Publications

Selected Featured Articles

[1] Song, Y.*, 2022. The second dimension of spatial association. International Journal of Applied Earth Observation and Geoinformation. 111, 102834. pdf

[2] Song Y.*, 2023. Geographically Optimal Similarity. Mathematical Geosciences. 8:1-26. pdf

[3] Song, Y.*, Helmholz, P., Su, F., Zhou, C., Lotfata, A., Zohar, M., González Leonardo, M., & Sila-Nowicka, K. 2025. Advancing geospatial methods for addressing global resource and sustainability challenges. Resources, Conservation and Recycling. pdf

[4] Song, Y.*, Kalacska, M., Gašparović, M., Yao, J. & Najibi, N., 2023. Advances in geocomputation and geospatial artificial intelligence (GeoAI) for mapping. International Journal of Applied Earth Observation and Geoinformation. p.103300. pdf

[5] Song, Y.*, Wang, J.F., Ge, Y., et al., 2020. An optimal parameters-based geographical detector model enhances geographic characteristics of explanatory variables for spatial heterogeneity analysis: cases with different types of spatial data. GIScience & Remote Sensing. 57(5): 593-610. Highly Cited Paper; No. 1 Most Cited Article in the history of the journal GIScience & Remote Sensing (over 40 years). pdf

[6] Song, Y., Wu, P., Li, Q., Liu, Y., and Karunaratne, L., 2021. Hybrid Nonlinear and Machine Learning Methods for Analyzing Factors Influencing the Performance of Large-Scale Transport Infrastructure. IEEE Transactions on Intelligent Transportation Systems. Highly Cited Paper

[7] Song, Y.*, Wang, X.Y., Wright, G., Thatcher, D., et al., 2019. Traffic Volume Prediction with Segment-Based Regression Kriging and its Implementation in Assessing the Impact of Heavy Vehicles. IEEE Transactions on Intelligent Transportation Systems. (20)1: 232 – 243. Highly Cited Paper

[8] Song, Y., Tan, Y., Song, Y.M., et al., 2018. Spatial and temporal variations of spatial population accessibility to public hospitals: A case study of rural-urban comparison. GIScience & Remote Sensing. Highly Cited Paper

[9] Song, Y.*, Wu, P., Hampson, K., and Anumba, C., 2021. Assessing Block-level Sustainable Transport Infrastructure Development Using a Spatial Trade-Off Relation Model. International Journal of Applied Earth Observation and Geoinformation. 105, 102585. pdf

[10] Song, Y.*, Wu, P., 2021. An interactive detector for spatial associations. International Journal of Geographical Information Science. pdf

Selected Recent Publications by Supervised Students

[1] Zhang, Z., Song, Y.*, Karunaratne, L. and Wu, P., 2024. Robust interaction detector: A case of road life expectancy analysis. Spatial Statistics, p.100814. Highly Cited Paper pdf

[2] Ren, K., Song, Y.* and Yu, Q., 2025. Second-dimension outliers for spatial prediction. International Journal of Geographical Information Science. pdf

[3] Hu, J., Song, Y.* and Zhang, T., 2025. A local indicator of stratified power. International Journal of Geographical Information Science. pdf

[4] Yang, X., Song, Y.*, Yoo, C., Ren, K. and Wu, P., 2025. Irregular anisotropy in surface urban heat island footprint. Sustainable Cities and Society, p.106779. pdf

[5] Luo, P., Li, Y.Song, Y.*, Li, Z. and Meng, L., 2025. Measuring univariate effects in the interaction of geographical patterns. International Journal of Geographical Information Science, pp.1-32. pdf

[6] Hu, J., Qu, R., Song, Y.* and Wu, P., 2025. Local pathways of association. International Journal of Applied Earth Observation and Geoinformation139, p.104531. pdf

[7] Zhang, P., Yi, W., Song, Y.*, Wu, P., Hampson, K. and Shemery, A., 2025. Gaussian Mixture Segmentation for Managing Deterioration of Large-Scale Road Networks. IEEE Transactions on Intelligent Transportation Systems. pdf

