Pub Date : 2024-05-06DOI: 10.1080/13658816.2024.2347316
Kaiqi Chen, Enbo Liu, Min Deng, Xiaoyong Tan, Jiaoju Wang, Yan Shi, Zhizhong Wang
Geospatial interpolation plays a pivotal role in spatial analysis because it provides high-quality data support for various spatiotemporal data mining (STDM) tasks. However, statistical methods, su...
{"title":"DKNN: deep kriging neural network for interpretable geospatial interpolation","authors":"Kaiqi Chen, Enbo Liu, Min Deng, Xiaoyong Tan, Jiaoju Wang, Yan Shi, Zhizhong Wang","doi":"10.1080/13658816.2024.2347316","DOIUrl":"https://doi.org/10.1080/13658816.2024.2347316","url":null,"abstract":"Geospatial interpolation plays a pivotal role in spatial analysis because it provides high-quality data support for various spatiotemporal data mining (STDM) tasks. However, statistical methods, su...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"66 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140933831","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}
Pub Date : 2024-05-06DOI: 10.1080/13658816.2024.2347319
Beibei Wu, Zhanlong Chen, Xiechun Lu, Binghe Xiao
Off-road route planning plays a vital role across various domains, including civil transportation, earthquake relief and civil production. Off-road route planning requires the consideration of a di...
{"title":"A hierarchical model with hexagon grids for multi-objective route planning in large-scale off-road environments","authors":"Beibei Wu, Zhanlong Chen, Xiechun Lu, Binghe Xiao","doi":"10.1080/13658816.2024.2347319","DOIUrl":"https://doi.org/10.1080/13658816.2024.2347319","url":null,"abstract":"Off-road route planning plays a vital role across various domains, including civil transportation, earthquake relief and civil production. Off-road route planning requires the consideration of a di...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"3 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140933763","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}
Pub Date : 2024-04-30DOI: 10.1080/13658816.2024.2343063
Fangzheng Lyu, Lixuanwu Zhou, Jinwoo Park, Furqan Baig, Shaowen Wang
Understanding urban heat exposure dynamics is critical for public health, urban management, and climate change resilience. Near real-time analysis of urban heat enables quick decision-making and ti...
{"title":"Mapping dynamic human sentiments of heat exposure with location-based social media data","authors":"Fangzheng Lyu, Lixuanwu Zhou, Jinwoo Park, Furqan Baig, Shaowen Wang","doi":"10.1080/13658816.2024.2343063","DOIUrl":"https://doi.org/10.1080/13658816.2024.2343063","url":null,"abstract":"Understanding urban heat exposure dynamics is critical for public health, urban management, and climate change resilience. Near real-time analysis of urban heat enables quick decision-making and ti...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"47 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141149723","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}
Pub Date : 2024-04-26DOI: 10.1080/13658816.2024.2343763
Yuzhou Chen, Qiwei Ma, Ran Tao
The gravity model is a classical spatial interaction model for estimating geographical flows between regions, such as trade and migration. A key to enhancing the model performance is addressing the...
{"title":"Addressing the fixed effects in gravity model based on higher-order origin-destination pairs","authors":"Yuzhou Chen, Qiwei Ma, Ran Tao","doi":"10.1080/13658816.2024.2343763","DOIUrl":"https://doi.org/10.1080/13658816.2024.2343763","url":null,"abstract":"The gravity model is a classical spatial interaction model for estimating geographical flows between regions, such as trade and migration. A key to enhancing the model performance is addressing the...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"32 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141149608","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}
Pub Date : 2024-04-22DOI: 10.1080/13658816.2024.2342321
Qiliang Liu, Yuzhao Li, Jie Yang, Min Deng, Junjie Li, Keyi An
The prediction of river water quality is key in water resource management. Data-driven machine learning models have been widely used for predicting river water quality. However, these models seldom...
{"title":"Physics-guided spatio–temporal neural network for predicting dissolved oxygen concentration in rivers","authors":"Qiliang Liu, Yuzhao Li, Jie Yang, Min Deng, Junjie Li, Keyi An","doi":"10.1080/13658816.2024.2342321","DOIUrl":"https://doi.org/10.1080/13658816.2024.2342321","url":null,"abstract":"The prediction of river water quality is key in water resource management. Data-driven machine learning models have been widely used for predicting river water quality. However, these models seldom...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"4 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140636328","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}
Geospatial cellular automata (Geo-CA) models have encountered challenges in computing efficiency and scalability when conducting large-scale land use change simulation applications. Parallel comput...
