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ORCIDTransactions in GIS, Volume 30
Volume 30, Number 1, February 2026
From GIS and Remotely Sensed Data to Geospatial Artificial Intelligence (GeoAI): New Insights in Urban Sustainability, Risk Assessment, and Resilience
- Ibrahim Çetin, Süleyman Sefa Bilgilioglu:
Comparative Analysis of Sinkhole Susceptibility Models Using Ensemble Machine Learning and Local Interpretable Model-Agnostic Explanations (LIME).
Research Article
- Jian Liu, Ketong Shen, Xintao Liu:
Nonlinear Effects of Multilevel Urban Environments on Traffic Crash Risk: A Multiscale Analysis With Explainable Machine Learning.
From GIS and Remotely Sensed Data to Geospatial Artificial Intelligence (GeoAI): New Insights in Urban Sustainability, Risk Assessment, and Resilience
- Kislaye Sharma, Advaita Rajendra:
Temporal Monitoring and Detection of Thermal Hotspots at the Deonar Landfill Using Landsat-8 Images.
Research Article
- Raid Mahmood Faisal, Zakariya Nafi Shehab:
A Spatial Decision-Support Approach to Identifying Optimal Sites for Rainwater Harvesting. - Lihua Wang, Shengyi Jiang, Peihao Zhang:
Mining the Sense of Place in Chinese Cities Through Pop Music and LLMs. - Lin Yang, Hu Chen, Zejun Zuo, Wenhao Li, Mingxia Luo:
Understanding Navigation-Lost Scenes Based on Knowledge Graphs Using a Deep Learning Approach. - Haoyang Sun, Bingxian Lin, Liangchen Zhou, Guonian Lv:
A Suitability Evaluation Data Structure and Its Generation Method for Urban Underground Space Development Based on an Improved Generalized Tri-Prism Model. - Qiliang Liu, Yuqian Huang, Jie Yang, Junjie Li, Yueda Wu, Xiaoran Zhou:
Spatial Interpolation in the Presence of Spatial Stratified Heterogeneity: Stratified Kriging or Ordinary Kriging? - Mina Sadeghi, Mohammad Karimi, Hamidreza Rabiei-Dastjerdi, Dipto Sarkar:
Temporally and Spatially Adaptive Models for Estimating Transient Urban Populations: Integrating Interpolation Techniques With Spatial Criteria. - Tianyu Li, Yanjia Cao, Grant McKenzie:
A Multi-Scale Approach to Assessing Positioning Accuracy in High-Density Urban Environments of Hong Kong. - Dogus Guler, Jing Sun, Jenny Paulsson:
Representing the Spatial Plans as 3D Standardized Geodatasets: Demonstrations From Sweden and Türkiye. - Rui Zhu, Cogan Shimizu, Shirly Stephen, Colby K. Fisher, Thomas Thelen, Kitty Currier, Krzysztof Janowicz, Pascal Hitzler, Mark Schildhauer, Wenwen Li, Dean Rehberger, Adrita Barua, Antrea Christou, Ling Cai, Abhilekha Dalal, Anthony D'Onofrio, Andrew Eells, Mitchell Faulk, Zilong Liu, Gengchen Mai, Mohammad Saeid Mahdavinejad, Bryce D. Mecum, Sanaz Saki Norouzi, Meilin Shi, Yuanyuan Tian, Sizhe Wang, Zhangyu Wang, Joseph Zalewski:
The KnowWhereGraph: A Large-Scale Geo-Knowledge Graph for Interdisciplinary Knowledge Discovery and Geo-Enrichment. - Ibrahim Arslan, Serdar Selim:
High-Accuracy Flood Susceptibility Mapping and Risk Assessment in a Touristic Sub-Basin: Utilizing Analytic Hierarchy Process With the Most Effective Factors. - Yuyi Cai, Xueyou Zhou, Jin Zeng, Shan Hu, Wenkai Liu, Hanfa Xing:
A Geographic Knowledge Graph Approach to Identifying Cultural Diffusion Patterns: Integrating Cultural Similarity and Spatial Proximity. - Can Liu, Zhiwei Wei, Hua Liao, Weihua Dong:
Can AI Observe Geographical Space? GVSABench For Evaluating Geo-Visuospatial Ability of Large Multimodal Models. - Christopher J. Anderson:
Detecting and Modeling Emotional Landscapes Through Deep Learning, GPT-4.1, and 3D Spatial Interpolation.
