The eigenvalues and eigenvectors of T

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Homework Help Overview

The discussion revolves around the eigenvalues and eigenvectors of the lattice Laplacian, represented by a specific transition matrix. The original poster presents the matrix and its relation to the lattice Laplacian, seeking clarification and guidance on the topic.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the definition and properties of the lattice Laplacian, with some attempting to verify the system of equations derived from the matrix. Questions about the common definitions and applications of the lattice Laplacian are raised.

Discussion Status

Participants are exploring various aspects of the problem, including definitions and the characteristic equation for eigenvalues. Some have provided external resources that may assist in understanding, while others express uncertainty about their mathematical background in relation to the topic.

Contextual Notes

There is mention of varying levels of familiarity with eigenvalues and eigenvectors among participants, indicating that some may need additional support or resources to fully engage with the material.

Schwarzschild90
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Homework Statement


The eigenvectors and eigenvalues of T.PNG


Homework Equations


The lattice laplacian is defined as \Delta^2 = \frac{T}{\tau}, where T is the transition matrix <br /> \left[ \begin{array}{cccc}<br /> -2 &amp; 1 &amp; 0 &amp; 0 \\<br /> 1 &amp; -2 &amp; 1 &amp; 0 \\<br /> 0 &amp; 1 &amp; -2 &amp; 1 \\<br /> 0 &amp; 0 &amp; 1 &amp; -2 \end{array} \right]<br />

and \tau is a time constant, which is taken = 1.

The Attempt at a Solution


The eigenvectors and eigenvalues of T solution.PNG
 
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remember that the eigenvector is a vector ##v=[O_{1}(j),O_{2}(j),O_{3}(j),O_{4}(j)]## (for the case ##4\times 4##), ##\tau=1##, so is ##v\Delta^{2}=\lambda v## ...
 
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Ssnow said:
remember that the eigenvector is a vector ##v=[O_{1}(j),O_{2}(j),O_{3}(j),O_{4}(j)]## (for the case ##4\times 4##), ##\tau=1##, so is ##v\Delta^{2}=\lambda v## ...
Right.

How is the lattice Laplacian commonly defined?
 
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Sincerely I searched on the web and I have found only this

https://en.wikipedia.org/wiki/Discrete_Laplace_operator

this is the discrete Laplace operator and yours...

Regarding your problem (in the example that you proposed) is the same to verify the system:
##[O_{1}(j),O_{2}(j),O_{3}(j),O_{4}(j)]\left[\begin{array}{cccc}-2 & 1 & 0&0 \\ 1&-2&1&0\\0&1&-2&1\\0&0&1&-2 \end{array}\right]=[\lambda O_{1}(j),\lambda O_{2}(j),\lambda O_{3}(j),\lambda O_{4}(j)]##

that is

##-2O_{1}+O_{2}=\lambda O_{1}, O_{1}-2O_{2}+O_{3}=\lambda O_{2}, ... ## and so on ...
 
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Ssnow said:
Sincerely I searched on the web and I have found only this

https://en.wikipedia.org/wiki/Discrete_Laplace_operator

this is the discrete Laplace operator and yours...

Regarding your problem (in the example that you proposed) is the same to verify the system:
##[O_{1}(j),O_{2}(j),O_{3}(j),O_{4}(j)]\left[\begin{array}{cccc}-2 & 1 & 0&0 \\ 1&-2&1&0\\0&1&-2&1\\0&0&1&-2 \end{array}\right]=[\lambda O_{1}(j),\lambda O_{2}(j),\lambda O_{3}(j),\lambda O_{4}(j)]##

that is

##-2O_{1}+O_{2}=\lambda O_{1}, O_{1}-2O_{2}+O_{3}=\lambda O_{2}, ... ## and so on ...
Okay, I knew that definition of the lattice Laplacian. It's what we used in the course, but it was not defined as such.

Right.

Next step is solving the characteristic equation for the eigenvalues of the system.
 
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Hi, this seems a serious article,

http://math.ucdenver.edu/~brysmith/software/Eigenvalues_of_the_discrete_laplacian_bryan_smith.pdf

I think can help you!

Ssnow
 
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Ssnow said:
Hi, this seems a serious article,

http://math.ucdenver.edu/~brysmith/software/Eigenvalues_of_the_discrete_laplacian_bryan_smith.pdf

I think can help you!

Ssnow
I read it through, but we haven't worked that much in-depth with eigenvalues and eigenvectors with respect to the lattice Lalplacian or used applied linear algebra sufficiently for me to easily understand that. So it's slightly above my mathematical skills, but I'll talk it through with my professor tomorrow and see what I come up with.

But from what I could garner, the eigenvalues are given simply by two formulas, one for the even-valued k and one for odd-valued k.
 
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