[8] Zhang, Z., Li, Z. and Song, Y.*, 2024. On ignoring the heterogeneity in spatial autocorrelation: consequences and solutions. International Journal of Geographical Information Science, pp.1-27. pdf

[9] Luo., P.Song, Y.*, Zhu, D., Cheng, J., & Meng, L., 2023. A generalized heterogeneity model for spatial interpolation. International Journal of Geographical Information Science. 37(3): 634-659. pdf

[10] Zhang. Z.Song, Y.*, Luo, P., & Wu, P., 2023. Geocomplexity explains spatial errors. International Journal of Geographical Information Science. pdf

Full list of Journal Articles

Note: Underlined names are my supervised students as first authors. Supervised 29 PhD students in publishing 58 their first-author articles in Q1 journals.

2025

[135] Song, Y.*, Helmholz, P., Su, F., Zhou, C., Lotfata, A., Zohar, M., González Leonardo, M., & Sila-Nowicka, K. 2025. Advancing geospatial methods for addressing global resource and sustainability challenges. Resources, Conservation and Recycling.

[134] Ren, K., Song, Y.* and Yu, Q., 2025. Second-dimension outliers for spatial prediction. International Journal of Geographical Information Science.

[133] Hu, J., Song, Y.* and Zhang, T., 2025. A local indicator of stratified power. International Journal of Geographical Information Science.

[132] Yang, X., Song, Y.*, Yoo, C., Ren, K. and Wu, P., 2025. Irregular anisotropy in surface urban heat island footprint. Sustainable Cities and Society, p.106779.

[131] Ren, K., Song, Y.*, Li, L., Mancini, F., Xiao, Z., Zhang, X., Qu, R., & Yu, Q. 2025. Identifying climate and environmental determinants of spatial disparities in wheat production using a geospatial machine learning model. GIScience & Remote Sensing, 62(1).

[130] Luo, P., Li, Y., Song, Y.*, Li, Z. and Meng, L., 2025. Measuring univariate effects in the interaction of geographical patterns. International Journal of Geographical Information Science, pp.1-32.

[129] Hu, J., Qu, R., Song, Y.* and Wu, P., 2025. Local pathways of association. International Journal of Applied Earth Observation and Geoinformation139, p.104531.

[128] Zhang, P., Yi, W., Song, Y.*, Yan, P., Wu, P., & Chan, A. P.-C. 2025. Dynamic spatiotemporal graph network for traffic accident risk prediction. GIScience & Remote Sensing.

[127] Zhang, P., Yi, W., Song, Y.*, Wu, P., Hampson, K. and Shemery, A., 2025. Gaussian Mixture Segmentation for Managing Deterioration of Large-Scale Road Networks. IEEE Transactions on Intelligent Transportation Systems.

[126] Liu, Z., Zheng, K., Song, Y.* and Zhang, J., 2025. Daily high-resolution PM2. 5 mapping using spatiotemporal CNN-transformer-KAN model. International Journal of Applied Earth Observation and Geoinformation144, p.104900.

[125] Meng, J., Dong, Z., Song, Y.*, 2025. Unsupervised feature correlation-based spatial stratification for local context-aware modelling. GIScience & Remote Sensing, 62(1).

[123] Xu, D., Peng, X., Tang, Q. and Song, Y.*, 2025. Urbanization’s role in shaping ornamental tree diversity: a remote sensing and future scenario-based perspective. GIScience & Remote Sensing62(1), p.2557050.

[123] Qu, R., He, Z., He, L., Awange, J., Song, Y.*, Wang, B., Wen, B. and Hu, J., 2025. Impact of Climate, Phenology, and Soil Factors on Net Ecosystem Productivity in Zoigê Alpine Grassland. Agronomy15(3), p.685.

[122] Bai, T., Song, Y., Li, T., Zheng, J. and Zhu, K., 2025. Elevation correction of forest biogeophysical cooling effect in China. Chinese Geographical Science, 35(6), pp.1283–1299.

[121] Liu, Y., Song, Y., Liu, P., Lai, L., & Zhang, Y. 2025. Concerns about the temporal matching windows in satellite–ground synchronization for lacustrine environment mapping. Water Research, 286, 124208.

