Published in Landscape and Urban Planning, 2026
This paper examines how human mobility influences environmental exposure inequality using social media big data.
Recommended citation: Zhang Y, Kwan M P, Ma H, Fang L, Chen Z, Chen N. Social media big data reveals how mobility reshapes human environmental exposure inequality[J]. Landscape and Urban Planning, 2026, 270: 105600.
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Published in Computers, Environment and Urban Systems, 2026
This paper is about urban noise modeling using street view and remote sensing data fusion.
Recommended citation: Zhang Y, Ke E, Kwan M P, et al. Multi-frequency street-level urban noise modeling and mapping through street view and remote sensing image fusion[J]. Computers, Environment and Urban Systems, 2026, 126: 102401.
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Published in Applied Geography, 2026
This paper explores residential sentiments and spatial environments in urban villages through an X-minute community life circle analysis.
Recommended citation: Song L, Wang L, Kwan M P, Zhang Y. Residential sentiments and spatial environments in urban villages: An X-minute community life circle analysis[J]. Applied Geography, 2026, 189: 103945.
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Published in Urban Climate, 2026
This paper quantifies mobility-based seasonal individual heat exposure and the neighborhood effect averaging problem (NEAP) using multi-source spatiotemporal data.
Recommended citation: Zhang Y, Kwan M P, Zhang Z. Quantifying mobility-based seasonal individual heat exposure and the NEAP using multi-source spatiotemporal data[J]. Urban Climate, 2026, 66: 102828.
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Published in Geo-spatial Information Science, 2025
This paper is about drivers depth perception and traffic speed.
Recommended citation: Zhang Y, Ma H, Kwan M P. How drivers depth perception of environmental features influences traffic speed[J]. Geo-spatial Information Science, 2025: 1-17.
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Published in Renewable Energy, 2025
This paper is about solar energy assessment and deep learning for streetlight applications.
Recommended citation: Yang W, Wang A, Zhang G, et al. Assessment of solar utilization potential for streetlights using street view imagery and deep learning: A case study in Hong Kong[J]. Renewable Energy, 2025: 124951.
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Published in International Journal of Digital Earth, 2025
This paper is about representative learning and gnn.
Recommended citation: Zhang Y, Kwan M P, Cai J, et al. CrossGraphNet: a cross-spatiotemporal graph-based method for traffic speed reconstruction using remote sensing vehicle detection[J]. International Journal of Digital Earth, 2025, 18(1): 2528640.
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Published in International Journal of Applied Earth Observation and Geoinformation, 2025
This paper is about representive learning.
Recommended citation: Q Qin, T Ai, S Xu, Y Zhang, W Huang, M Du, S Li. Learning dual context aware POI representations for geographic mapping[J]. International Journal of Applied Earth Observation and Geoinformation, 2025, 142: 104683.
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Published in Geo-spatial Information Science, 2025
This paper is about social sensing.
Recommended citation: Dongyang Wang,Yandong Wang,Mingxuan Dou,Mengling Qiao,Xiaokang Fu, Yan Zhang. Exploring the nonlinear impact of visual environment on residents happiness: a computational framework integrating semantic and geometric features[J]. Geo-spatial Information Science, 2025: 1-27.
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Published in Scientific Data, 2025
This paper is about LLM.
Published in Transport Policy, 2025
This paper is about social sensing.
Recommended citation: Cui Q, Zhang Y, Ma H, et al. How about electric vehicle? Sensing owners experiences and attitudes through online short video[J]. Transport Policy, 2025.
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Published in The Innovation Geoscience, 2025
This paper is about LLM.
Recommended citation: Chen Z, Li X, Zhang X, et al. Global drought-flood abrupt alternation Spatio-temporal patterns, drivers, and projections[J]. The Innovation Geoscience, 2025: 100113-1-100113-12.
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Published in 地球信息科学学报, 2025
This paper is about GeoAI.
Recommended citation: 王培晓, 张恒才, 张岩, 程诗奋, 张彤, 陆锋. 地理空间智能预测研究进展与发展趋势[J]. 地球信息科学学报, 2025, 27(1): 60-82
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Published in Cleaner Engineering and Technology, 2025
This paper is about disaster emergency management.
