An Introduction to Tensors for Students of Physics and ...
NASA/TM--2002-211716
An Introduction to Tensors for Students of Physics and Engineering
Joseph C. Kolecki Glenn Research Center, Cleveland, Ohio
September 2002
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NASA/TM--2002-211716
An Introduction to Tensors for Students of Physics and Engineering
Joseph C. Kolecki Glenn Research Center, Cleveland, Ohio
National Aeronautics and Space Administration Glenn Research Center
September 2002
NASA Center for Aerospace Information 7121 Standard Drive Hanover, MD 21076
Available from
National Technical Information Service 5285 Port Royal Road Springfield, VA 22100
Available electronically at
An Introduction To Tensors for Students of Physics and Engineering
Joseph C. Kolecki National Aeronautics and Space Administration
Glenn Research Center Cleveland, Ohio 44135
Tensor analysis is the type of subject that can make even the best of students shudder. My own post-graduate instructor in the subject took away much of the fear by speaking of an implicit rhythm in the peculiar notation traditionally used, and helped me to see how this rhythm plays its way throughout the various formalisms.
Prior to taking that class, I had spent many years "playing" on my own with tensors. I found the going to be tremendously difficult, but was able, over time, to back out some physical and geometrical considerations that helped to make the subject a little more transparent. Today, it is sometimes hard not to think in terms of tensors and their associated concepts.
This article, prompted and greatly enhanced by Marlos Jacob, whom I've met only by e-mail, is an attempt to record those early notions concerning tensors. It is intended to serve as a bridge from the point where most undergraduate students "leave off" in their studies of mathematics to the place where most texts on tensor analysis begin. A basic knowledge of vectors, matrices, and physics is assumed. A semi-intuitive approach to those notions underlying tensor analysis is given via scalars, vectors, dyads, triads, and similar higher-order vector products. The reader must be prepared to do some mathematics and to think.
For those students who wish to go beyond this humble start, I can only recommend my professor's wisdom: find the rhythm in the mathematics and you will fare pretty well.
Beginnings
At the heart of all mathematics are numbers.
If I were to ask how many marbles you had in a bag, you might answer, "Three." I would find your answer perfectly satisfactory. The `bare' number 3, a magnitude, is sufficient to provide the information I seek.
If I were to ask, "How far is it to your house?" and you answered, "Three," however, I would look at you quizzically and ask, "Three what?" Evidently, for this question, more information is required. The bare number 3 is no longer sufficient; I require a `denominate' number ? a number with a name.
Suppose you rejoindered, "Three km." The number 3 is now named as representing a certain number of km. Such numbers are sometimes called scalars. Temperature is represented by a scalar. The total energy of a thermodynamic system is also represented by a scalar.
If I were next to ask "Then how do I get to your house from here?" and you said, "Just walk three km," again I would look at you quizzically. This time, not even a denominate number is sufficient; it is necessary to specify a distance or magnitude, yes, but in which direction?
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