Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic Actuator
The aviation hydraulic actuator (HA) is a key component of the flight control system in an aircraft. It is necessary to consider the occurrence of multiple faults under harsh conditions during a flight. This study designs a multi-fault diagnosis method based on the updated interacting multiple model...
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doaj-e897be0870bd482c868c078c86b3228f2020-11-25T03:41:10ZengMDPI AGInformation2078-24892020-08-011141041010.3390/info11090410Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic ActuatorXiaozhe Sun0Xingjian Wang1Siru Lin2Key Laboratory of Civil Aircraft Airworthiness Technology, Civil Aviation University of China, Tianjin 300300, ChinaKey Laboratory of Civil Aircraft Airworthiness Technology, Civil Aviation University of China, Tianjin 300300, ChinaSchool of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, ChinaThe aviation hydraulic actuator (HA) is a key component of the flight control system in an aircraft. It is necessary to consider the occurrence of multiple faults under harsh conditions during a flight. This study designs a multi-fault diagnosis method based on the updated interacting multiple model (UIMM). The correspondence between the failure modes and the key physical parameters of HA is found by analyzing the fault mode and mechanism. The key physical parameters of HA can be estimated by employing a series of extended Kalman filters (EKF) related to the different modes of HA. The models in UIMM are updated once the fault is determined. UIMM can reduce the number of fault models and avoid combinatorial explosion in the case of multiple faults. Simulation results indicate that the multi-fault diagnosis method based on UIMM is effective for multi-fault diagnosis of electro-hydraulic servo actuation system.https://www.mdpi.com/2078-2489/11/9/410fault diagnosishydraulic actuatorparameter estimationinteracting multiple modelextended Kalman filter |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xiaozhe Sun Xingjian Wang Siru Lin |
spellingShingle |
Xiaozhe Sun Xingjian Wang Siru Lin Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic Actuator Information fault diagnosis hydraulic actuator parameter estimation interacting multiple model extended Kalman filter |
author_facet |
Xiaozhe Sun Xingjian Wang Siru Lin |
author_sort |
Xiaozhe Sun |
title |
Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic Actuator |
title_short |
Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic Actuator |
title_full |
Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic Actuator |
title_fullStr |
Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic Actuator |
title_full_unstemmed |
Multi-Fault Diagnosis Approach Based on Updated Interacting Multiple Model for Aviation Hydraulic Actuator |
title_sort |
multi-fault diagnosis approach based on updated interacting multiple model for aviation hydraulic actuator |
publisher |
MDPI AG |
series |
Information |
issn |
2078-2489 |
publishDate |
2020-08-01 |
description |
The aviation hydraulic actuator (HA) is a key component of the flight control system in an aircraft. It is necessary to consider the occurrence of multiple faults under harsh conditions during a flight. This study designs a multi-fault diagnosis method based on the updated interacting multiple model (UIMM). The correspondence between the failure modes and the key physical parameters of HA is found by analyzing the fault mode and mechanism. The key physical parameters of HA can be estimated by employing a series of extended Kalman filters (EKF) related to the different modes of HA. The models in UIMM are updated once the fault is determined. UIMM can reduce the number of fault models and avoid combinatorial explosion in the case of multiple faults. Simulation results indicate that the multi-fault diagnosis method based on UIMM is effective for multi-fault diagnosis of electro-hydraulic servo actuation system. |
topic |
fault diagnosis hydraulic actuator parameter estimation interacting multiple model extended Kalman filter |
url |
https://www.mdpi.com/2078-2489/11/9/410 |
work_keys_str_mv |
AT xiaozhesun multifaultdiagnosisapproachbasedonupdatedinteractingmultiplemodelforaviationhydraulicactuator AT xingjianwang multifaultdiagnosisapproachbasedonupdatedinteractingmultiplemodelforaviationhydraulicactuator AT sirulin multifaultdiagnosisapproachbasedonupdatedinteractingmultiplemodelforaviationhydraulicactuator |
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1724531200360448000 |