Title :
Application of model-based prognostics to a pneumatic valves testbed
Author :
Daigle, Matthew ; Kulkarni, Chetan S. ; Gorospe, George
Author_Institution :
NASA Ames Res. Center, Moffett Field, CA, USA
Abstract :
Pneumatic-actuated valves play an important role in many applications, including cryogenic propellant loading for space operations. Model-based prognostics emphasizes the importance of a model that describes the nominal and faulty behavior of a system, and how faulty behavior progresses in time, causing the end of useful life of the system. We describe the construction of a testbed consisting of a pneumatic valve that allows the injection of faulty behavior and controllable fault progression. The valve opens discretely, and is controlled through a solenoid valve. Controllable leaks of pneumatic gas in the testbed are introduced through proportional valves, allowing the testing and validation of prognostics algorithms for pneumatic valves. A new valve prognostics approach is developed that estimates fault progression and predicts remaining life based only on valve timing measurements. Simulation experiments demonstrate and validate the approach.
Keywords :
condition monitoring; cryogenics; pneumatic actuators; propellants; solenoids; valves; cryogenic propellant loading; fault progression estimation; model-based prognostics; pneumatic gas; pneumatic valves testbed; pneumatic-actuated valves; solenoid valve; space operations; Equations; Estimation; Integrated circuits; Mathematical model; Pistons; Solenoids;
Conference_Titel :
Aerospace Conference, 2014 IEEE
Conference_Location :
Big Sky, MT
Print_ISBN :
978-1-4799-5582-4
DOI :
10.1109/AERO.2014.6836319