Spatial Intelligence for 3D GIS
- Wenjing Zhang, Yinghua Li, Xianfeng Huang, Hanyu Xiang, Junping Gao, Fan Zhang, Wenyuan Niu:
A Dual-Symmetry-Aware Method for Tilt Assessment on Chinese Ancient Pagodas: A Case Study on Yunyan Temple Pagoda.
Research Article
- Hongchun Zhu, Zhuosi Zhang, Xiaobin Xu, Yining Zhang:
A Precipitation Simulation Method Considering Spatial Decay of Geographical Phenomena and Integrating Terrain Light Propagation.
Correction
- Correction to "Drainage Pattern Recognition Method Using Graph Convolutional Networks Combined With Three-Dimensional Elevation Features".
Volume 30, Number 2, April 2026
Research Article
- Hyeongmo Koo, Musang Yoo, Hyeyun Kang, Youngchul Cho, Min Jeong:
Evaluating the Integration of Spatial Features in Machine Learning for Model Accuracy and Residual Autocorrelation.
Establishment and Application of Natural Hazards Database Based on Remote Sensing and GIS
- Yi Shi, Qigen Lin, Haoyuan Hong:
Enhancing Landslide Susceptibility and Dynamic Exposure Assessment Using Interpretable Machine Learning: A Case Study of the Qinba Mountain Area, China.
Research Article
- Aoheng Zhang, Xiechun Lu, Qianna Cui, Zehua Huang, Bingjie Li, Jing Zhang, Kai Ma:
Numerical Reasoning for Geographic Knowledge Graph Based on Relation-Attribute Hybrid and Entity Semantic Learning. - Reza Mohammadi, Mohammad Taleai:
A GIS-Integrated Active Learning Framework for Crash Severity Classification in Imbalanced Traffic Data.
Emerging Technologies for Geological Hazard Data Acquisition and Analysis in GIS
- Hao Chen, Tianxing Ma, Liangxu Shen, Bingfeng Ye, Songyan Ni, Hongyue Sun:
A Debris-Flow Hazard Assessment Framework Based on an Improved AHP-CRITIC Method: A Case Study of Gaoling Gully. - Qinjun Qiu, Yueyu Wu, Qirui Wu, Miao Tian, Longxing Tian, Bin Hu:
Comparative Study on Multiple Strategies for Landslide Susceptibility Modeling via Geological Text Feature Fusion.
Open Sharing and Intelligent Computing of Earth Science Data in the Era of Big Data
- Kai Ma, Qingzhong Zhan, Tongyun Zhang, Yuzheng Shi, Zhenxi Fang, Syed Yasir Ali Shah, Or Aimon Brou Koffi Kablan, Baoyi Zhang:
Geo-MAG: A Knowledge Graph (KG)-enhanced Multimodal Retrieval-Augmented Generation (RAG) Framework for Geological Map Understanding.
Research Article
- Abdulkadir Memduhoglu:
Machine Learning Classification of AI-Generated and Human-Mapped Buildings in OpenStreetMap Using Morphometric Analysis. - Jin Zeng, Yanchun Cao, Qi-Li Gao, Chao Yang, Jiaming Zhang, Hanfa Xing:
Identifying Toponymic Evolution Patterns Using Knowledge Graph-Enhanced Large Language Models: Evidence From Chinese Historical and Cultural Cities.
