adjoint method

The adjoint method is a mathematical technique used to efficiently calculate how small changes in inputs affect a specific output, especially in complex systems. Instead of directly computing impacts for each input variation, it uses an associated "adjoint" problem that runs backward through the system, quickly providing sensitivity information. This approach is valuable in optimization and control tasks because it allows for rapid analysis of how to improve or adjust systems based on desired outcomes, saving time and computational resources while maintaining accuracy.