Analyze Results
Perform a detailed analysis of the latest benchmark results in outputs/.
Steps
- •Read
outputs/benchmark.csv - •Analyze from the following perspectives:
- •Accuracy comparison: L2/L-infinity error per solver per alpha
- •Speed comparison: Wall-clock time comparison
- •Feature analysis: Physical meaning of max_abs_gradient, energy_content, etc.
- •Nonlinearity effects: How accuracy changes as alpha increases
- •Trade-offs: Pareto front of accuracy vs speed
- •Provide improvement recommendations:
- •Recommended grid resolution
- •Optimal solver for each alpha value
- •Parameter tuning suggestions for better accuracy
- •Summarize findings clearly