Tensor Contraction: Learn by Examples & Repetition

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SUMMARY

The discussion centers on the concept of tensor contraction and the manipulation of tensors, particularly focusing on raising and lowering indices. The user seeks concrete examples to enhance their understanding of these operations, specifically mentioning equations such as ΛαβΜβγ = Ναγ and A_a=g_{ab}A^b. The conversation highlights the necessity for clear, worked examples to facilitate learning in tensor algebra.

PREREQUISITES
  • Understanding of tensor algebra
  • Familiarity with index notation
  • Knowledge of the metric tensor (g_{ab})
  • Basic concepts of linear algebra
NEXT STEPS
  • Study tensor contraction examples in "Introduction to Tensor Analysis and the Calculus of Moving Surfaces" by G. E. Karniadakis
  • Learn about raising and lowering indices using the metric tensor in "Linear Algebra Done Right" by Sheldon Axler
  • Explore practical applications of tensors in physics, particularly in general relativity
  • Practice tensor operations using software tools like NumPy for Python
USEFUL FOR

Students and professionals in mathematics, physics, and engineering who are looking to deepen their understanding of tensor operations and their applications in various fields.

tetris11
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Hey there, I'm having a real hard time understanding exactly how to manipulate tensors (let alone know what they actually are).

I learn brilliantly from example and repetition (the understanding comes later) but the internet and my lecture notes seem to be void of any kind of worked example.

Could you guys just throw as many examples of tensor contraction as possible at me?
Stuff like : ΛαβΜβγ = Ναγ, but harder.
I need to know what I'm raising/lowering and where the indices go, etc.

Thanks.

Edit: It just occurred t o me that 'Tensor contraction' might not be what I'm after, but 'Raising/lowering indices'
 
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A_a=g_{ab}A^b=g_{a0}A^0+g_{a1}A^1+g_{a2}A^2+g_{a3}A^3

A_a^b=g_{ac}A^{cb}

A_{ab}=g_{ac}g_{bd}A^{cd}

U^aU_a=g_{ca}U^cU^a
 

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