The Theme of Big Data and Artificial Intelligence for Natural Hazards
- Linjing Liu, Yushi Chen, Ahsan Jamil, Zeeshan Zafar, Muhammad Afzaal Khan, Nyasha J. Kavhiza, Khadeijah Yahya Faqeih, Somayah Moshrif Alamri, Eman Rafi Alamery, Rana Muhammad Zulqarnain, Qaiser Abbas:
Data-Driven Analysis of Urban Heat Island Effect and Economic Effect Based on Machine Learning and Wavelet Coherence.
Research Article
- Chenhui Wu, Yifan Zhang, Wenhao Yu:
Feature-Driven DEM Generation With Enhanced Detail Preservation and Noise Mitigation Using Conditional GANs. - Olga De Cos Guerra:
De-Densification and Decoupling Trends in the Relationship Between Population and Built-Up Areas: A GIS Model Beyond Administrative Boundaries (Spain, 1975-2020). - Jeon-Young Kang, Jinwoo Park, Hyunwoo Yoon, Yuri Jang:
An Inequality in Spatial Accessibility to Preventive Healthcare Use: A Comparison of Nonimmigrant Older Adults and Older Korean Immigrants in Los Angeles, USA. - Aleksander Berg, Myron P. Gutmann, Stefan Leyk, Hoeyun Kwon:
Why It's So Hard to Match Residence Addresses to Census Blocks - And How to Fix It.
Review Article
- Chen-Lun Kao, A. Stewart Fotheringham:
Software for MGWR: A Comparison of Six Algorithms.
Research Article
- Chenchen Guo, Hong Yao, Shenwen Li, Renyao Chen, Lijun Dong, Xiaojun Kang:
Curvature-Adaptive Embedding of Geographic Knowledge Graphs in Hyperbolic Space. - Ketong Shen, Jian Liu, Xintao Liu:
Social Inequality in Sight: Exploring Urban Visual Perception and Sentiment Across Income Levels.
Ethical and Explainable GeoAI
- Zilong Liu, Krzysztof Janowicz, Mina Karimi, Meilin Shi, Ivan Majic, Alexandra Fortacz:
Golden Gate Bridge, as Always? Eliciting Prototypical Places From Autoregressive Large Language Models via Category Production.
Research Article
- Yini Meng, Jian Yin, Huixian Wang:
Constructing the Street Environment Composite Metric for Property Valuation: A Hybrid Approach Using Semantic Segmentation and Spatial Statistics.
Volume 30, Number 3, May 2026
Research Article
- Zengli Wang, Ke Lei, Yi Hu, Yongnian Gao:
The Impact of Geocoding Uncertainty on Crime Hotspot Prediction.
Review Article
- Huan Meng, Yan Ding, Xianrui Xu, Xiang Li:
UAV Task Assignment and Path Planning: Problem Definition, Integration, and Challenges.
Research Article
- Zehao Shen, Yuning Feng, Klaus Fraedrich, Mingyi Du:
Advancing Urban Carbon Emission Downscaling to 1 km Resolution: A Deep Learning-Based Socio-Economic-Environmental (SEE) Framework. - Ruihang Xie, Sisi Zlatanova, Jinwoo (Brian) Lee:
A Voxel Database to Support 3D Evacuation Simulations.
Open Sharing and Intelligent Computing of Earth Science Data in the Era of Big Data
- Lifeng Yin, Yunchang Guo, Lifang Wang, Shujun Yuan, Zhenxi Fang, Baoyi Zhang:
A Dual-Transformer Network for Spatiotemporal Modeling of Carbon Dioxide Column Concentration (XCO2) on the Basis of Dynamic Heterogeneous Graphs.
Research Article
- Yan Shi, Yixun Liu, Da Wang, Min Deng, Rui Jin:
Predicting Origin-Destination Travel Flow Based on a Spatiotemporal Relational Graph Learning Approach. - Alysha van Duynhoven, Suzana Dragicevic, Christopher Bone:
Improving Machine Learning Models of Land Cover Change Using Spatial Sample Weights Based on Patch-Level Landscape Metrics.
