quantum operators, for example the Hamiltonian of a system, belong to this type.
Now linear operators are [...]]]></description>
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<p>Linear operators in quantum mechanics may be represented by matrices. A type of linear operator of importance is the so called Hermitian operator.  An operator is Hermitian if each element is equal to its adjoint. Most quantum operators, for example the Hamiltonian of a system, belong to this type.</p>
<p>Now linear operators are represented by its matrix elements. We can therefore easily look at the properties of a Hermitian operator by looking at its matrix representation. A particular Hermitian matrix we are considering is that of <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" /> below. We can calculate the determinant and trace of this matrix <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" />.</p>
<p><span style="#000000;"><strong>The determinant and trace of a Hermitian matrix</strong></span></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpProb1.gif" alt="" /></p>
<p>A. The determinant and trace of the matrix  <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" /> are shown below as:</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1aEq1.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1aEq2.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/Linearop1aEq3.gif" alt="" /></p>
<p>where <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1aEq3_1.gif" alt="" />, so that</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1aEq4.gif" alt="" /></p>
<p>and,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1aEq5.gif" alt="" /></p>
<p>B. Next we then calculate the eigenvalue of <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" />. Their sum and product of its eigenvalues are shown to be consistent with its determinant and trace.</p>
<p>To get its eigenvalues, we solve the eigenvalue equation:</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq1.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq2.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq3.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq4.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq5.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq6.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq7.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq8.gif" alt="" /></p>
<p>Hence, we can easily see that</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq9.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1bEq10.gif" alt="" /></p>
<p>These results are therefore consistent with the answers in part A.</p>
<p><strong><span style="#000000;">Eigenvalues and eigenvectors of a Hermitian operator</span></strong></p>
<p>C. Knowing its eigenvalues, we can solve for the eigenvectors of <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" />. Within the degenerate sector, we construct two linearly independent eigenvectors. We do this by making the eigenvectors orthogonal to each other. Then we finally normalize all three eigenvectors so that their magnitudes are unity.</p>
<p>Beginning with the</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq1.gif" alt="" /></p>
<p>We solve first the eigenvector for  <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp3eqn3.gif" alt="" /> =0;</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq2.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq3.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq4.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq5.gif" alt="" /></p>
<p>Solving equations (1) and (2) simultaneously leads to</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq6.gif" alt="" /></p>
<p>and get <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq7.gif" alt="" /></p>
<p>Now, solving equations (2) and (3) yields</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq8.gif" alt="" /></p>
<p>and get <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1ceq9.gif" alt="" /></p>
<p>Substituting <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq9_1.gif" alt="" /> to equation (1),</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq10.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq11.gif" alt="" /></p>
<p>and we therefore get <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq12.gif" alt="" />.</p>
<p>Since  <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq12_1.gif" alt="" /> is abitrary, we can choose <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq12_2.gif" alt="" /> . With this choice we now have</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq14.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq15.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq16.gif" alt="" /></p>
<p>Therefore the eigenvector corresponding to the eigenvalue 0 is</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp1cEq17.gif" alt="" />.</p>
<p>Now, solving the eigenvector for <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq17_1.gif" alt="" />, we have</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq18.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp1cEq19.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq20.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq21.gif" alt="" /><br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/linearOp1cEq22.gif" alt="" /></p>
<p>Also since  <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq22_1.gif" alt="" /> and  <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq22_2.gif" alt="" /> are arbitrary,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq23.gif" alt="" /></p>
<p>We can choose  <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq23_1.gif" alt="" /><br />
and <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq23_2.gif" alt="" /><br />
and get,<br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq24.gif" alt="" /></p>
<p>or we can also choose <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq24_1.gif" alt="" /><br />
and <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq24_2.gif" alt="" />;<br />
and get,<br />
<img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq25.gif" alt="" /></p>
