Arid
DOI10.4028/www.scientific.net/AMM.225.505
Application of Back Propagation Neural Network Algorithms on Modeling Failure of B-737 Bleed Air System Valves in Desert Conditions
Abdelrahman, Wael G.1; Al-Garni, Ahmed Z.1; Al-Wadiee, Waheed2
通讯作者Abdelrahman, Wael G.
会议名称AEROTECH 4 - Conference on Recent Advances in Aerospace Technologies
会议日期NOV 21-22, 2012
会议地点Kuala Lumpur, MALAYSIA
英文摘要

Accurate life prediction of aircraft engine components is very critical because it has a direct impact on aircraft safety and on operators' profits. The engine bleed air system valves have considerably high failure rates when the engines are operated in desert conditions because of sand particles erosion and blockage. In this work, an Artificial Neural Network (ANN) model for the prediction of failure rate of the most important of these valves in Boeing 737 engines is developed and validated. A previously developed feed-forward back-propagation algorithm is implemented to train the ANN. The effects of changing the number of neurons in the input layer, the number of neurons in the hidden layer, the rate of learning, and the momentum constant are investigated. The model results are validated using comparisons with actual valves failure data from a local operator in Saudi Arabia, as well as comparisons with classical Weibull model results.


英文关键词reliability neural network back propagation algorithms engine valves desert conditions
来源出版物AEROTECH IV: RECENT ADVANCES IN AEROSPACE TECHNOLOGIES
ISSN1660-9336
出版年2012
卷号225
页码505-+
ISBN978-3-03785-506-5
出版者TRANS TECH PUBLICATIONS LTD
类型Proceedings Paper
语种英语
国家Saudi Arabia
收录类别CPCI-S
WOS记录号WOS:000316578100082
WOS类目Engineering, Aerospace
WOS研究方向Engineering
资源类型会议论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/301020
作者单位1.King Fahd Univ Petr & Minerals, Dept Aerosp Engn, Dhahran 31261, Saudi Arabia;
2.Aviat Dept, Saudi Aramco, Dhahran, Saudi Arabia
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Abdelrahman, Wael G.,Al-Garni, Ahmed Z.,Al-Wadiee, Waheed. Application of Back Propagation Neural Network Algorithms on Modeling Failure of B-737 Bleed Air System Valves in Desert Conditions[C]:TRANS TECH PUBLICATIONS LTD,2012:505-+.
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