Open Sharing and Intelligent Computing of Earth Science Data in the Era of Big Data
- Xin Han, Yu Zhu, Lei Wang, Zikun Guo:
Enhancing the Understanding of Urban Street Perception With LLMs and Street View Imagery.
Emerging Technologies for Geological Hazard Data Acquisition and Analysis in GIS
- Bo Peng, Xueling Wu, Bingquan Li, Xiaoshuai Qi, Jingyi Chen:
Dynamic Changes in Land Subsidence Following Extreme Precipitation Event: A Case Study of Zhengzhou.
Research Article
- Shan Li, Qinhua Ke, Shanshan Zong, Peng Zhang, Shan Xu:
Identifying and Regulating Land Use Conflicts in Urban Agglomerations Under a Low-Carbon Transition: A Case Study of the Beijing-Tianjin-Hebei Region. - Hong Yao, Zi Xie, Renyao Chen, Li Gao, Shengwen Li, Haijun Song, Qingzhong Liang:
Hierarchical Adaptive Meta-Learning for Geographic Knowledge Graph Representation Learning. - Abubaker Ahmed, Sardar Babakr Abdalla, Muhammad Azeem Liaquat, Qaiser Abbas, Nazih Yacer Rebouh, Rana Muhammad Zulqarnain, Hassan Alzahrani:
Deep Learning Driven Monitoring of Landscape Dynamics Under Urban Expansion Using Cloud-Based Satellite Analytics. - Hasan Aksoy, Annika Kangas, Petteri Packalen, Lauri Korhonen, Alkan Günlü:
Prediction of LAI in Scots Pine Forests of Türkiye Using UAV and Sentinel 2 Images. - Na Na, Xulong Duan, Muhammad Sohail Waqas, Hammad Mehmood, Umair Hamza, Nayab Alam, Nyasha J. Kavhiza, Qaisar Abbas, Hassan Alzahrani:
Integrating Vegetation Health and Precipitation Anomalies for Satellite-Based Agricultural Drought Monitoring Using Google Earth Engine. - Halil Ibrahim Gündüz, Osman Orhan, Seda Nur Gamze Hamal, Semih Ekercin:
An Explainable and Optimized Machine Learning Framework for Multisensor Remote Sensing-Based Land Use and Land Cover Classification. - Héctor Ochoa-Ortiz, Dagoberto José Herrera-Murillo, Barbara Re, Francisco J. López-Pellicer, Javier Nogueras-Iso:
Quality Issues in Crowdsourced Mapping: Microtask Aggregation in the Humanitarian OpenStreetMap Team Tasking Manager. - Yanbing Chen, Jonathan K. Nelson, Song Gao:
Evaluating GIS Professional Graduate Program Curricula in the United States. - Aditya Sharma, Vibhas Sukhwani, Bijon Kumer Mitra, Devesh Sharma:
Assessing the Potential of Agrivoltaics for Clean Energy Transition in Semi-Arid Rajasthan, India. - Daniel K. Waktola:
Regime Mismatch in US Introductory GIS Education: A Syllabus Analysis of Curricular Legitimacy.
Volume 30, Number 4, June 2026
Research Article
- Ziyi Wang, Yongxi Gong, Christophe Claramunt, Meihan Jin, Wei Tu:
Learning Spatio-Temporal Heterogeneity of Urban Truck Dwelling Behavior With a Contrastive Graph Representation Framework. - Ni Zhan, Ting Sun, Yunong Hu, Yang Zhang, Yakun Xie, Ya Hu, Huixin Zhang:
Global-Local Skeleton Constraint-Based BIM-GIS Integration Modeling Method for Railway Infrastructure.
From GIS and Remotely Sensed Data to Geospatial Artificial Intelligence (GeoAI): New Insights in Urban Sustainability, Risk Assessment, and Resilience
- Fatih Fehmi Simsek, Melih Altay, Kaan Kalkan, Mehmet Cengiz Arslanoglu:
Assessing the Impact of Spatial Resolution and Hyperparameters on Automatic Agricultural Parcel Delineation Using the Segment Anything Model With Multi-Resolution and Super-Resolved Satellite Imagery.
