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Study on pilot performance model

  • Wei Liu*
  • , Chengkun Liu
  • , Damin-Zhuang
  • , Zhongqi Liu
  • , Xiugan-Yuan
  • *此作品的通讯作者
  • Beijing University of Posts and Telecommunications
  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In order to evaluate pilot performance objectively, back propagation (BP) neural network model of 621423 form in topology with eye movement data was established. Data source of BP neural networks that came from former experiment and random interpolation was divided into training set and test set and normalized. Based on neural networks toolbox in Matlab, hidden layer nodes of BP networks were determined with empirical formula and experimental comparison; BP algorithms in the toolbox were optimized; The training set data and test data were input into model for training and simulation; Pilot performance of the three skill levels was predicated and evaluated. The research shows that pilot performance can be accurately evaluated by setting up BP neural networks model with eye movement data and the evaluation method can provide a reference for flight training.

源语言英语
主期刊名Manufacturing Science and Technology
2545-2549
页数5
DOI
出版状态已出版 - 2012
活动2011 International Conference on Manufacturing Science and Technology, ICMST 2011 - Singapore, 新加坡
期限: 16 9月 201118 9月 2011

出版系列

姓名Advanced Materials Research
383-390
ISSN(印刷版)1022-6680

会议

会议2011 International Conference on Manufacturing Science and Technology, ICMST 2011
国家/地区新加坡
Singapore
时期16/09/1118/09/11

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