Zhenguo Yi, Yunpeng Wang, Daxin Tian, G. Lu, Haiying Xia
{"title":"A Road Safety Evaluation Method Based on Clustering Neural Network","authors":"Zhenguo Yi, Yunpeng Wang, Daxin Tian, G. Lu, Haiying Xia","doi":"10.1109/ICOIP.2010.60","DOIUrl":null,"url":null,"abstract":"Traffic accident records data mining is very important to understand why traffic accidents occurred frequently under some driving, environment, and vehicle conditions. There are many reasons can lead to accident, and their relationships are complex, it is very difficult to build a correct evaluation model. To overcome this problem, statistical models such as neural network, fuzzy logic, decision tree etc. have been widely used on such accident data to analyze road crashes. In this paper we present a road safety evaluation method based on the clustering neural network. This method first learn the history data, after it is stable, it can be used to evaluate the road safety. The experimental results prove that this method is effective.","PeriodicalId":333542,"journal":{"name":"2010 International Conference on Optoelectronics and Image Processing","volume":"173 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 International Conference on Optoelectronics and Image Processing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOIP.2010.60","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Traffic accident records data mining is very important to understand why traffic accidents occurred frequently under some driving, environment, and vehicle conditions. There are many reasons can lead to accident, and their relationships are complex, it is very difficult to build a correct evaluation model. To overcome this problem, statistical models such as neural network, fuzzy logic, decision tree etc. have been widely used on such accident data to analyze road crashes. In this paper we present a road safety evaluation method based on the clustering neural network. This method first learn the history data, after it is stable, it can be used to evaluate the road safety. The experimental results prove that this method is effective.