Tensor Contraction: Learn by Examples & Repetition

In summary, the person is struggling to understand how to manipulate tensors and is looking for worked examples, specifically in regards to tensor contraction and raising/lowering indices. They mention the formula A_a=g_{ab}A^b=g_{a0}A^0+g_{a1}A^1+g_{a2}A^2+g_{a3}A^3 and also mention U^aU_a=g_{ca}U^cU^a. They are looking for clarification on how to raise and lower indices.
  • #1
tetris11
23
0
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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  • #2
[tex]A_a=g_{ab}A^b=g_{a0}A^0+g_{a1}A^1+g_{a2}A^2+g_{a3}A^3[/tex]

[tex]A_a^b=g_{ac}A^{cb}[/tex]

[tex]A_{ab}=g_{ac}g_{bd}A^{cd}[/tex]

[tex]U^aU_a=g_{ca}U^cU^a[/tex]
 

FAQ: Tensor Contraction: Learn by Examples & Repetition

What is tensor contraction?

Tensor contraction is a mathematical operation that involves multiplying two tensors to create a new tensor. It is commonly used in physics and engineering to simplify complex equations and calculations.

What is the purpose of learning tensor contraction?

The purpose of learning tensor contraction is to gain a better understanding of how tensors work and how they can be manipulated to solve problems in various fields, such as physics, engineering, and data science.

How can I learn tensor contraction?

You can learn tensor contraction through examples and repetition. By practicing with different examples and repeating the process, you will become more familiar with the concept and be able to apply it to various problems.

What are some real-world applications of tensor contraction?

Tensor contraction has many real-world applications, such as in quantum mechanics, relativity, fluid mechanics, and machine learning. It is used to simplify equations and make calculations more efficient in these fields.

Are there any resources available to help me learn tensor contraction?

Yes, there are many resources available to help you learn tensor contraction. You can find online tutorials, textbooks, and courses that cover the topic in-depth. You can also practice with exercises and problems to improve your skills.

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