{"title":"A parallel framework on hybrid architectures for raster-based geospatial cellular automata models","authors":"Huan Gao, Zhewei Liang, Qingfeng Guan, Xun Liang, Wen Zeng","doi":"10.1080/13658816.2024.2343776","DOIUrl":"https://doi.org/10.1080/13658816.2024.2343776","url":null,"abstract":"Geospatial cellular automata (Geo-CA) models have encountered challenges in computing efficiency and scalability when conducting large-scale land use change simulation applications. Parallel comput...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"336 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140636461","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}
Pub Date : 2024-04-18DOI: 10.1080/13658816.2024.2342320
Shaojun Liu, Ling Zhang, Chao Wu, Junlian Ge, Yi Long
Microscale research on tourism flows is crucial for controlling such flows, analyzing resource-carrying capacity, and promoting sustainable development in the tourism industry. Current fine-grained...
{"title":"Fine-grained spatiotemporal estimation of tourism flows leveraging cross-video collaborative perception","authors":"Shaojun Liu, Ling Zhang, Chao Wu, Junlian Ge, Yi Long","doi":"10.1080/13658816.2024.2342320","DOIUrl":"https://doi.org/10.1080/13658816.2024.2342320","url":null,"abstract":"Microscale research on tourism flows is crucial for controlling such flows, analyzing resource-carrying capacity, and promoting sustainable development in the tourism industry. Current fine-grained...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"302 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140610983","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}
Pub Date : 2024-04-17DOI: 10.1080/13658816.2024.2342319
M. Naser Lessani, Zhenlong Li
Geographically weighted regression (GWR) offers a local approach to modeling spatial data, considering geographical location and spatial relationships between observations. A salient feature of GWR...
{"title":"SGWR: similarity and geographically weighted regression","authors":"M. Naser Lessani, Zhenlong Li","doi":"10.1080/13658816.2024.2342319","DOIUrl":"https://doi.org/10.1080/13658816.2024.2342319","url":null,"abstract":"Geographically weighted regression (GWR) offers a local approach to modeling spatial data, considering geographical location and spatial relationships between observations. A salient feature of GWR...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"97 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140610837","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}
Pub Date : 2024-04-11DOI: 10.1080/13658816.2024.2336034
Shaoqing Dai, Yuchen Li, Alfred Stein, Shujuan Yang, Peng Jia
The use of street view imagery (SVI) and advanced urban visual intelligence technologies has revolutionized built environment auditing (BEA) practice, by enabling high-resolution BEA at large scale...
{"title":"Street view imagery-based built environment auditing tools: a systematic review","authors":"Shaoqing Dai, Yuchen Li, Alfred Stein, Shujuan Yang, Peng Jia","doi":"10.1080/13658816.2024.2336034","DOIUrl":"https://doi.org/10.1080/13658816.2024.2336034","url":null,"abstract":"The use of street view imagery (SVI) and advanced urban visual intelligence technologies has revolutionized built environment auditing (BEA) practice, by enabling high-resolution BEA at large scale...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"46 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140584848","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}
Pub Date : 2024-04-09DOI: 10.1080/13658816.2024.2337225
Houji Qi, Zhou Huang, Yiran Chen, Yi Zhang, Yong Gao
Real-time online trajectory map-matching has emerged as a critical component in the era of location-based services (LBS) and intelligent transportation systems (ITS). It refers to the process of al...
{"title":"Streamlining trajectory map-matching: a framework leveraging spark and GPU-based stream processing","authors":"Houji Qi, Zhou Huang, Yiran Chen, Yi Zhang, Yong Gao","doi":"10.1080/13658816.2024.2337225","DOIUrl":"https://doi.org/10.1080/13658816.2024.2337225","url":null,"abstract":"Real-time online trajectory map-matching has emerged as a critical component in the era of location-based services (LBS) and intelligent transportation systems (ITS). It refers to the process of al...","PeriodicalId":14162,"journal":{"name":"International Journal of Geographical Information Science","volume":"24 1","pages":""},"PeriodicalIF":5.7,"publicationDate":"2024-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140584680","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}