Patent US 11,402,807

A control apparatus providing a Dynamic Artificial Intelligence system, which employs data sets and software functions representing a plurality interactive software engine's, including Inference, Neural Net, State, and Proportional-Integral-Derivative (PID) Engines. These engines are implemented as a set of scheduled realtime monitors and callable functions with associated processes preformed within a system. Monitors dynamically estimates and determine the optimal control policy for the system and its sub-systems. Monitors utilize an iterative process of sub-steps “function calls’, until a convergence states exist. Functions and subfunctions dynamically estimate the desired value for operation at a respective state of the environment over a series of predicted environmental states; using a complex return of data sets to determine bounds to improve the estimated currently desired value; and producing updated estimates of optimal control policies. DAI further interacts in realtime with external events to modify control policies.