Recommended citation: Liu B, Li Y, Zhang Y, et al. Multi-criteria decision-making method for emergency shelter site selection considering flood risk: A case study of Zhuhai, China[J]. Cleaner Engineering and Technology, 2025: 100892.
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Published in Transactions in GIS, 2024
This paper is about land use uncertainty.
Recommended citation: Zhang Y, Kwan M P, et al. Quantitative Identification of Mixed Urban Functions: A Probabilistic Approach Based on Physical and Social Sensing Data[J]. Transactions in GIS, 2024.
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Published in Computers, Environment and Urban Systems, 2024
This paper is about NEAP.
Recommended citation: Song L, Liu D, Kwan M P, et al. Machine-based understanding of noise perception in urban environments using mobility-based sensing data[J]. Computers, Environment and Urban Systems, 2024, 114: 102204.
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Published in ISPRS Journal of Photogrammetry and Remote Sensing. (ESI 3%), 2024
This paper is about Multi-level urban street representation with street-view imagery and hybrid semantic graph.
Recommended citation: Zhang, Y., Li Y., & Zhang, F*. (2024). "Multi-level urban street representation with street-view imagery and hybrid semantic graph" ISPRS Journal of Photogrammetry and Remote Sensing. (ESI 3%)
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Published in Journal of Cleaner Production, 2024
This paper is about SAGE-GSAN: A Graph-Based Method for Estimating Urban Taxi CO Emissions Using Street View Images.
Recommended citation: Chen Z., Zou T., Xu Z., & Zhang, Y*. (2024). "SAGE-GSAN: A Graph-Based Method for Estimating Urban Taxi CO Emissions Using Street View Images" Journal of Cleaner Production
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Published in International Journal of Disaster Risk Reduction, 104, 104355, 2024
This paper is about Pedestrian evacuation planning under dam-break flood disaster considering road risk and road pedestrian demand.
Recommended citation: Wang, W., Li, Y., Zhang, Y., & Wu, Z. (2024). "Pedestrian evacuation planning under dam-break flood disaster considering road risk and road pedestrian demand" International Journal of Disaster Risk Reduction, 104, 104355
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Published in Environment and Planning B: Urban Analytics and City Science, 51(5), 1104-1123, 2024
This paper is about Explainable spatially explicit geospatial artificial intelligence in urban analytics.
Recommended citation: Liu, P., Zhang, Y., & Biljecki, F. (2024). "Explainable spatially explicit geospatial artificial intelligence in urban analytics" Environment and Planning B: Urban Analytics and City Science, 51(5), 1104-1123
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Published in International Journal of Geographical Information Science, 1-26, 2024
This paper is about Next location prediction using heterogeneous graph-based fusion network with physical and social awareness.
Recommended citation: He, S., Du, W., Zhang, Y., Chen, L., Chen, Z., & Chen, N. (2024). "Next location prediction using heterogeneous graph-based fusion network with physical and social awareness" International Journal of Geographical Information Science, 1-26
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Published in Applied Geography, 171, 103369, 2024
This paper is about Sensing noise exposure and its inequality based on noise complaint data through vision-language hybrid method.
Recommended citation: Zhang, Y., Kwan, M.P., & Ma, H. (2024). "Sensing noise exposure and its inequality based on noise complaint data through vision-language hybrid method" Applied Geography, 171, 103369
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Published in Landscape and Urban Planning, 251, 105171, 2024
This paper is about How does spatial structure affect psychological restoration? A method based on graph neural networks and street view imagery.
Recommended citation: Ma, H., Zhang, Y., Liu, P., Zhang, F., & Zhu, P. (2024). "How does spatial structure affect psychological restoration? A method based on graph neural networks and street view imagery" Landscape and Urban Planning, 251, 105171
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Published in ISPRS Journal of Photogrammetry and Remote Sensing, 2023
This paper is about identifying urban functions using a two-layer spatially dependent graph neural network with time-series street view images.
Recommended citation: Zhang Y, Liu P, Biljecki F. (2023). "Knowledge and topology: A two layer spatially dependent graph neural networks to identify urban functions with time-series street view image" ISPRS Journal of Photogrammetry and Remote Sensing
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Published in Journal of Environmental Management, 2023
This paper is about the impact of carbon trading on spatial inequality in 200 Chinese cities.
