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Information-Applied Technology in Neural Network Prediction Model of Aviation Unsafe Event Based on PSO Algorithm with Gradient Acceleration

Authors :
Gan, Xu Sheng
Yang, Can
Duanmu, Jing Shun
Source :
Advanced Materials Research; May 2014, Vol. 952 Issue: 1 p303-306, 4p
Publication Year :
2014

Abstract

To improve the level of aviation safety management and decision-making, an aviation unsafe event model based on neural network trained by an improved Particle Swarm Optimization (PSO) algorithm is proposed. First a gradient acceleration idea is introduced in standard PSO algorithm to improve the search efficiency, and then the improved PSO algorithm is used to optimize the parameters of neural network, finishing the training of model. An actual example on unsafe event data of an airline shows that the proposed method can achieve a good prediction effect.

Details

Language :
English
ISSN :
10226680
Volume :
952
Issue :
1
Database :
Supplemental Index
Journal :
Advanced Materials Research
Publication Type :
Periodical
Accession number :
ejs33018217
Full Text :
https://doi.org/10.4028/www.scientific.net/AMR.952.303