2019
DOI: 10.1109/access.2019.2948781
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Experimental Development of a Health Monitoring Method for Electro-Mechanical Actuators of Flight Control Primary Surfaces in More Electric Aircrafts

Abstract: This paper presents a health monitoring approach for Electro-Mechanical Actuators (EMA). We define four different indicators to continuously evaluate the health state of the system. The four indicators are computed by leveraging the output from a Statistical Process Monitoring (SPM) method based on multivariate statistics, such as the Hotelling's T 2 statistic and the Q statistic. SPM approaches give a dichotomous answer, i.e. the presence/absence of a fault. In this work, we propose four ways to compute a con… Show more

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Cited by 26 publications
(13 citation statements)
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“…In data-driven model-based techniques, this knowledge is achieved via experiments, by artificially injecting the major faults and measuring the system response during and after the fault [20,28,29,42,43]. This method provides more accurate predictions, but rigging costs are often prohibitive and the FDI strongly depends on tested conditions.…”
Section: Motivations Of the Researchmentioning
confidence: 99%
See 1 more Smart Citation
“…In data-driven model-based techniques, this knowledge is achieved via experiments, by artificially injecting the major faults and measuring the system response during and after the fault [20,28,29,42,43]. This method provides more accurate predictions, but rigging costs are often prohibitive and the FDI strongly depends on tested conditions.…”
Section: Motivations Of the Researchmentioning
confidence: 99%
“…Many research efforts have been and are made to protect EMAs from jamming, by applying both prognostic and diagnostic monitoring methods, aiming at anticipating (i.e., avoiding), or detecting and isolating the fault, respectively. The prognostic solution, though potentially overwhelming [27][28][29][30], is nowadays far from being applicable to airworthy systems, so that diagnostic approaches are typically preferred [31,32].…”
Section: Introduction 1research Contextmentioning
confidence: 99%
“…An example of simplex EMA is given by the actuator developed by UmbraGroup (Italy) through recent R&D activities [44,45,47] (in particular this actuator was used in the first phase of the REPRISE project, see Sect. 4.2.2).…”
Section: Simplex Fail-safe Emamentioning
confidence: 99%
“…Electro-mechanical actuator is a kind of green linear actuator with high control accuracy and energy efficiency, widely used by aerospace, precision machining, robots, and simulation platforms [18]- [20]. Compared with the hydraulic cylinder drive, the electro-mechanical actuator does not need to control the load movement through the throttling effect of the valve, and there is no throttling loss [21].…”
Section: Introductionmentioning
confidence: 99%