<p>Note that we have two eigenvalues which are equal to 3. To solve the corresponding eigenvector, we need to use the Gram Schmidt procedure which is outlined below.</p>
<p>Let</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq26.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq27.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq28.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq29.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq30.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq31.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq32.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq33.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1ceq34.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq35.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq36.gif" alt="" /></p>
<p>Normalizing,</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq37.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq38.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq39.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq40.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq41.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq42.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq43.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq44.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq45.gif" alt="" /></p>
<p>The corresponding normalized eigenvectors for <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq45_1.gif" alt="" />, <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq45_2.gif" alt="" />, and <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq45_3.gif" alt="" /> are then</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1cEq46.gif" alt="" /></p>
<p><strong><span style="#000000;">The Unitary Transformation</span></strong></p>
<p>D. We now construct the unitary matrix <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dUnitaryM.gif" alt="" /> that diagonalizes the matrix <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" />.<br />
We can also show explicitly that the similarity transformation <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dUnitaryM.gif" alt="" /> reduces <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" /> to the appropriate diagonal form where its eigenvalues can be read directly from its diagonal elements.</p>
<p>Given the eigenvectors</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dEq1.gif" alt="" /></p>
<p>we can construct the unitary matrix by having these eigenvectors as elements, thus:</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dEq2.gif" alt="" /></p>
<p>the adjoint of this matrix is then given by</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dEq3.gif" alt="" />.</p>
<p>We can apply a similarity transformation of the form</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dEq4.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dEq5.gif" alt="" /></p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dEq6.gif" alt="" /></p>
<p>Hence the matrix  <img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOpOmega.gif" alt="" /> is transformed into its diagonal form:</p>
<p><img src="http://www.quantumsciencephilippines.com/images/hermitian-operators/LinearOp1dEq7.gif" alt="" /></p>
<p>About the Author:</p>
<p><strong><span style="#800000;">BEBELYN A. ROSALES</span></strong> is studying for her masters degree in physics at the Mindanao State University-Iligan Institute of Technology (MSU-IIT) in Iligan City, Philippines. She hopes to continue with her doctoral studies in computational and experimental physics in a university abroad.</p>
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		<title>Basics of Linear Vector Spaces</title>
		<link>http://www.quantumsciencephilippines.com/83/linear-vector-space-axioms/</link>
		<comments>http://www.quantumsciencephilippines.com/83/linear-vector-space-axioms/#comments</comments>
		<pubDate>Sun, 18 Jan 2009 16:41:53 +0000</pubDate>
		<dc:creator>iitquantum</dc:creator>
				<category><![CDATA[Quantum Science Philippines]]></category>
		<category><![CDATA[linear vector space]]></category>
		<category><![CDATA[quantum physics]]></category>
		<category><![CDATA[addition]]></category>
		<category><![CDATA[Addition Of Vectors]]></category>
		<category><![CDATA[Array]]></category>
		<category><![CDATA[associativity]]></category>
		<category><![CDATA[Axiom]]></category>
		<category><![CDATA[Axioms]]></category>
		<category><![CDATA[axioms of linear vector space]]></category>
		<category><![CDATA[closure property]]></category>
		<category><![CDATA[Commutative]]></category>
		<category><![CDATA[commutativity]]></category>
		<category><![CDATA[Definite Rules]]></category>
		<category><![CDATA[Elements]]></category>
		<category><![CDATA[Entities]]></category>
		<category><![CDATA[examples of non-vector spaces]]></category>
		<category><![CDATA[Firstly]]></category>
		<category><![CDATA[Guess]]></category>
		<category><![CDATA[inverse of a vector]]></category>
		<category><![CDATA[Linear Vector Spaces]]></category>
		<category><![CDATA[Montalban]]></category>
		<category><![CDATA[Multiplication]]></category>
		<category><![CDATA[Multiplication Operation]]></category>
		<category><![CDATA[Multiplication Problems]]></category>
		<category><![CDATA[Null]]></category>
		<category><![CDATA[null vector]]></category>
		<category><![CDATA[Product Yields]]></category>
		<category><![CDATA[Proof]]></category>
		<category><![CDATA[quantum mechanics]]></category>
		<category><![CDATA[Real Numbers]]></category>
		<category><![CDATA[Scalar Multiplication]]></category>
		<category><![CDATA[Scalars]]></category>
		<category><![CDATA[Vector Addition]]></category>
		<category><![CDATA[Vector Space]]></category>
		<category><![CDATA[Vectors]]></category>

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		<description><![CDATA[by CARIEL O. MONTALBAN





In quantum mechanics, I have learned that the wavefunctions, , reside in Hilbert&#8217;s space.  What is Hilbert&#8217;s space? I guess to answer this question requires exploring the basic  properties of Hilbert&#8217;s space.