Recommended citation: Zhang Y, Chen N, Chen Z, et al. (2023). "Will Carbon Trading Reduce Spatial Inequality? A Spatial Analysis of 200 Cities in China" Journal of Environmental Management
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Published in Environmental Research, 216, 114670, 2023
This paper is about A systematic review and quantitative meta-analysis of the relationships between driving forces and cyanobacterial blooms at global scale.
Recommended citation: Wang, S., Zhang, X., Chen, N., Tian, L., Zhang, Y., & Nam, W.H. (2023). "A systematic review and quantitative meta-analysis of the relationships between driving forces and cyanobacterial blooms at global scale" Environmental Research, 216, 114670
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Published in International Journal of Geographical Information Science, 37(4), 885-912, 2023
This paper is about Urban traffic flow prediction: A dynamic temporal graph network considering missing values.
Recommended citation: Wang, P., Zhang, Y., Hu, T., & Zhang, T. (2023). "Urban traffic flow prediction: A dynamic temporal graph network considering missing values" International Journal of Geographical Information Science, 37(4), 885-912
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Published in Library Hi Tech, 2023
This paper is about Knowledge mining and graph visualization of ancient Chinese scientific and technological documents bibliographic summaries based on digital humanities.
Recommended citation: Zheng, X., Li, M., Wan, Z., & Zhang, Y. (2023). "Knowledge mining and graph visualization of ancient Chinese scientific and technological documents bibliographic summaries based on digital humanities" Library Hi Tech
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Published in International Journal of Applied Earth Observation and Geoinformation, 123, 2023
This paper is about Inferring socioeconomic environment from built environment characteristics based street view images: An approach of Seq2Seq method.
Recommended citation: Zhang, Y., Zhang, F., Fang, L., & Chen, N. (2023). "Inferring socioeconomic environment from built environment characteristics based street view images: An approach of Seq2Seq method" International Journal of Applied Earth Observation and Geoinformation, 123
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Published in Ecological Indicators, 154, 110654, 2023
This paper is about Examining supply-demand imbalances and social inequalities of regulating ecosystem services in high-density cities: A case study of Wuhan, China.
Recommended citation: Zhai, W., Zhang, K., Gou, F., Cheng, H., Li, Z., & Zhang, Y. (2023). "Examining supply-demand imbalances and social inequalities of regulating ecosystem services in high-density cities: A case study of Wuhan, China" Ecological Indicators, 154, 110654
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Published in Urban Forestry & Urban Greening, 88, 128087, 2023
This paper is about High or low? Exploring the restorative effects of visual levels on campus spaces using machine learning and street view imagery.
Recommended citation: Ma, H., Xu, Q., & Zhang, Y*. (2023). "High or low? Exploring the restorative effects of visual levels on campus spaces using machine learning and street view imagery" Urban Forestry & Urban Greening, 88, 128087
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Published in International Journal of Applied Earth Observation and Geoinformation, 124, 2023
This paper is about Analysing gender differences in the perceived safety from street view imagery.
Recommended citation: Cui, Q., Zhang, Y., Yang, G., Huang, Y., & Chen, Y. (2023). "Analysing gender differences in the perceived safety from street view imagery" International Journal of Applied Earth Observation and Geoinformation, 124
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Published in IEEE Sensors Journal, 2022
This paper is about Highway Vehicle Route Reconstruction Using Sparse and Noisy Communication Base Station Fingerprints.
Recommended citation: Li, Y., Zhang, Y*., & Chen, M. (2022). "Highway Vehicle Route Reconstruction Using Sparse and Noisy Communication Base Station Fingerprints" IEEE Sensors Journal, 22(22), 22040-22052
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Published in Science of the Total Environment, 806, 151310, 2022
This paper is about Spatiotemporal dynamics of wetlands and their driving factors based on PLS-SEM: A case study in Wuhan.
Recommended citation: Wang, C., Ma, L., Zhang, Y., Chen, N., & Wang, W. (2022). "Spatiotemporal dynamics of wetlands and their driving factors based on PLS-SEM: A case study in Wuhan" Science of the Total Environment, 806, 151310
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Published in International Journal of Applied Earth Observation and Geoinformation, 113, 2022
This paper is about Migratable urban street scene sensing method based on vision language pre-trained model.