The Theme of Big Data and Artificial Intelligence for Natural Hazards
- Lin Zhang, Alireza Sharifi:
Automated Mapping of Coastal Flood Extents Using Deep Neural Networks and High-Resolution Remote Sensing.
Research Article
- Márcio Midon, Gabrielito Rauter Menezes, Fábio Marcelo Breunig, Patrícia Paines, José Heraldo Figueiredo dos Santos:
Location of Shops and Services: A Local Perspective on Accessibility in Southern Brazil.
Generative Artificial Intelligence in Geography and Spatial Data Science
- Stefano M. Iacus, Haodong Qi, Devika Jain:
Spatial Heterogeneity in Climate Risk and Human Flourishing: An Exploration With Generative AI.
Research Article
- Zahra Souri, Mohammad Mahdi Safari, Najmeh Neysani Samany, Ara Toomanian, Sisi Zlatanova:
Enhancing Patient-Centric Care: A Location-Aware Hospital Recommender System Optimized by the Water Cycle Algorithm.
Spatial Intelligence for 3D GIS
- Zhuang Yuan, Xianwei Zheng, Wei Ji, Guisong Xia:
Endpoint-Aware Line Segment Matching With Geometry-Based Prediction.
Open Sharing and Intelligent Computing of Earth Science Data in the Era of Big Data
- Xuanran Zhang, Yufeng He, Zikuan Zhou, Weihao Li, Lizhi Tao, Jie Chen, Haibo Zou, Hui Lin:
Incorporating Flow Direction as a Physical Prior in Graph Networks: A Directed Temporal Graph Convolutional Network for Enhanced Water Quality Forecasting in Lake Basins.
Research Article
- Simin Sadat Mirvahabi, Rahim Ali Abbaspour, Christophe Claramunt:
Analyzing Critical Regions in Human Trajectories: A Context-Aware Framework for Deep Learning-Based Movement Prediction. - Xiao Huang:
Beyond Weak Replicability: Toward Conditional Generalization in Spatial, Social, and Environmental Science. - Besma Belhadj, Fethi Amri, Mohamed Amine Fridhi, Bechir Fridhi:
Modeling Multidimensional and Spatial Poverty-Exit Potential With Fuzzy Logic and Explainable Machine Learning: Evidence From Tunisia.
Spatial Intelligence for 3D GIS
- Peyman Azari, Songnian Li, Ahmed Shaker:
An Approach to Automatic Georeferencing of Single Architectural BIM Models Using Shape Geometry Matching of Footprints.
Research Article
- Bronte Scheuer, Cheng-Bin Yang, Lun Wu, Xiaojian Chen, John P. Wilson:
U-Shaped Stability in Urban Mobility Flows: Revealing Environmental Drivers via Explainable Machine Learning in Wuhan and New York City.
Correction
- Correction to "Disambiguating Spatial Prepositions: The Case of Geo-Spatial Sense Detection".
Research Article
- Burhan Baha Bilgilioglu:
Land Subsidence Susceptibility Mapping in Semi-Arid Regions Using PS-InSAR and Tree-Based Ensemble Machine Learning: A Case Study From Çumra, Türkiye.
Ethical and Explainable GeoAI
- Haitao Wang, Yongyang Xu, Hao Li, Liang Wu, Zhong Xie:
Spatial Context-Aware Weakly-Supervised Transfer Learning: A Framework for Measuring the Similarity of Building Shapes.
Research Article
- Alessandro Crivellari, Jia Qing Ooi:
Birds2Vec: Investigating Vector Representation Formats for Revealing Spatial-Temporal Semantics of Bird Diversity in Urban Environments. - Talha Taskanat:
Enhancing Artificial Neural Network Performance for Wildfire Susceptibility Mapping Using Bernstein-Levy and Multi-Population Differential Evolution Algorithms.
