Immunity-based accommodation of aircraft subsystem failures. Issue 1 (3rd January 2017)
- Record Type:
- Journal Article
- Title:
- Immunity-based accommodation of aircraft subsystem failures. Issue 1 (3rd January 2017)
- Main Title:
- Immunity-based accommodation of aircraft subsystem failures
- Authors:
- Togayev, Adil
Perhinschi, Mario
Moncayo, Hever
Al Azzawi, Dia
Perez, Andres - Abstract:
- Abstract : Purpose: This paper aims to describe the design, development and flight-simulation testing of an artificial immune-system-based approach for accommodation of different aircraft sub-system failures/damages. Design/methodology/approach: The approach is based on building an artificial memory, which represents self- (nominal conditions) and non-self (abnormal conditions) within the artificial immune system paradigm. Self- and non-self are structured as a set of memory cells consisting of measurement strings, over pre-defined time windows. Each string is a set of features values at each sample time of the flight. The accommodation algorithm is based on the cell in the memory that is the most similar to the in-coming measurement. Once the best match is found, control commands corresponding to this match are extracted from the memory and used for control purposes. Findings: The results demonstrate the possibility of extracting pilot compensatory commands from the self/non-self structure and capability of the artificial-immune-system-based scheme to accommodate an actuator malfunction, maintain control and complete the task. Research limitations/implications: This paper concentrates on investigation of the possibility of extracting compensatory pilot commands. This is a preliminary step toward a more comprehensive solution to the aircraft abnormal condition accommodation problem. Practical implications: The results demonstrate the effectiveness of the proposed approachAbstract : Purpose: This paper aims to describe the design, development and flight-simulation testing of an artificial immune-system-based approach for accommodation of different aircraft sub-system failures/damages. Design/methodology/approach: The approach is based on building an artificial memory, which represents self- (nominal conditions) and non-self (abnormal conditions) within the artificial immune system paradigm. Self- and non-self are structured as a set of memory cells consisting of measurement strings, over pre-defined time windows. Each string is a set of features values at each sample time of the flight. The accommodation algorithm is based on the cell in the memory that is the most similar to the in-coming measurement. Once the best match is found, control commands corresponding to this match are extracted from the memory and used for control purposes. Findings: The results demonstrate the possibility of extracting pilot compensatory commands from the self/non-self structure and capability of the artificial-immune-system-based scheme to accommodate an actuator malfunction, maintain control and complete the task. Research limitations/implications: This paper concentrates on investigation of the possibility of extracting compensatory pilot commands. This is a preliminary step toward a more comprehensive solution to the aircraft abnormal condition accommodation problem. Practical implications: The results demonstrate the effectiveness of the proposed approach using a motion-based flight simulator for actuator and sensor failures. Originality/value: This research effort is focused on investigating the use of the artificial immune system paradigm for control purposes based on a novel methodology. … (more)
- Is Part Of:
- Aircraft engineering and aerospace technology. Volume 89:Issue 1(2017)
- Journal:
- Aircraft engineering and aerospace technology
- Issue:
- Volume 89:Issue 1(2017)
- Issue Display:
- Volume 89, Issue 1 (2017)
- Year:
- 2017
- Volume:
- 89
- Issue:
- 1
- Issue Sort Value:
- 2017-0089-0001-0000
- Page Start:
- 164
- Page End:
- 175
- Publication Date:
- 2017-01-03
- Subjects:
- Adaptive control -- Artificial immune system -- Fault tolerant control
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-08-2014-0124 ↗
- 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
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- 2577.xml