Vector Analysis and Tensors - Examples and Constructions
Concrete applications of vector and tensor calculus illuminate their power in describing physical phenomena across mechanics, electromagnetism, and relativity.
Electromagnetic Field Analysis
The electric and magnetic fields provide canonical examples of vector fields governed by Maxwell's equations.
The vector potential and scalar potential define the fields:
These automatically satisfy and (two of Maxwell's equations). The gauge transformation:
leaves and invariant for any scalar function . Common gauges include:
- Coulomb gauge: (convenient for static problems)
- Lorenz gauge: (manifestly relativistic)
The electromagnetic energy density is:
The Poynting vector describes energy flux:
Energy conservation follows from:
where represents work done on charges. For a plane wave , , the time-averaged Poynting vector is:
pointing in the direction of propagation.
Tensor Constructions in Mechanics
Classical mechanics provides intuitive examples of rank-2 tensors arising from linear maps between vectors.
For a rigid body with mass distribution , the angular momentum relates to angular velocity through:
where the inertia tensor is:
For a uniform sphere of radius and mass rotating about the -axis:
The diagonal form reflects spherical symmetry. The rotational kinetic energy is:
In an elastic medium, the force per unit area (traction) on a surface with normal is:
The stress tensor has components:
where is the -component of force on a surface perpendicular to the -direction. For hydrostatic pressure :
For a general elastic body, the stress-strain relation (Hooke's law) involves the rank-4 elastic tensor :
where is the strain tensor and is the displacement field.
Physical quantities often depend on tensor invariants that remain unchanged under coordinate rotations:
- Trace: (first invariant)
- Determinant: (third invariant)
- Contraction: (related to second invariant)
These appear in characteristic equations, stress analysis, and fluid dynamics.
These examples demonstrate how vector and tensor formalism provides a coordinate-independent language for expressing physical laws, crucial for both theoretical development and computational implementation.