Title :
A prognostics enhanced reconfigurable control architecture
Author :
Brown, Douglas ; Bole, Brian ; Vachtsevanos, George
Author_Institution :
Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
This paper introduces a control architecture incorporating prognostic information to extend the Remaining Useful Life (RUL) of a system while ensuring stability and performance requirements. A Model Predictive Control (MPC) framework is chosen to utilize the existing production controller by adjusting its reference points, thereby lowering its impact on the system. The MPC arrives at a control law by minimizing a quadratic cost function of control effort and tracking error while enforcing hard and soft constraints. Prognostic information is included in the cost function through the use of soft constraints whereas absolute boundary conditions (eg. input limits, tracking error) are incorporated as hard constraints. A relationship is provided between the terminal cost associated with the prognostic constraints and the quadratic costs. Asymptotic stability of the control architecture is demonstrated for the case of nominal system dynamics. The proposed fault-tolerant control design is applicable to a variety of application domains. An EMA is used to illustrate the efficacy of the proposed approach.
Keywords :
asymptotic stability; control system synthesis; fault diagnosis; fault tolerance; predictive control; production control; remaining life assessment; absolute boundary conditions; asymptotic stability; control effort; control law; fault-tolerant control design; hard constraint; model predictive control; nominal system dynamics; performance requirement; production controller; prognostic constraint; prognostic information; prognostics enhanced reconfigurable control architecture; quadratic cost function; remaining useful life; soft constraint; tracking error; Asymptotic stability; Cost function; Insulation; Optimal control; Thermal stability; Windings;
Conference_Titel :
Control & Automation (MED), 2010 18th Mediterranean Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4244-8091-3
DOI :
10.1109/MED.2010.5547651