[120] Chen, C., Song, Y., Lv, W., Shemery, A., Hampson, K., Yi, W., Zhong, Y. and Wu, P., 2025. Predicting pavement cracking performance using laser scanning and geocomplexity‐enhanced machine learning. Computer‐Aided Civil and Infrastructure Engineering.

[119] Kaleem, A., Zaman, A. & Song, Y., 2025. Exploring green hydrogen production potential in Western Australia: A decision framework for site suitability and scenario evaluation. Sustainable Energy Technologies & Assessments, 83, 104652.  

[118] Wang, X., Zhou, L., Song, Y., López-Carr, D., Wang, S., Chen, H., Gao, H., Lyu, R., Sun, Q., Guo, Z. and Wei, W., 2025. Beyond flat cities: dramatic 2D/3D differences in urban gray–green space configurations and the nonlinear thermal regulation mechanisms. GIScience & Remote Sensing62(1), p.2572174.

[117] Ma, X., Zhang, Z.#, & Song, Y. 2025. Geographically informed graph neural networks. Spatial Statistics, 69, 100920.

[116] Liu, X., Taylor, M.P., Song, Y. and Aelion, C.M., 2025. Identifying factors influencing trace metal concentrations in urban residential soil using an optimal parameter-based geographical detector model. Environmental Research, p.122045.

[115] Wei, W., Lu, D., Song, Y., Sherif, M., Dewan, A., Liu, T., Zhou, L., Zhou, J. and Wang, X., 2025. Spatiotemporal characteristics of drought events in Asia from a three-dimensional perspective. Climate Dynamics63(3), pp.1-18.

[114] Chen, J., Sun, G., Song, Y., Cao, Y., Yoo, C., Guo, Y., Zhao, C., Lu, L. and Weng, Q., 2025. Global Variations of Urban Form: Characterization and Quantification through Intelligent Remote Sensing Image Analysis. Sustainable Cities and Society, p.106424.

[113] Meng, J., Dong, Z. and Song, Y., 2025. A spatial context-aware model for climate model data fusion. International Journal of Digital Earth18(1), p.2509099.

[112] Xu, D., Bai, T., Chen, W.-Q., Song, Y., Zhou, Y., Geng, J. and Zhao, L., 2025. Toward an intelligent and near-real-time framework for global ecological monitoring: Advances, challenges, and the GIEHP initiative. Chinese Geographical Science, 35(6), pp.1217–1239.

[111] Yi, W., Wang, H., Zhen, L., Song, Y. & Xiao, B., 2025. Strategic planning of modular construction hubs: A bi-level framework integrating governmental and industrial perspectives. Journal of Construction Engineering and Management.

[110] Wang, H., Yi, W., Zhen, L., Song, Y. and Wu, P., 2025. Designing Optimal Government–Contractor Subsidy Policy for Promoting Modular Construction: Bilevel Stochastic Program. Journal of Construction Engineering and Management151(10), p.04025136.

[109] Ashikuzzaman, M., Swapan, M.S.H., Zaman, A.U. and Song, Y., 2025. From social innovation to institutional governance: Unveiling urban rooftop farming in Dhaka city using YouTube video analysis. Landscape and Urban Planning259, p.105366.

[108] Wang, X., Zhou, L., López-Carr, D., Song, Y., Gao, H., Che, T., Liu, Z. and Wei, W., 2025. Urban grey-green scales: A new perspective for assessing dynamic spatial trade-offs. International Journal of Applied Earth Observation and Geoinformation142, p.104708.

[107] Wang, J., Shen, Y., Awange, J., Song, Y., Yang, L., Chen, Q., and Kasedde, A., 2025. Reconstructing total water storage anomalies over the Lake Victoria Basin (1971–2022) using an enhanced RecNet model. Geophysical Research Letters, 52(9)

[106] Wang, B., He, L., He, Z., Song, Y., Qu, R., Hu, J., Wang, Z. and Zhang, Z., 2025. Spatiotemporal Landslide Monitoring in Complex Environments Using Radiative Transfer Model and SBAS-InSAR Technology. Land, 14(5), 956

[105] Ashikuzzaman, M., Swapan, M.S.H., Zaman, A.U. and Song, Y., 2025. Transitioning from Social Innovation to Public Policy: Can Bangladesh Integrate Urban Rooftop Farming Policies into Governance by Examining Global Practices?. Sustainability17(19), p.8768.

