{"title":"特大城市人口流动与社会人口的关系","authors":"Kaiqiang Xie, Hui Xiong, Chunyan Li","doi":"10.1109/ISC2.2016.7580733","DOIUrl":null,"url":null,"abstract":"Understanding human mobility is of great importance for various applications, such as urban planning and traffic forecasting. In this paper, we explore the correlation between human mobility and socio-demographic characteristics through two massive datasets containing individuals' attributes and daily GPS trajectory information respectively. Individuals' daily trajectories, trip displacement and daily radius of gyration are further studied. The results confirm that the distribution of daily radius of gyration is power law. It is found that women travels longer and further to their center of mass than man. The employed stay closer to their center of mass while their displacement is larger. Besides, it is surprising to find that under foggy days, trip displacement and radius of gyration are much bigger than that of other weather conditions.","PeriodicalId":171503,"journal":{"name":"2016 IEEE International Smart Cities Conference (ISC2)","volume":"196 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":"{\"title\":\"The correlation between human mobility and socio-demographic in megacity\",\"authors\":\"Kaiqiang Xie, Hui Xiong, Chunyan Li\",\"doi\":\"10.1109/ISC2.2016.7580733\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Understanding human mobility is of great importance for various applications, such as urban planning and traffic forecasting. In this paper, we explore the correlation between human mobility and socio-demographic characteristics through two massive datasets containing individuals' attributes and daily GPS trajectory information respectively. Individuals' daily trajectories, trip displacement and daily radius of gyration are further studied. The results confirm that the distribution of daily radius of gyration is power law. It is found that women travels longer and further to their center of mass than man. The employed stay closer to their center of mass while their displacement is larger. Besides, it is surprising to find that under foggy days, trip displacement and radius of gyration are much bigger than that of other weather conditions.\",\"PeriodicalId\":171503,\"journal\":{\"name\":\"2016 IEEE International Smart Cities Conference (ISC2)\",\"volume\":\"196 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"9\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2016 IEEE International Smart Cities Conference (ISC2)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISC2.2016.7580733\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 IEEE International Smart Cities Conference (ISC2)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISC2.2016.7580733","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The correlation between human mobility and socio-demographic in megacity
Understanding human mobility is of great importance for various applications, such as urban planning and traffic forecasting. In this paper, we explore the correlation between human mobility and socio-demographic characteristics through two massive datasets containing individuals' attributes and daily GPS trajectory information respectively. Individuals' daily trajectories, trip displacement and daily radius of gyration are further studied. The results confirm that the distribution of daily radius of gyration is power law. It is found that women travels longer and further to their center of mass than man. The employed stay closer to their center of mass while their displacement is larger. Besides, it is surprising to find that under foggy days, trip displacement and radius of gyration are much bigger than that of other weather conditions.