使用卷积神经网络识别雪况并控制道路加热系统

Nozomi Koyama, Soichiro Yokoyama, T. Yamashita, H. Kawamura, Kiyotaka Takeda, Makoto Yokogawa
{"title":"使用卷积神经网络识别雪况并控制道路加热系统","authors":"Nozomi Koyama, Soichiro Yokoyama, T. Yamashita, H. Kawamura, Kiyotaka Takeda, Makoto Yokogawa","doi":"10.1109/IESYS.2017.8233573","DOIUrl":null,"url":null,"abstract":"The conventional control method for road-heating systems, which is controlled mainly by snowfall, is the feedforward control. Therefore, the road-heating systems often operate in spite of no snow on the parking lots. In this paper, we introduce the method of feedback control for road-heating systems that detects snow condition on the parking lots, and turns road-heating systems on and off properly. To recognize the snow condition, we adopt images for recognition using convolutional neural networks.","PeriodicalId":429982,"journal":{"name":"2017 21st Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Recognition of snow condition using a convolutional neural network and control of road-heating systems\",\"authors\":\"Nozomi Koyama, Soichiro Yokoyama, T. Yamashita, H. Kawamura, Kiyotaka Takeda, Makoto Yokogawa\",\"doi\":\"10.1109/IESYS.2017.8233573\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The conventional control method for road-heating systems, which is controlled mainly by snowfall, is the feedforward control. Therefore, the road-heating systems often operate in spite of no snow on the parking lots. In this paper, we introduce the method of feedback control for road-heating systems that detects snow condition on the parking lots, and turns road-heating systems on and off properly. To recognize the snow condition, we adopt images for recognition using convolutional neural networks.\",\"PeriodicalId\":429982,\"journal\":{\"name\":\"2017 21st Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES)\",\"volume\":\"37 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 21st Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IESYS.2017.8233573\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 21st Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IESYS.2017.8233573","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

传统的道路供暖系统控制方法是前馈控制,主要由降雪控制。因此,道路供暖系统经常在停车场没有雪的情况下运行。本文介绍了路面供暖系统的反馈控制方法,该方法可以检测到停车场的积雪情况,并正确地打开和关闭路面供暖系统。为了识别雪况,我们采用卷积神经网络对图像进行识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Recognition of snow condition using a convolutional neural network and control of road-heating systems
The conventional control method for road-heating systems, which is controlled mainly by snowfall, is the feedforward control. Therefore, the road-heating systems often operate in spite of no snow on the parking lots. In this paper, we introduce the method of feedback control for road-heating systems that detects snow condition on the parking lots, and turns road-heating systems on and off properly. To recognize the snow condition, we adopt images for recognition using convolutional neural networks.
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
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信