[104] Xu, N., Xu, H., Li, W., Lu, H., Song, Y., Yao, J., Ma, Y., Ren, H., He, T., Mo, F., & Gong, P. 2025. A large‑scale estimation method for beach slopes using ICESat‑2 altimeter: A case study of New Zealand. International Journal of Applied Earth Observation and Geoinformation, 142, Article 104768.

[103] Wang, J., Awange, J., Shen, Y., Tabatabaeiasl, M., & Song, Y. 2025. Closing Africa’s water balance budget: Assessing the suitability of eight latest precipitation products. International Journal of Applied Earth Observation and Geoinformation, 142, 104711. 

[102] Ghaffar, F., Deng, X., Khan, B., Zhou, T., Song, Y., & Lim, C. P. 2025. Flood‑Eye: Intelligent Segmentation and Area Estimation of Flooded Regions. IEEE Transactions on Geoscience and Remote Sensing.

[101] Andriambololonaharisoamalala, R.R., Helmholz, P., Bulatov, D., Ivanova, I., Song, Y., Soon, S. and Jones, E., 2025. Downscaling of Urban Land Surface Temperatures Using Geospatial Machine Learning with Landsat 8/9 and Sentinel-2 Imagery. Remote Sensing17(14), p.2392.

[100] Chaturvedi, S., Thakur, P.S., Khanna, P., Ojha, A., Song, Y. and Awange, J.L., 2025. Satellite Image-Based Surveillance and Early Wildfire Smoke Detection Using a Multiattention Interlaced Network. IEEE Transactions on Industrial Informatics.

[99] Lv, W., Lei, Y., Liu, F., Yan, J., Song, Y. and Zhao, W., 2025. gdverse: An R Package for Spatial Stratified Heterogeneity Family. Transactions in GIS, 29(2), p.e70032.

[98] Wei, J., Yue, W., Li, M., Liu, Y. and Song, Y., 2025. Multi-scenario urban growth boundaries and trade-offs among land use functions. Cities159, p.105752.

[97] Wang, J., Shen, Y., Awange, J., Tabatabaeiasl, M., Song, Y. and Liu, C., 2025. A novel generative adversarial network and downscaling scheme for GRACE/GRACE-FO products: Exemplified by the Yangtze and Nile River Basins. Science of The Total Environment969, p.178874.

[96] Jia, N., Yang, H., Lan, X., Li, Y., Song, Y., Zhang, Z., Song, W., Zhao, R., Ma, T. and Chen, R., 2025. Global soybean trade intensifies the impacts of dietary transition on human mobility. iScience.

[95] Zheng, K., Yu, M., Liu, Z., Bao, S., Pan, Z., Song, Y., Zhu, L. and Xie, Z., 2025. Frequency and prompt learning cooperation enhanced mamba for remote sensing semantic segmentation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[94] Ding, Y., Chen, D., Zlatanova, S., Wu, M., Cao, K., Song, Y. and Yang, Y., 2025. Simplifying complex landmark models with holes for 3D maps: a topological perception-based approach. International Journal of Geographical Information Science, pp.1-34.

[92] Andriambololonaharisoamalala, R., Helmholz, P., Ivánová, I., Jones, E., Soon, S., Bulatov, D. and Song, Y., 2025. Enhanced downscaling of urban land surface temperatures using a land cover–enhanced nonlinear model with Landsat-8/9 and Sentinel-2 imagery. Annals of the American Association of Geographers

[92] Wang, J., Shen, Y., Awange, J., Tangdamrongsub, N., Feng, T., Hu, K., Song, Y., Yang, L., Sherif, M. and Wang, X., 2025. Exploring potential drivers of terrestrial water storage anomaly trends in the Yangtze River Basin (2002–2019). Journal of Hydrology: Regional Studies58, p.102264.

