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Tensor Contraction


Tensor contraction is an operation on a tensor performed by setting unlike indices equal and summing according to the Einstein summation convention. Contraction reduces the tensor rank by 2. For example, for a tensor of tensor rank two,

 contr(T_j^i)=T_i^i.

The contraction operation is invariant under coordinate transformations since

 T_i^('i)=(partialx_i^')/(partialx_k)(partialx_l)/(partialx_i^')T_l^k=(partialx_l)/(partialx_k)T_l^k=delta_k^lT_l^k=T_k^k,

and must therefore be a scalar.

When T_j^i is interpreted as a matrix, the contraction is the same as the matrix trace.

Sometimes, two tensors are contracted using an upper index of one tensor and a lower of the other tensor. In this context, contraction occurs after forming their tensor product.


See also

Index Gymnastics, Tensor, Tensor Calculus, Tensor Network

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References

Arfken, G. "Contraction, Direct Product." §3.2 in Mathematical Methods for Physicists, 3rd ed. Orlando, FL: Academic Press, pp. 124-126, 1985.Jeffreys, H. and Jeffreys, B. S. "Transformation of Coordinates." §3.02 in Methods of Mathematical Physics, 3rd ed. Cambridge, England: Cambridge University Press, pp. 86-87, 1988.

Referenced on Wolfram|Alpha

Tensor Contraction

Cite this as:

Weisstein, Eric W. "Tensor Contraction." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/TensorContraction.html

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