Hilbert&#8217;s space is a linear vector space whose elements, entities or components obey certain rules or axioms.  This means firstly than [...]]]></description>
			<content:encoded><![CDATA[<p><span style="color: #993300;"><strong>by CARIEL O. MONTALBAN</strong></span></p>
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<p>In quantum mechanics, I have learned that the wavefunctions, <img class="alignnone size-medium wp-image-76" style="vertical-align: bottom;" title="the wavefunction" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/01/psi_xyzt_symbol.png" alt="" width="100" height="18" />, reside in Hilbert&#8217;s space.  What is Hilbert&#8217;s space? I guess to answer this question requires exploring the basic  properties of Hilbert&#8217;s space.</p>
<p>Hilbert&#8217;s space is a linear vector space whose elements, entities or components obey certain rules or axioms.  This means firstly than you can add these elements and the resulting sum is also as a member or entity of  that  space. Secondly, you can multiply the elements with any arbitrary scalar and the product yields something which is also a component of that same space.  Additionally, the operations of addition and multiplication obey definite rules. These rules are called axioms for addition and multiplication.</p>
<p>By means of simple problems discussed below, I illustrate these axioms which are obeyed by a linear vector space and to which the wavefunctions,<img class="alignnone size-medium wp-image-76" style="vertical-align: bottom;" title="the wavefunction" src="http://www.quantumsciencephilippines.com/wp-content/uploads/2009/01/psi_xyzt_symbol.png" alt="" width="100" height="18" /> , of quantum mechanics  belongs.</p>
<p>As a simple example, let us consider the set of all entities of the form <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abc.gif" alt="" width="50" height="18" /> where <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abcs.gif" alt="" width="45" height="18" /> are real numbers. Do these form a linear vector space? First, we have know how these elements are added and how they multiply with scalars. If their addition and multiplication are defined respectively as follows:</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn1.GIF" alt="" />;</div>
<p>and</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/linear-vector-space-alpha.gif" alt="" width="200" height="20" />,</div>
<p>we can then verify that the axioms required for a linear vector space are satisfied in this case.</p>
<p>From the addition operation, we can write the null vector of the set <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abc.gif" alt="" width="50" height="18" /> as:</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn2.GIF" alt="" />.</div>
<p>Also from the multiplication operation, we can then write down the inverse of <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abc.gif" alt="" width="50" height="18" /> simply as  <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abcminus.gif" alt="" width="80" height="18" />.</p>
<p>We can now verify that all four axioms for addition of elements of the set  <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abc.gif" alt="" width="50" height="18" /> are satisfied.</p>
<p><span style="color: #993300;"><strong>First Axiom: Commutativity Property</strong></span></p>
<p>The operation of addition in a linear vector space is commutative; which means that we don&#8217;t care about the order in which the elements are added because we always get the same result.  This axiom is written as:</p>
<div align="center">(i) <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn3.GIF" alt="" /></div>
<p>Our proof is as follows. Let <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn4.GIF" alt="" /> and <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn5.GIF" alt="" />.</p>
<p>Then,</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn6.GIF" alt="" />.</div>
<p>Thus in a linear vector, the addition of vectors is commutative.</p>
<p><span style="color: #993300;"><strong>Second Axiom: Associative Property</strong></span></p>
<p>The operation of addition in a linear vector space is associative which means that we don&#8217;t care about the order in which two elements are added to the third one because we always get the same result. This axiom is expressed as:</p>
<div align="center">(ii) <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn7.GIF" alt="" />.</div>
<p>To prove this in the case of the set , we let <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn8.GIF" alt="" /></p>
<p>Then,</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn9.GIF" alt="" />.</div>
<p>Therefore the addition of vectors in a linear vector space is associative.</p>
<p><span style="color: #993300;"><strong>Third Axiom: Existence of an identity element</strong></span></p>
<p>The third requirement for a set to be a linear vector space is that the identity element exists. The identity element is defined as</p>
<div align="center">(iii) <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn10.GIF" alt="" />.</div>
<p>The identity element of the set <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abc.gif" alt="" width="50" height="18" /> is therefore none other than the null vector <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn2.GIF" alt="" /></p>
<p>To show this property, we just apply the definition of addition hence</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn11.GIF" alt="" />.</div>
<p><span style="color: #993300;"><strong>Fourth Axiom: Existence of an inverse</strong></span></p>
<p>The inverse of a vector should exist in a linear vector space. The inverse is defined by the statement</p>
<div align="center">(iv)  <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn12.GIF" alt="" />.</div>
<p>For the set <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abc.gif" alt="" width="50" height="18" /> we can then verify the existence of an inverse as follows:</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn13.GIF" alt="" /></div>
<p><span style="color: #993300;"><strong>Examples of non-vector spaces</strong></span></p>
<p>From the four axioms of addition of linear vector space, we can further make the following observations.</p>
<p>(1) If <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-abc.gif" alt="" width="50" height="18" /> are required to be positive numbers, we can&#8217;t construct a vector space because Axiom (iv) will not be satisfied.</p>
<p>(2) The vectors of the form <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-ab1.gif" alt="" width="50" height="18" /> do not form a linear vector space. To show this, we let</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn14.GIF" alt="" /></div>
<p>where <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-a1b1.gif" alt="" width="75" height="16" /> are all real numbers.</p>
<p>Then by Axiom (i),</p>
<div align="center"><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn16.GIF" alt="" />.</div>
<p>Thus, <img class="alignnone-medium wp-image-76" style="vertical-align: bottom;" src="http://www.quantumsciencephilippines.com/images/linear-vector-space-ab1.gif" alt="" width="50" height="18" /> does not form a linear vector space. The closure property is clearly violated since</p>
<p><img src="http://www.quantumsciencephilippines.com/images/HilbertSpace1_eqn17.GIF" alt="" />.</p>
<p><br/><br />
<strong>About the Author:</strong><br/><br />
<span style="color: #993300;"><strong>CARIEL O. MONTALBAN</strong></span> finished his B.S. in Physics from Mindanao State University-Iligan Institute of Technology (MSU-IIT), Iligan City, Philippines in March 2008 and is now a graduate student of the same university.  He hopes to become an active researcher in the field of experimental physics in the future.</p>
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