[91] Andriambololonaharisoamalala, R., Helmholz, P., Ivánová, I., Jones, E., Soon, S., Bulatov, D. and Song, Y., 2025. Enhancing the spatial and temporal resolution of satellite-derived land surface temperature in urban environments: A systematic literature review. Urban Climate60, p.102345.

[90] Wang, S., Huang, X., Zhang, M., Bao, S., Liu, L., Fu, X., Zhang, T., Song, Y., Kedron, P., Wilson, J. and Ye, X., 2025. Open science 2.0: revolutionizing spatiotemporal data sharing and collaboration. Computational Urban Science5(1), p.4.

[89] Xu, N., Xin, H., Wu, J., Yao, J., Ren, H., Zhang, H.S., Xu, H., Luan, H., Xu, D. and Song, Y., 2025. ResWLI: a new method to retrieve water levels in coastal zones by integrating optical remote sensing and deep learning. GIScience & Remote Sensing62(1), p.2524891.

[88] Jia, N., Li, Y., Jiang, Z., Su, R., Lan, X., Zhang, K., Song, W., Zhao, R., Xia, Z., Song, Y. and Zhang, Z., 2025. Climate Change, Social Environment, Health, and Urban Inequality: Developing a Novel Adaptive Evaluation Framework. Sustainable Cities and Society, p.106443.

2024

[87] Zhang, Z., Song, Y.*, Karunaratne, L. and Wu, P., 2024. Robust interaction detector: A case of road life expectancy analysis. Spatial Statistics, p.100814. Highly Cited Paper (9)

[86] Zhang, Z., Li, Z. and Song, Y.*, 2024. On ignoring the heterogeneity in spatial autocorrelation: consequences and solutions. International Journal of Geographical Information Science, pp.1-27.

[85] Luna, L., Awange, J., Song, Y.*, Bui, L.K., Zerihun, A. and Kuhn, M., 2024. Surface water and geomorphological changes of the Blue Nile dynamics associated with the Grand Ethiopian Renaissance Dam (GERD): a multi-temporal analysis. GIScience & Remote Sensing61(1), p.2346383.

[84] Lin, G., Song, Y.*, Xu, D., Swapan, M.S.H., Wu, P., Hou, W. and Xiao, Z., 2024. Interpreting differences in access and accessibility to urban greenspace through geospatial analysis. International Journal of Applied Earth Observation and Geoinformation129, p.103823.

[83] Zhang, P., Yi, W., Song, Y.*, Thomson, G., Wu, P. and Aghamohammadi, N., 2024. Geospatial learning for large-scale transport infrastructure depth prediction. International Journal of Applied Earth Observation and Geoinformation132, p.103986.

[82] Yang, L., Luo, P.#, Zhang, Z., Song, Y.*, Ren, K., Zhang, C., Awange, J., Atkinson, P.M. and Meng, L., 2024. A spatio-temporal unmixing with heterogeneity model for the identification of remotely sensed MODIS aerosols: Exemplified by the case of Africa. International Journal of Applied Earth Observation and Geoinformation132, p.104068.

[81] Wang, Z., Song, Y.*, Zhang, Z., Lin, G., Luo, P., Zhang, X. and Chai, Z., 2024. Identifying Determinants of Spatiotemporal Disparities in Ecological Quality of Mongolian Plateau. Remote Sensing16(18), p.3385.

[80] Xu, D., Bai, T., Yang, L., Zhou, Y., Chen, B., Xu, H., Song, Y.*, Yuan, Y., Cui, Y., Lin, M. and Xia, Z., 2024. Quantifying the Cooling Effect of Urban Greening Driven by Ecological Restoration Projects in China. Environmental Science & Technology.

[79] Zhang, X., Song, Y., Dewan, A., Guo, Z., Cao, X., Bie, Q., Xie, Y., Ma, X., Ren, K., Zhang, H. and Xi, G., 2024. Ecological influence of oasisation on peripheral regions. International Journal of Applied Earth Observation and Geoinformation132, p.104004.

