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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.
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Full transcript