Immunity-based aircraft actuator failure evaluation. Issue 6 (3rd October 2016)
- Record Type:
- Journal Article
- Title:
- Immunity-based aircraft actuator failure evaluation. Issue 6 (3rd October 2016)
- Main Title:
- Immunity-based aircraft actuator failure evaluation
- Authors:
- Perhinschi, Mario
Al Azzawi, Dia
Moncayo, Hever
Perez, Andres
Togayev, Adil - Abstract:
- Abstract : Purpose: This paper aims to present the development of prediction models for aircraft actuator failure impact on flight envelope within the artificial immune system (AIS) paradigm. Design/methodology/approach: Simplified algorithms are developed for estimating ranges of flight envelope-relevant variables using an AIS in conjunction with the hierarchical multi-self strategy. The AIS is a new computational paradigm mimicking mechanisms of its biological counterpart for health management of complex systems. The hierarchical multi-self strategy consists of building the AIS as a collection of low-dimensional projections replacing the hyperspace of the self to avoid numerical and conceptual issues related to the high dimensionality of the problem. Findings: The proposed methodology demonstrates the capability of the AIS to not only detect and identify abnormal conditions (ACs) of the aircraft subsystem but also evaluate their impact and consequences. Research limitations/implications: The prediction of altered ranges of relevant variables at post-failure conditions requires failure-specific algorithms to correlate with the characteristics and dimensionality of self-projections. Future investigations are expected to expand the types of subsystems that are affected and the nature of the ACs targeted. Practical implications: It is expected that the proposed methodology will facilitate the design of on-board augmentation systems to increase aircraft survivability andAbstract : Purpose: This paper aims to present the development of prediction models for aircraft actuator failure impact on flight envelope within the artificial immune system (AIS) paradigm. Design/methodology/approach: Simplified algorithms are developed for estimating ranges of flight envelope-relevant variables using an AIS in conjunction with the hierarchical multi-self strategy. The AIS is a new computational paradigm mimicking mechanisms of its biological counterpart for health management of complex systems. The hierarchical multi-self strategy consists of building the AIS as a collection of low-dimensional projections replacing the hyperspace of the self to avoid numerical and conceptual issues related to the high dimensionality of the problem. Findings: The proposed methodology demonstrates the capability of the AIS to not only detect and identify abnormal conditions (ACs) of the aircraft subsystem but also evaluate their impact and consequences. Research limitations/implications: The prediction of altered ranges of relevant variables at post-failure conditions requires failure-specific algorithms to correlate with the characteristics and dimensionality of self-projections. Future investigations are expected to expand the types of subsystems that are affected and the nature of the ACs targeted. Practical implications: It is expected that the proposed methodology will facilitate the design of on-board augmentation systems to increase aircraft survivability and improve operation safety. Originality/value: The AIS paradigm is extended to AC evaluation as part of an integrated and comprehensive health management process system, also including AC detection, identification and accommodation. … (more)
- Is Part Of:
- Aircraft engineering and aerospace technology. Volume 88:Issue 6(2016)
- Journal:
- Aircraft engineering and aerospace technology
- Issue:
- Volume 88:Issue 6(2016)
- Issue Display:
- Volume 88, Issue 6 (2016)
- Year:
- 2016
- Volume:
- 88
- Issue:
- 6
- Issue Sort Value:
- 2016-0088-0006-0000
- Page Start:
- 729
- Page End:
- 739
- Publication Date:
- 2016-10-03
- Subjects:
- Fault tolerant control -- Aircraft failure evaluation -- Artificial immune system
Aerospace engineering -- Periodicals
Aeronautics -- Systems engineering -- Periodicals
Astronautics -- Systems engineering -- Periodicals
Airplanes -- Equipment and supplies -- Periodicals
Space vehicles -- Equipment and supplies -- Periodicals
Aerospace industries -- Periodicals
629.1 - Journal URLs:
- http://estar.bl.uk/cgi-bin/sciserv.pl?collection=journals&journal=00022667 ↗
http://info.emeraldinsight.com/products/journals/journals.htm?id=aeat ↗
http://www.emeraldinsight.com/journals.htm?issn=0002-2667 ↗
http://www.emeraldinsight.com/ ↗ - DOI:
- 10.1108/AEAT-07-2014-0117 ↗
- Languages:
- English
- ISSNs:
- 1748-8842
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0780.070000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 624.xml