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Understanding Vectors and Tensors Basics

Jul 31, 2024

Lecture on Vectors and Tensors by Dan Flesch

Introduction

  • Goal: Explain what a tensor is in about 12 minutes without heavy use of mathematical equations.
  • Tools used: Household objects like children's blocks, small arrows, cardboard, and a pointed stick.

Understanding Vectors

  • Definition: A vector represents a quantity with both magnitude and direction.
  • Examples:
    • Force of gravity
    • Earth's magnetic field
    • Velocity of a particle in a fluid
  • Vectors representing other quantities:
    • Area: Length of the vector proportional to the area, direction perpendicular to the surface.

Vector Components and Basis Vectors

  • Coordinate System: Example of a Cartesian coordinate system (x, y, z axes).
  • Basis Vectors (Unit Vectors):
    • Length of one unit
    • Direction aligned with the coordinate axes
    • Notations: x-hat (i-hat), y-hat (j-hat), z-hat (k-hat)
  • Finding Vector Components:
    • Project vector onto the x and y axes using a light.
    • Shadow on the axis represents the component.

Visualizing Vector Components

  • Using Basis Vectors:
    • Decompose vector into x-hat and y-hat components.
    • Representation as an array of components (e.g., column vectors).

Tensors

  • Definition: Vectors are part of a broader class called tensors.
  • Scalars: Tensors of rank 0 (no directional indicators).
  • Vectors: Tensors of rank 1 (one index, one basis vector per component).
  • Rank 2 Tensors:
    • 9 components in 3D space, each with two indices.
    • Example: Forces inside a solid object.
    • Components like a sub xx (x-directed force on x-direction surface).
  • Rank 3 Tensors:
    • 27 components in 3D space, each with three indices.
    • Example: a sub xxx (pertaining to three x basis vectors).
    • Components organized in slabs (x, y, z as third indices).

Importance of Tensors

  • Universal Agreement: All observers agree on the combination of components and basis vectors, not individually.
  • Transformation: Basis vectors and components transform to keep the tensor invariant across reference frames.
  • Lillian Lieber's Quote: "Tensors are the facts of the universe."

Conclusion

  • Thanks for watching the explanation on vectors and tensors.