{"title":"Geo-SigSPM: mining geographically interesting and significant sequential patterns from trajectories","authors":"Anshu Zhang, Wenzhong Shi, Zhewei Liu, Xiaolin Zhou","doi":"10.1080/13658816.2024.2320149","DOIUrl":"https://doi.org/10.1080/13658816.2024.2320149","url":null,"abstract":"Interesting sequential patterns in human movement trajectories can provide valuable knowledge for urban management, planning, and location-based business. Existing methods for mining such patterns,...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"316 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-02-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140017008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jun Zhu, Pei Dang, Yungang Cao, Jianbo Lai, Yukun Guo, Ping Wang, Weilian Li
{"title":"A flood knowledge-constrained large language model interactable with GIS: enhancing public risk perception of floods","authors":"Jun Zhu, Pei Dang, Yungang Cao, Jianbo Lai, Yukun Guo, Ping Wang, Weilian Li","doi":"10.1080/13658816.2024.2306167","DOIUrl":"https://doi.org/10.1080/13658816.2024.2306167","url":null,"abstract":"Public’s rational flood mitigation behaviors depend on accurate perception of flood risks. The use of natural language for flood risk perception is an effective approach, and it is critical to ensu...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"21 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139752259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Simulating human mobility with a trajectory generation framework based on diffusion model","authors":"Chen Chu, Hengcai Zhang, Peixiao Wang, Feng Lu","doi":"10.1080/13658816.2024.2312199","DOIUrl":"https://doi.org/10.1080/13658816.2024.2312199","url":null,"abstract":"Most mobility modeling methods are designed to solve specific tasks, leading to questions regarding their deficiency in generalizability. Inspired by the bloom of foundation models, we proposed a T...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"7 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139752198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Zhanjun He, Xubin Wang, Xun Liang, Liang Wu, Jing Yao
{"title":"Integrating spatiotemporal co-evolution patterns of land types with cellular automata to enhance the reliability of land use projections","authors":"Zhanjun He, Xubin Wang, Xun Liang, Liang Wu, Jing Yao","doi":"10.1080/13658816.2024.2314575","DOIUrl":"https://doi.org/10.1080/13658816.2024.2314575","url":null,"abstract":"Land use and land cover change (LUCC) simulation aids the interpretation of the causes and consequences of future landscape dynamics under various scenarios, which in turn supports policy decisions...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"63 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139752249","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Qingfeng Guan, Jingyi Wang, Shuliang Ren, Huan Gao, Zhewei Liang, Junyi Wang, Yao Yao
{"title":"Predicting short-term PM2.5 concentrations at fine temporal resolutions using a multi-branch temporal graph convolutional neural network","authors":"Qingfeng Guan, Jingyi Wang, Shuliang Ren, Huan Gao, Zhewei Liang, Junyi Wang, Yao Yao","doi":"10.1080/13658816.2024.2310737","DOIUrl":"https://doi.org/10.1080/13658816.2024.2310737","url":null,"abstract":"Predicting PM2.5 concentrations at an hourly temporal resolution in urban areas can provide key information for public health protection. The spatiotemporal dependency among monitoring stations and...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"1 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139668815","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Dan Runfola, Anthony Stefanidis, Zhonghui Lv, Joseph O’Brien, Heather Baier
{"title":"A multi-glimpse deep learning architecture to estimate socioeconomic census metrics in the context of extreme scope variance","authors":"Dan Runfola, Anthony Stefanidis, Zhonghui Lv, Joseph O’Brien, Heather Baier","doi":"10.1080/13658816.2024.2305636","DOIUrl":"https://doi.org/10.1080/13658816.2024.2305636","url":null,"abstract":"Convolutional Neural Networks (CNNs) are leveraged for a wide range of satellite imagery information extraction tasks. However, for tasks which seek to estimate aggregated information across highly...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"80 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139668726","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yufei Shi, Haiyan Tao, Chengbin Deng, Li Zhuo, Yiwei Ma, Qingli Shi
{"title":"FBS-TGCN: a temporal graph-convolutional-network model for spatiotemporal prediction of spam messages from fake base stations","authors":"Yufei Shi, Haiyan Tao, Chengbin Deng, Li Zhuo, Yiwei Ma, Qingli Shi","doi":"10.1080/13658816.2024.2310118","DOIUrl":"https://doi.org/10.1080/13658816.2024.2310118","url":null,"abstract":"Spam messages affect the normal communication of mobile phone users and public security. Fake base station (FBS) is the main channel for sending spam messages. Accurate spatiotemporal prediction of...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"256 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139751903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Tong Qin, Wim Fias, Nico Van de Weghe, Haosheng Huang
{"title":"Recognition of map activities using eye tracking and EEG data","authors":"Tong Qin, Wim Fias, Nico Van de Weghe, Haosheng Huang","doi":"10.1080/13658816.2024.2309188","DOIUrl":"https://doi.org/10.1080/13658816.2024.2309188","url":null,"abstract":"Recognizing the activities being performed on a map is crucial for adaptive map design based on user context. Despite eye tracking (ET) demonstrating potential in recognizing map activities and ele...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"19 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139752019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Detecting road network errors from trajectory data with partial map matching and bidirectional recurrent neural network model","authors":"Can Yang, Peng Yue, Jianya Gong, Jian Li, Kai Yan","doi":"10.1080/13658816.2024.2306158","DOIUrl":"https://doi.org/10.1080/13658816.2024.2306158","url":null,"abstract":"Ensuring the correctness of road network data is critical for navigation, traffic control and urban planning. Errors like missing roads and absent connections can hinder its quality. Trajectory dat...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"8 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139587038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A method for finding a maximum value region with a minimum width in raster space","authors":"Lindsi Seegmiller, Takeshi Shirabe","doi":"10.1080/13658816.2024.2301727","DOIUrl":"https://doi.org/10.1080/13658816.2024.2301727","url":null,"abstract":"Given a grid of cells, each of which is assigned a numerical value quantifying its suitability for a certain use, one problem in geographic information science concerns the selection of a region, i...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"6 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139496850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}