Superconductivity

Methods:

1. More finite differences
2. Optimization - unconstrained
3. Formation of derivatives (gradient/Hessian)
   1. Analytic
   2. Finite differences
   3. Automatic - ADIFOR

Principles:

1. Rate of convergence for optimization
2. Accuracy/efficiency of computing derivatives
3. Preserving physical symmetries in the discrete model