Structural health monitoring system based on multi-agent coordination and fusion for large structure. (August 2015)
- Record Type:
- Journal Article
- Title:
- Structural health monitoring system based on multi-agent coordination and fusion for large structure. (August 2015)
- Main Title:
- Structural health monitoring system based on multi-agent coordination and fusion for large structure
- Authors:
- Liang, Dong
Yuan, Shenfang - Abstract:
- Highlights: Monitor strain distribution and joint failure damage in the large structure. Focus on the static load on its boundary with blackboard model. Choose idle evaluation method to improve efficiency with the improved contract net protocol. Fusion different evaluation methods to accurately estimate two kinds of damages. Abstract: In practical applications of structural health monitoring technology, a large number of distributed sensors are usually adopted to monitor the big dimension structures and different kinds of damage. The monitored structures are usually divided into different sub-structures and monitored by different sensor sets. Under this situation, how to manage the distributed sensor set and fuse different methods to obtain a fast and accurate evaluation result is an important problem to be addressed deeply. In the paper, a multi-agent fusion and coordination system is presented to deal with the damage identification for the strain distribution and joint failure in the large structure. Firstly, the monitoring system is adopted to distributedly monitor two kinds of damages, and it self-judges whether the static load happens in the monitored sub-region, and focuses on the static load on the sub-region boundary to obtain the sensor network information with blackboard model. Then, the improved contract net protocol is used to dynamically distribute the damage evaluation module for monitoring two kinds of damage uninterruptedly. Lastly, a reliable assessment forHighlights: Monitor strain distribution and joint failure damage in the large structure. Focus on the static load on its boundary with blackboard model. Choose idle evaluation method to improve efficiency with the improved contract net protocol. Fusion different evaluation methods to accurately estimate two kinds of damages. Abstract: In practical applications of structural health monitoring technology, a large number of distributed sensors are usually adopted to monitor the big dimension structures and different kinds of damage. The monitored structures are usually divided into different sub-structures and monitored by different sensor sets. Under this situation, how to manage the distributed sensor set and fuse different methods to obtain a fast and accurate evaluation result is an important problem to be addressed deeply. In the paper, a multi-agent fusion and coordination system is presented to deal with the damage identification for the strain distribution and joint failure in the large structure. Firstly, the monitoring system is adopted to distributedly monitor two kinds of damages, and it self-judges whether the static load happens in the monitored sub-region, and focuses on the static load on the sub-region boundary to obtain the sensor network information with blackboard model. Then, the improved contract net protocol is used to dynamically distribute the damage evaluation module for monitoring two kinds of damage uninterruptedly. Lastly, a reliable assessment for the whole structure is given by combing various heterogeneous classifiers strengths with voting-based fusion. The proposed multi-agent system is illustrated through a large aerospace aluminum plate structure experiment. The result shows that the method can significantly improve the monitoring performance for the large-scale structure. … (more)
- Is Part Of:
- Advances in engineering software. Volume 86(2015)
- Journal:
- Advances in engineering software
- Issue:
- Volume 86(2015)
- Issue Display:
- Volume 86, Issue 2015 (2015)
- Year:
- 2015
- Volume:
- 86
- Issue:
- 2015
- Issue Sort Value:
- 2015-0086-2015-0000
- Page Start:
- 1
- Page End:
- 12
- Publication Date:
- 2015-08
- Subjects:
- Structural health monitoring -- Damage identification -- Multi-agent -- Fusion -- Coordination -- Strain distribution -- Joint failure -- Large structure
Computer-aided engineering -- Periodicals
Engineering -- Computer programs -- Periodicals
Engineering -- Software -- Periodicals
Periodicals
620.0028553 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09659978 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.advengsoft.2015.03.008 ↗
- Languages:
- English
- ISSNs:
- 0965-9978
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0705.450000
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British Library HMNTS - ELD Digital store - Ingest File:
- 5703.xml