Volume 30, Number 5, August 2026
The Theme of Big Data and Artificial Intelligence for Natural Hazards
- Yichao Xu:
Spatiotemporal Patterns and Driving Mechanism Analysis of Enterprise Illegal Land Use and Land Resource Misallocation Based on Multi-Source Inspectorate Data.
Generative Artificial Intelligence in Geography and Spatial Data Science
- Wenjun Jiang, Yu Gu, Hailong Zhao, Weihuan Deng, Xun Li:
Mapping Rural Housing Modernization From Rural Street-View Images Using Vision-Language Models.
Research Article
- Xuemei Lv, Lianjie Zhou, Tingsheng Ruan, Yong Wang, Danning Lang, Jiakuan Du, Jia Li:
Exploring Human Expansion Future Into Mountain Cities in the 21st Century From the Perspective of Urban Vitality.
Review Article
- Weihua Huan, Xintao Liu, Songnian Li, Hangbin Wu, Chun Liu, Wei Huang:
Built Environment and Spatiotemporal Traffic Congestion Patterns: A Systematic Review.
Research Article
- Heyan Di, Shuhui Gong, Cheng Wang, Wanyue Zhu, Changfeng Jing:
Profiling Urban Functional Regions With POI and Wi-Fi Data: A Dual-Entropy Approach and Demographic Analysis.
The Theme of Big Data and Artificial Intelligence for Natural Hazards
- Jianshe Wang, Sardar Babakr Abdalla, Anum Liaqut, Aishah Alsehaim, Yahia F. Said, Ayesha Shafique, Nyasha J. Kavhiza:
Multi-Index Interaction of Remote Sensing and Machine Learning Framework for Urban Heat Island Risk Mapping.
Research Article
- Albert Martínez, Angel Blanch, Carles Comas:
Lost Gatherers in the 21st Century: Probability of Area, Spatial Behavior, Risk Factors and Vulnerability.
Correction
- Correction to "Integrating Forestry and Local Administrative Data Using Semantic and GIS Technologies".
Research Article
- Somaye Mahmoudi, Mohammadreza Jelokhani-Niaraki, Majid Kiavarz, Najmeh Neysani Samany:
A GIS-BIM-Based Multi-Criteria Decision Support System for Property Evaluation. - Cong Zhao, Shiyan Zhai, Genxin Song, Yuke Feng, Changchang Dong:
Integrating an Improved Cohort-Component Model With PLUS and Geospatial Big Data for Multi-Scenario Simulation of Fine-Scale Urban Population Distribution: A Case Study of Zhengzhou, China. - Yushan He, Chenyu Hu, Hangbin Wu, Wei Huang, Chun Liu:
RoadEventGPT: A Data-Driven Autonomous Framework for Detection and Geo-Visualization of Urban Road Event Using Natural Chinese Text Data.
Generative Artificial Intelligence in Geography and Spatial Data Science
- Nanzhou Hu, Zhe Zhang, Samantha T. Arundel, Ethan Shavers, Jungkuan Liu:
Structure-Aware Unsupervised Transmission Corridor Structure Extraction From 3DEP Lidar Using Graph Attention Embeddings and Reinforcement-Learned DBSCAN.
The Theme of Big Data and Artificial Intelligence for Natural Hazards
- Jianshe Wang, Muhammad Shahid Iqbal, Riaz Sheriff, Mohammad Suhail Meer, Aleksandra O. Utkina, Qaisar Abbas, Rana Muhammad Zulqernain, Sajjad Hussain, Saad S. Alarifi:
Deep Representation Learning-Driven Self-Supervised Label Generation for Automated Long-Term Land Use/Land Cover Classification Using Remote Sensing and GIS.
Research Article
- Jiali Yang, Yifei Liufu, Zejia Chen, Jinyao Lin, Shaoying Li, Xinchang Zhang:
Combining Three-Dimensional Building Indicators With SDGSAT-1 Nighttime Light Data for Poverty Identification - A Case Study in Jiangxi, China.
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