Solvers are typically categorized by the mathematical structure of the problems they solve: Deals with linear relationships.
: A newer C-package designed for large-scale NLP using successive linear and quadratic programming. Comparison: Open Source vs. Commercial Solver Software Open Source
: A long-standing, lightweight solver. While sometimes slower than newer alternatives, it is highly memory-efficient for large, simpler problems. it is highly memory-efficient for large
: Currently considered the state-of-the-art open-source solver for LP. It features a high-performance interior point method and dual simplex solvers. known for being a robust
: The industry standard for large-scale continuous nonlinear optimization, used extensively in scientific computing.
: Part of the COIN-OR project, known for being a robust, "safe default" that performs well without heavy tuning.