{"title":"基于BP人工神经网络的船舶驾驶疲劳评价研究","authors":"Qing Liu, Zhifeng Li","doi":"10.1109/ICNC.2012.6234735","DOIUrl":null,"url":null,"abstract":"Driver fatigue is an important reason that leads to a vicious accident, it has important practical significance to evaluate the ship driver's fatigue and reduce accidents caused by driver fatigue. On the basis of a comprehensive analysis of the factors that influenced driving fatigue, the paper proposed an evaluation on ship driving fatigue which using driver eye's closure time, the beat frequency of sight line, pupil diameter size as 3 indicators, building the evaluation model based on BP artificial neural network. Finally, combining with the experiment based on eye tracker SMI iView X HED, it verifies and analyses the evaluation model. The paper provides a feasible method for the evaluation on ship driving fatigue.","PeriodicalId":87274,"journal":{"name":"International Conference on Computing, Networking, and Communications : [proceedings]. International Conference on Computing, Networking and Communications","volume":"1 1","pages":"217-221"},"PeriodicalIF":0.0000,"publicationDate":"2012-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Evaluation studies on ship driving fatigue based on BP artificial neural network\",\"authors\":\"Qing Liu, Zhifeng Li\",\"doi\":\"10.1109/ICNC.2012.6234735\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Driver fatigue is an important reason that leads to a vicious accident, it has important practical significance to evaluate the ship driver's fatigue and reduce accidents caused by driver fatigue. On the basis of a comprehensive analysis of the factors that influenced driving fatigue, the paper proposed an evaluation on ship driving fatigue which using driver eye's closure time, the beat frequency of sight line, pupil diameter size as 3 indicators, building the evaluation model based on BP artificial neural network. Finally, combining with the experiment based on eye tracker SMI iView X HED, it verifies and analyses the evaluation model. The paper provides a feasible method for the evaluation on ship driving fatigue.\",\"PeriodicalId\":87274,\"journal\":{\"name\":\"International Conference on Computing, Networking, and Communications : [proceedings]. International Conference on Computing, Networking and Communications\",\"volume\":\"1 1\",\"pages\":\"217-221\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-05-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Conference on Computing, Networking, and Communications : [proceedings]. International Conference on Computing, Networking and Communications\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICNC.2012.6234735\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Conference on Computing, Networking, and Communications : [proceedings]. International Conference on Computing, Networking and Communications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICNC.2012.6234735","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

摘要

驾驶员疲劳是导致恶性事故发生的重要原因,对船舶驾驶员疲劳进行评估,减少驾驶员疲劳造成的事故具有重要的现实意义。在综合分析驾驶员驾驶疲劳影响因素的基础上,提出了以驾驶员闭眼时间、视线跳动频率、瞳孔直径大小为3个指标的船舶驾驶疲劳评价方法,建立了基于BP人工神经网络的船舶驾驶疲劳评价模型。最后,结合基于眼动仪SMI iView X HED的实验,对评价模型进行了验证和分析。本文为船舶驾驶疲劳评价提供了一种可行的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Evaluation studies on ship driving fatigue based on BP artificial neural network
Driver fatigue is an important reason that leads to a vicious accident, it has important practical significance to evaluate the ship driver's fatigue and reduce accidents caused by driver fatigue. On the basis of a comprehensive analysis of the factors that influenced driving fatigue, the paper proposed an evaluation on ship driving fatigue which using driver eye's closure time, the beat frequency of sight line, pupil diameter size as 3 indicators, building the evaluation model based on BP artificial neural network. Finally, combining with the experiment based on eye tracker SMI iView X HED, it verifies and analyses the evaluation model. The paper provides a feasible method for the evaluation on ship driving fatigue.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
BER and HPA Nonlinearities Compensation for Joint Polar Coded SCMA System over Rayleigh Fading Channels Harmonizing Wearable Biosensor Data Streams to Test Polysubstance Detection. eFCM: An Enhanced Fuzzy C-Means Algorithm for Longitudinal Intervention Data. Automatic Detection of Opioid Intake Using Wearable Biosensor. A New Mining Method to Detect Real Time Substance Use Events from Wearable Biosensor Data Stream.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1