Why the concept of tensor was invented

In summary, tensors are a more general concept than vectors and scalars, and are needed to completely define stress and other physical quantities. They are more easily learned than matrix notation, and remain unchanged when coordinate systems are changed.
  • #1
chandran
139
1
why the concept of tensor was invented. I always see that tensors are provided in matrix format. example inertia tensor is there in a 3x3 matrix.
why?
 
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  • #2
chandran said:
why the concept of tensor was invented. I always see that tensors are provided in matrix format. example inertia tensor is there in a 3x3 matrix.
why?
There are quantities used in physics for which the concept of a number or a vector is insufficient. A more general notion of a geometrical object was required. The number (scalar) and vector were defined as tensors of a lower "rank" and then tensors of higher rank were defined. Two such tensos come to mind. The tidal force tenso which are found here

http://www.geocities.com/physics_world/mech/inertia_tensor.htm
http://www.geocities.com/physics_world/mech/tidal_force_tensor.htm

To completely defined the stress on and inside a body a tensor is needed.

Pete
 
  • #3
Tensor notation is more general than matrix notation.

If you can scrape by with tensors of rank <=2, you can probably use matrix notation. However, there are important tensors with higher ranks (such as the rank 4 Riemann tensor in General Relativity). At this point matrix notation is not sufficient, and one needs the full power of tensor notation.

There really isn't that much additional difficulty in learning tensor notation as opposed to matrix notation, either - it seems to be standard to teach engineers matrix notation, and scientists tensor notation, however.
 
  • #4
The nice thing about tensors (of which vectors and scalars are special cases) is that they change "homogeneously" when you change coordinate systems. Exactly what that means is a bit complicated. If you make a "linear" change- just rotate a coordinate system- you can think of the change in any tensor expressed in that coordinate system as just "multiply by the rotation matrix".

The crucial part is that if a tensor is represented by "all 0's" in one coordinate system then it is represented by "all 0's" in any coordinates system- even strange ones with curved axes.

That has a very nice property: if we have an equation that says A= B, where A and B are tensors, in some coordinate system, then A- B= 0 in that coordianate system and so A- B= 0 or, again A= B in every coordinate system- as long as we express everything in terms of tensors, the equations are true or false independent of the coordinate system.

That's especially important in physics where "coordinate systems" are things we impose on reality! A "law of physics" has to be true regardless of whatever coordinate system we choose. We can be sure of that if we write everything in terms of tensors.
 

1. What is a tensor and how is it different from a vector or matrix?

A tensor is a mathematical object that describes the relationship between vectors and matrices in a multidimensional space. It is different from a vector in that it has both magnitude and direction, and different from a matrix in that it can have more than two dimensions.

2. Why was the concept of tensor invented?

The concept of tensor was invented to help describe and analyze complex physical phenomena, such as fluid dynamics and electromagnetism, which cannot be fully understood using traditional vector and matrix mathematics. Tensors allow for a more precise and comprehensive representation of these phenomena.

3. Can tensors be used in fields other than physics?

Yes, tensors have applications in various fields such as engineering, computer science, and data analysis. They are used to model and analyze complex systems and relationships in these fields.

4. Are tensors difficult to understand and work with?

Tensors can be challenging to grasp at first, as they involve complex mathematical concepts and notation. However, with practice and a solid understanding of linear algebra, they can be effectively used and manipulated in various applications.

5. How has the concept of tensor improved our understanding of the physical world?

The concept of tensor has greatly enhanced our understanding of the physical world by providing a more accurate and comprehensive mathematical framework for describing and analyzing complex phenomena. It has allowed for the development of advanced theories and models in physics, leading to significant advancements in various fields such as astrophysics, quantum mechanics, and relativity.

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