Recommended citation: Zhang, Y., Zhang, F., & Chen, N. (2022). "Migratable urban street scene sensing method based on vision language pre-trained model" International Journal of Applied Earth Observation and Geoinformation, 113
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Published in Sustainable Cities and Society, 85, 104000, 2022
This paper is about City2vec: Urban knowledge discovery based on population mobile network.
Recommended citation: Zhang, Y., Zheng, X., Helbich, M., Chen, N., & Chen, Z. (2022). "City2vec: Urban knowledge discovery based on population mobile network" Sustainable Cities and Society, 85, 104000
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Published in Journal of Cleaner Production, 370, 133248, 2022
This paper is about Towards sustainable smart cities: Maturity assessment and development pattern recognition in China.
Recommended citation: Liu, J., Chen, N., Chen, Z., Xu, L., Du, W., Zhang, Y., & Wang, C. (2022). "Towards sustainable smart cities: Maturity assessment and development pattern recognition in China" Journal of Cleaner Production, 370, 133248
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Published in ISPRS International Journal of Geo-Information, 10(4), 227, 2021
This paper is about Urban fine-grained spatial structure detection based on a new traffic flow interaction analysis framework.
Recommended citation: Zhang, Y., Zheng, X., Chen, M., Li, Y., Yan, Y., & Wang, P. (2021). "Urban fine-grained spatial structure detection based on a new traffic flow interaction analysis framework" ISPRS International Journal of Geo-Information, 10(4), 227
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Published in Computers, Environment and Urban Systems, 88, 101629, 2021
This paper is about KE-CNN: A new social sensing method for extracting geographical attributes from text semantic features and its application in Wuhan, China.
Recommended citation: Chen, N., Zhang, Y.*, Du, W.*, Li, Y., Chen, M., & Zheng, X. (2021). "KE-CNN: A new social sensing method for extracting geographical attributes from text semantic features and its application in Wuhan, China" Computers, Environment and Urban Systems, 88, 101629
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Published in Building and Environment, 198, 107883, 2021
This paper is about Multi-source sensor based urban habitat and resident health sensing: A case study of Wuhan, China.
Recommended citation: Zhang, Y., Chen, N., Du, W., Li, Y., & Zheng, X. (2021). "Multi-source sensor based urban habitat and resident health sensing: A case study of Wuhan, China" Building and Environment, 198, 107883
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Published in Journal of Hydrology, 603, 127053, 2021
This paper is about Extracting the location of flooding events in urban systems and analyzing the semantic risk using social sensing data.
Recommended citation: Zhang, Y., Chen, Z., Zheng, X., Chen, N., & Wang, Y. (2021). "Extracting the location of flooding events in urban systems and analyzing the semantic risk using social sensing data" Journal of Hydrology, 603, 127053
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Published in 测绘地理信息, 2020
本论文研究了人口迁徙格局在重大突发公共卫生事件中的时空关联性。
Recommended citation: 张岩, 李英冰, & 郑翔 (2020). "人口迁徙格局在重大突发公共卫生事件的时空关联性研究" 测绘地理信息
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Published in 山东大学学报 (工学版), 50(5), 118-126, 2020
本论文研究了基于微博数据的台风山竹舆情演化时空分析。
Recommended citation: 张岩, 李英冰, & 郑翔 (2020). 基于微博数据的台风山竹舆情演化时空分析山东大学学报 (工学版), 50(5), 118-126
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Published in IEEE Access, 8, 125702-125713, 2020
This paper is about Risk assessment of COVID-19 based on multisource data from a geographical viewpoint.
Recommended citation: Zhang, Y., Li, Y., Yang, B., Zheng, X., & Chen, M. (2020). "Risk assessment of COVID-19 based on multisource data from a geographical viewpoint" IEEE Access, 8, 125702-125713
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Published in International Journal of Environmental Research and Public Health, 17(24), 9235, 2020
This paper is about A new geo-propagation model of event evolution chain based on public opinion and epidemic coupling.
Recommended citation: Zhang, Y., Chen, N., Du, W., Yao, S., & Zheng, X. (2020). "A new geo-propagation model of event evolution chain based on public opinion and epidemic coupling" International Journal of Environmental Research and Public Health, 17(24), 9235
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