Name
Abstract | ||
|---|---|---|
In this brief, a novel real-time fault detection and isolation (FDI) scheme that is based on the concept of multiple model is proposed for aircraft jet engines. A modular and a hierarchical architecture is developed which enables the detection and isolation of both single faults as well as multiple concurrent faults in the jet engine. The nonlinear dynamics of a dual spool jet engine is linearized and a set of linear models corresponding to various operating modes of the jet engine (namely healthy and different faulty modes) at each operating point is obtained. Using the multiple model approach the probabilities corresponding to each operating point of the jet engine are generated and the current operating mode of the system is detected based on evaluating the maximum probability criteria. It is shown that the proposed methodology is also robust to the failure of pressure and temperature sensors and extensive levels of noise outliers in the sensor measurements. Simulation results are presented that demonstrate the effectiveness and capabilities of our proposed multiple model FDI algorithm for both structural faults and an actuator fault in the aircraft jet engine. |
Year | DOI | Venue |
|---|---|---|
2013 | 10.1109/TCST.2011.2177981 | Control Systems Technology, IEEE Transactions |
Keywords | Field | DocType |
actuators,fault diagnosis,jet engines,nonlinear dynamical systems,FDI,actuator fault,aircraft jet engines,dual spool jet engine,fault detection and isolation scheme,fault diagnosis,linear models,maximum probability criteria,multiple model-based approach,nonlinear dynamics,structural faults,Aircraft jet engines,Kalman filters,fault diagnosis,multiple model-based FDI approach,robustness analysis | Nonlinear system,Linear model,Operating point,Fault detection and isolation,Control theory,Outlier,Control engineering,Modular design,Mathematics,Jet engine,Actuator | Journal |
Volume | Issue | ISSN |
21 | 1 | 1063-6536 |
Citations | PageRank | References |
20 | 1.32 | 0 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Nader Meskin | 1 | 97 | 9.31 |
| Naderi, E. | 2 | 20 | 1.32 |
| Khashayar Khorasani | 3 | 20 | 1.32 |