Adaptive Control

A control strategy that adjusts its parameters in real time based on observed system behavior, without requiring an accurate a-priori model. Adaptive controllers are useful when robot dynamics change over time — due to varying payloads, wear, or configuration changes. Model Reference Adaptive Control (MRAC) and Self-Tuning Regulators (STR) are the two main frameworks.