How Do You Derive a Tensor Matrix from a Potential Energy Function?

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SUMMARY

This discussion focuses on deriving a tensor matrix from a potential energy function as presented in Goldstein's "Classical Mechanics." The potential energy function is defined as V = (k/2)(η₁² + 2η₂² + η₃² - 2η₁η₂ - 2η₂η₃), leading to the tensor matrix representation:
V = [[k, -k, 0], [-k, 2k, -k], [0, -k, k]]. The transition from the potential function to the tensor matrix is clarified through the use of Einstein summation notation, expressed as 𝓋 = (1/2) ηᵢ Vⁱⱼ ηʲ. The discussion emphasizes the importance of understanding the scalar nature of the potential function and its representation in matrix form.

PREREQUISITES
  • Understanding of tensor notation and Einstein summation convention
  • Familiarity with potential energy functions in classical mechanics
  • Knowledge of matrix representation of physical quantities
  • Basic concepts of linear algebra
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KleZMeR
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Homework Statement


I am looking at Goldstein, Classical Mechanics. I am on page 254, and trying to reference page 190 for my confusion.

I don't understand how they got from equation 6.49 to 6.50, potential energy function to tensor matrix. I really want to know how to calculate a tensor from a function of this type (any type), but somehow the Goldstein text is not clear to me.

Homework Equations



V = \frac{k}{2} (\eta_{1}^2+2\eta_{2}^2 +\eta_{3}^2-2\eta_{1}\eta_{2}-2\eta_{2}\eta_{3})

\begin{array}{ccc} k & -k & 0 \\ -k & 2k & -k \\ 0 & -k & k \end{array}

The Attempt at a Solution



The solution is given. I think this is done by means of equation 5.14, but again, I am not too clear on this.
 
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\mathcal V=\frac 1 2 \vec \eta^T V \vec\eta=\frac 1 2 (\eta_1 \ \ \ \eta_2 \ \ \ \eta_3) \left(\begin{array}{ccc} k \ \ \ \ -k \ \ \ \ 0 \\ -k \ \ \ \ 2k \ \ \ \ -k \\ 0 \ \ \ \ -k \ \ \ \ k \end{array} \right)\ \left( \begin{array}{c} \eta_1 \\ \eta_2 \\ \eta_3 \end{array} \right)
 
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Thanks Shyan, but how do I decompose the potential function to arrive at this? Or, rather, how do I represent my function in Einstein's summation notation? I believe from what you are showing that my potential function itself can be written as a matrix and be decomposed by two multiplications using \eta^T , \eta<br />?
 
The potential function is a scalar so you can't write it as a matrix. And the thing I wrote, that's the simplest way of getting a scalar from a vector and a tensor. So people consider this and define the potential tensor which may be useful in some ways.
In component notation and using Einstein summation convention, its written as:
<br /> \mathcal V=\frac 1 2 \eta_i V^i_j\eta^j<br />
But the potential function itself, is just \mathcal V in component notation because its a scalar and has only one component!
 
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Thank you! That did help a LOT. Somehow I keep resorting back to the Goldstein book because it is the same notation we use in lecture and tests, but it does lack some wording in my opinion. I guess the explanation you gave would be better found in a math-methods book.
 

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