NumPy Numerical Analysis Skill

Master NumPy for efficient numerical computations, matrix operations, FFT analysis, and linear algebra in marine and offshore engineering applications.

When to Use This Skill

Use NumPy numerical analysis when you need:

• Matrix operations - 6DOF equations of motion, mass matrices, stiffness matrices
• FFT analysis - Frequency domain analysis, spectral density, response spectra
• Linear algebra - Solve linear systems, eigenvalue analysis, matrix decomposition
• Array operations - Efficient computations on large datasets
• Numerical integration - Time-stepping, ODE solvers
• Signal processing - Filtering, windowing, convolution

Avoid when:

• Symbolic mathematics needed (use SymPy)
• Sparse matrices dominate (use SciPy sparse)
• GPU acceleration required (use CuPy or JAX)
• Distributed computing needed (use Dask)