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This presentation provides an introduction to tensor index notation, a powerful tool for representing and manipulating mathematical objects in fluid mechanics. It covers fundamental concepts like scalars, vectors, and tensors, explaining their properties and how they relate to coordinate systems. The presentation also introduces important tensors like the kronecker delta and permutation tensor, demonstrating their applications in expressing dot products and cross products. It concludes with a discussion of algebraic identities that can be easily proven using index notation.
Typology: Lecture notes
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Jonathan Poggie Fall 2020
School of Aeronautics and Astronautics Purdue University
This presentation contains material copyrighted by the instructor and by other authors. These materials are intended only for personal educational use in the context of this class.
For reference see Appendix A of Currie (2013), Chapter 3 of Panton (1984), or Aris (1962)
A vector has magnitude and direction, for example position vector:
x = (x 1 , x 2 , x 3 )
A vector field defines a vector at each location in space, for example velocity:
v (x) = (v 1 (x 1 , x 2 , x 3 ), v 2 (x 1 , x 2 , x 3 ), v 3 (x 1 , x 2 , x 3 ))
Orthonormal basis vectors: e 1 , e 2 , e 3 Normal: e 1 ·e 1 = 1, etc Orthogonal: e 1 ·e 2 = 0, etc A vector can be represented as:
a = (a 1 , a 2 , a 3 ) a = a 1 e 1 + a 2 e 2 + a 3 e 3 ak = (a)k = a·ek , for k = 1, 2 , 3
𝑥!
𝑥"
𝑥#
𝒂
𝑎"
𝑎!
𝑎# 𝒆"
𝒆! 𝒆#
a·b = a 1 b 1 + a 2 b 2 + a 3 b 3 Perpendicular vectors have zero dot product: a·b = 0 if a ⊥ b The dot product can give the vector magnitude:
a^2 = a·a a = |a| =
a·a
Name Example Rank Components
Scalar p 0 1 Vector vi 1 3 Dyadic τij 2 9 ijk 3 27 γijk` 4 81