Title :
Load allocation for risk management in overactuated systems experiencing incipient failure conditions
Author :
Bole, Brian M. ; Brown, Douglas W. ; Pei, Hai-Long ; Goebel, Kai ; Tang, Liang ; Vachtsevanos, George
Author_Institution :
Dept. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
This paper examines the fault tolerant control problem for a generic class of incipient failure modes that grow in severity as a function of component loading. Assuming that a prognostic model is available to evaluate the risk of incipient fault modes growing into catastrophic failure conditions, then fundamentally the fault adaptive control problem is to adjust component loads to minimize risk of failure, while not overly degrading nominal performance. A methodology is proposed for posing this problem as a finite horizon constrained optimization, where constraints correspond to maximum risk of failure and maximum allowable deviation from nominal performance. Simulation results are given for an example system with an active redundant DC motor configuration. The fault mode simulated in this system is temperature dependent motor winding insulation degradation.
Keywords :
DC motors; adaptive control; fault tolerance; optimisation; risk management; active redundant DC motor configuration; component loading; fault adaptive control problem; fault tolerant control problem; finite horizon constrained optimization; incipient failure condition; load allocation; overactuated system; prognostic model; risk management; temperature dependent motor winding insulation degradation; Cost function; Degradation; Load modeling; Loading; Resource management; Windings;
Conference_Titel :
Control and Fault-Tolerant Systems (SysTol), 2010 Conference on
Conference_Location :
Nice
Print_ISBN :
978-1-4244-8153-8
DOI :
10.1109/SYSTOL.2010.5675970