[78] Chen, C., Song, Y., Shemery, A., Hampson, K., Dewan, A., Zhong, Y. and Wu, P., 2024. Large Scale Pavement Crack Evaluation Through a Novel Spatial Machine Learning Approach Considering Geocomplexity. IEEE Transactions on Intelligent Transportation Systems.

[77] Zou, L., Song, Y. and Cervone, G., 2024. Geospatial big data: theory, methods, and applications. Annals of GIS, pp.1-5.

[76] Shi, G., Luo, L., Song, Y., Li, J. and Pan, S., 2024. Deep transformer-based heterogeneous spatiotemporal graph learning for geographical traffic forecasting. iScience. p.110175.

[75] Xu, D., Bai, T., Song, Y., Xia, Z., Duan, X., Santamouris, M. and Cui, Y., 2024. Reassessing the climate mitigation potential of Chinese ecological restoration: The undiscovered potential of urban. The Innovation Geoscience2(2), p.100068.

[74] Wang, X., Chen, G., Awange, J., Song, Y., Wu, Q., Li, X., February, E., Saiz, G., Kiese, R., Li, X. and Xiao, J., 2024. Establishing the global isoscape of leaf carbon in C3 plants through the integrations of remote sensing, carbon, geographic, and physiological information. Remote Sensing of Environment, 302, p.113987.

[73] Ming, Y., Liu, Y., Li, Y. and Song, Y., 2024. Unraveling nonlinear and spatial non-stationary effects of urban form on surface urban heat islands using explainable spatial machine learning. Computers, Environment and Urban Systems114, p.102200.

[72] Wei, W., Wang, J., Wang, X., Song, Y., Sherif, M., Wang, X., Dewan, A., Ram, O.Y., Yan, P., Liu, T. and Lu, D., 2024. Assessing the stability of terrestrial water storage to drought based on CMIP6 forcing scenarios. Journal of Hydrology, p.132232.

[71] Chen, C., Zou, Z., Sun, W., Yang, G., Song, Y. and Liu, Z., 2024. Mapping the distribution and dynamics of coastal aquaculture ponds using Landsat time series data based on U2-Net deep learning model. International Journal of Digital Earth17(1), p.2346258.

[70] Wang, J., Awange, J., Shen, Y., Yang, L., Feng, T. and Song, Y., 2024. Reconstructed centennial precipitation-driven water storage anomalies in the Nile River Basin using RecNet and their suitability for studying ENSO and IOD impacts. Journal of Hydrology, p.132272.

2023

[69] Song Y.*, 2023. Geographically Optimal Similarity. Mathematical Geosciences. 8:1-26.

[68] Song, Y.*, Kalacska, M., Gašparović, M., Yao, J. & Najibi, N., 2023. Advances in geocomputation and geospatial artificial intelligence (GeoAI) for mapping. International Journal of Applied Earth Observation and Geoinformation. p.103300.

[67] Ge, Y., Hu, S., Song, Y.#, Zheng, H., Liu, Y., Ye, X., Ma, T., Liu, M. & Zhou, C., 2023. Sustainable poverty reduction models for the coordinated development of the social economy and environment in China. Science Bulletin.

[66] Zhang. Z., Song, Y.*, Luo, P., & Wu, P., 2023. Geocomplexity explains spatial errors. International Journal of Geographical Information Science.

[65] Luo., P., Song, Y.*, Zhu, D., Cheng, J., & Meng, L., 2023. A generalized heterogeneity model for spatial interpolation. International Journal of Geographical Information Science. 37(3): 634-659.

[64] Zhang, Z., Song, Y.*, Luo, P., Wu, P., Liu, X., and Wang, M., 2023. Elucidation of spatial disparities of factors that affect air pollutant concentrations in industrial regions at a continental level. International Journal of Applied Earth Observation and Geoinformation. 117, 103221

[63] Tang, Y., Song, Y.*, Wang, Y., Lai, S., Alegana, V. A., Liu, X., 2023. National variation in patterns of bone disease treatment-seeking behaviors: A study of more than 50,000 hospital admissions between 2008 and 2021. International Journal of Applied Earth Observation and Geoinformation. 117, 103219

[62] Zhang, Z., Song, Y.*, Archer, N. and Wu, P., 2023. Spatial disparity of urban performance from a scaling perspective: a study of industrial features associated with economy, infrastructure, and innovation. GIScience & Remote Sensing. 60(1), p.2167567.

