4.7 Article

Fault diagnosis based on algebraic identification assisted by extended state observers

期刊

NONLINEAR DYNAMICS
卷 107, 期 1, 页码 871-888

出版社

SPRINGER
DOI: 10.1007/s11071-021-07053-3

关键词

Algebraic identification; Extended estate observer; Fault detection and isolation; Fault diagnosis; Residual generation

资金

  1. MinCiencias - Colombia

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The paper explores alternative fault diagnosis methods based on algebraic identification methods, proposing the use of Extended State Observers (ESO) to estimate time-derivatives related to nonlinear complex terms. Three fault diagnosis schemes focused on residual generation, fault identification, and parameter estimation were presented and compared, aiming to estimate as few parameters as possible for simpler implementation. Experimental results on a twin-rotor aerodynamic system demonstrated the effectiveness and robustness of the proposed strategies.
This paper explored different alternatives for fault diagnosis based on algebraic identification methods. As a novelty, the use of Extended State Observers (ESO) is proposed to estimate time-derivatives related to nonlinear complex terms, which have a difficult analytical handling from the perspective of the classic algebraic framework. In this context, three fault diagnosis schemes focused on residual generation, fault identification and parameter estimation are presented and compared. These strategies estimate as few parameters as possible, making their implementation simpler. To validate the proposed approach, a twin-rotor aerodynamic system affected by multiple, intermittent and simultaneous actuator faults was considered as case study. Finally, experimental results that show the effectiveness and robustness of the proposed strategies are provided.

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