EC886 Data-Driven Modeling, Filtering and Control
Course Name:
EC886 Data-Driven Modeling, Filtering and Control
Programme:
Category:
Credits (L-T-P):
Content:
Data-Driven Dynamical Systems, Data-Driven Control, Adaptive Control, linear control, learning in control, machine learning control (MLC), supervised nonparametric identification of Wiener systems, Dynamic measurement, iterative learning control, data-driven controller design techniques, Model-free Adaptive Control Design, Taming Nonlinear Dynamics with MLC, MLC Tactics and Strategy, Statistical Fault Detection Problems, Fault Diagnosis, Partial Least Squares Regression to Fault Diagnosis, Data-Driven Diagnosis Schemes, Adaptive Fault Diagnosis Schemes, Iterative Optimization of Process Monitoring and Fault Detection Systems, Fault-Tolerant Control Architecture and Design Issues, Safe Switching Adaptive Control, Model Predictive Control