[61] Cheng, T., Zhao, Y., Song, Y.*, Ma, L., Zhang, Z., Luo, P., Gao, P., Zhang, M. and Zhao, C., 2023. Towards resilience effectiveness: Assessing its patterns and determinants to identify optimal geographic zones. Journal of Cleaner Production, p.139596.

[60] Li, Y., Luo, P., Song, Y., Zhang, L., Qu, Y. and Hou, Z., 2023. A locally explained heterogeneity model for examining wetland disparity. International Journal of Digital Earth, 16(2), pp.4533-4552.

[59] Ondari, O., Awange, J., Song, Y., & Kasedde, A., 2023. Understanding the Spatial–Temporal Patterns of Floating Islands Impacting the Major Dams of the White Nile. Remote Sensing. 15(9), 2304.

[58] Wang, P., Wu, P., Song, Y., Hampson, K. and Zhong, Y., 2023. A novel spatio-temporally stratified heterogeneity model for identifying factors influencing carbon emissions. Energy and Buildings. 112714.

[57] Liang, J., Chen, C., Song, Y., Sun, W. and Yang, G., 2023. Long-term mapping of land use and cover changes using Landsat images on the Google Earth Engine Cloud Platform in bay area-A case study of Hangzhou Bay, China. Sustainable horizons7, p.100061.

[56] Wang, X., Chen, G., Wu, Q., Cao, L., Awange, J., Song, Y. and Wu, M., 2023. Spatio-temporal patterns and drivers of carbon-water coupling in frozen soil zones across the gradients of freezing over the Qinghai-Tibet Plateau. Journal of Hydrology, p.129674.

[55] Chen, C., Wang, L., Yang, G., Sun, W. and Song, Y., 2023. Mapping of Ecological Environment Based on Google Earth Engine Cloud Computing Platform and Landsat Long-Term Data: A Case Study of the Zhoushan Archipelago. Remote Sensing, 15(16), p.4072.

2022

[54] Song, Y.*, 2022. The second dimension of spatial association. International Journal of Applied Earth Observation and Geoinformation. 111, 102834.

[53] Ge, Y., Zhang, W., Wu, X., Ruktanonchai, C., Liu, H., Wang, J, Song, Y., Liu, M., Yan, W., Yang, J., Cleary, E., Qader, S., Atuhaire, F., Ruktanonchai, N., Tatem, A., & Lai S., 2022. Untangling the changing impact of non-pharmaceutical interventions and vaccination on European COVID-19 trajectories. Nature Communications. 13, 3106. Highly Cited Paper (8)

[52] Luo, P., Song, Y.*, Huang, X., Ma, H., et al., 2022. Identifying determinants of spatio-temporal disparities in soil moisture of the Northern Hemisphere using a geographically optimal zones-based heterogeneity model. ISPRS Journal of Photogrammetry and Remote Sensing. 185, 111-128.

[51] Zhang, Z., Song, Y.*, & Wu, P., 2022. Robust geographical detector. International Journal of Applied Earth Observation and Geoinformation. 109, 102782.

[50] Wu, P., & Song, Y*., 2022. Land use quantile regression modeling of fine particulate matter in Australia. Remote Sensing. 14(6), 1370

[49] Guo, J., Wang, J., Xu, C. & Song, Y., 2022. Modeling of spatial stratified heterogeneity. GIScience & Remote Sensing, 59(1), 1660-1677.

[48] Jiang, R., Wu, P., Song, Y., Wu, C., Wang, P., & Zhong, Y., 2022. Factors influencing the adoption of renewable energy in the US residential sector: An optimal parameters-based geographical detector approach. Renewable Energy

[47] Zhang, Q., Miao, C., Gou, J., Wu, J., Jiao, W., Song, Y., & Xu, D., 2022. Spatiotemporal characteristics of meteorological to hydrological drought propagation under natural conditions in China. Weather and Climate Extremes, 100505.

[46] Wu, P., Wang, P., Chi, H. L., Zhong, Y., & Song, Y., 2022. Exploring Factors Affecting Transport Infrastructure Performance: Data-Driven Versus Knowledge-Driven Approaches. IEEE Transactions on Intelligent Transportation Systems.

[45] Shen, Z., Ramirez-Lopez, …, Song, Y., Catambay, K., & Rossel, R. A. V., 2022. Deep transfer learning of global spectra for local soil carbon monitoring. ISPRS Journal of Photogrammetry and Remote Sensing. 188, 190-200.

[44] Ge, Y., Zhang, W. B., …, Song. Y., Ruktanonchai, N. W., Yang, W., Cleary, E., Feng, L., Li, Z., Yang., M., Liu., M., Tatem., A. J., Wang., J., & Lai, S., 2022. Impacts of worldwide individual non-pharmaceutical interventions on COVID-19 transmission across waves and space. International Journal of Applied Earth Observation and Geoinformation. 106, 102649. Highly Cited Paper (7)

2021

[43] Song, Y., Wu, P., Hampson, K., and Anumba, C., 2021. Assessing Block-level Sustainable Transport Infrastructure Development Using a Spatial Trade-Off Relation Model. International Journal of Applied Earth Observation and Geoinformation. 105, 102585.

[42] Song, Y., Shen, Z., Wu, P. & R. A. V. Rossel., 2021. Wavelet geographically weighted regression for spectroscopic modelling of soil properties. Scientific Reports. 11, 17503.

[41] Song, Y., & Wu, P., 2021. Earth Observation for Sustainable Infrastructure: A Review. Remote Sensing. 13(8), 1528.

[40] Song, Y., Wu, P., 2021. An interactive detector for spatial associations. International Journal of Geographical Information Science.

[39] Song, Y., Thatcher, D., Li, Q., McHugh, T., & Wu, P., 2021. Developing sustainable road infrastructure performance indicators using a model-driven fuzzy spatial multi-criteria decision making method. Renewable and Sustainable Energy Reviews. 138. 110538.

[38] Song, Y., Wu, P., Li, Q., Liu, Y., and Karunaratne, L., 2021. Hybrid Nonlinear and Machine Learning Methods for Analyzing Factors Influencing the Performance of Large-Scale Transport Infrastructure. IEEE Transactions on Intelligent Transportation Systems. Highly Cited Paper (6)

[37] Luo, P., Song, Y.* Wu, P., 2021. Spatial disparities in trade-offs: economic and environmental impacts of road infrastructure on continental level. GIScience & Remote Sensing.

[36] Song, Y., Chen, B., Ho, H. C., Kwan, M. P., Liu, D., Wang, F., … & Song, Y.*, 2021. Observed inequality in urban greenspace exposure in China. Environment International. 156, 106778. Highly Cited Paper (5)

[35] Liu, J., Chai, L., Dong, J., Zheng, D., Wigneron, J.P., Liu, S., Zhou, J., Xu, T., Yang, S., Song, Y., Qu, Y., and Lu, Z., 2021. Uncertainty Analysis of Eleven Multisource Soil 1 Moisture Products in the Third Pole Environment Based on the Three-Corned Hat Method. Remote Sensing of Environment. 255. 112225.

[34] Fan, X., Song, Y., Zhu, C., Balzter, H., and Bai Z., 2021. Estimating Ecological Responses to Climatic Variability on Reclaimed and Unmined Lands Using Enhanced Vegetation Index. Remote Sensing. 13(6), 1100.

[33] Wang, M., Zhou, T., Song, Y., Li, X., Ma, H., Hu, Y., Heianza, Y., and Qi, L., 2021. Joint exposure to various ambient air pollutants and incident heart failure: a prospective analysis in UK Biobank. European Heart Journal. Highly Cited Paper (4)

[32] Li X, Wang M, Song Y, Ma H, Zhou T, et al., 2021. Obesity and the relation between joint exposure to ambient air pollutants and incident type 2 diabetes: A cohort study in UK Biobank. PLOS Medicine. 18(8): e1003767.

[31] Tan, Y., Li, H.X., Cheng, J., Wang, J., Jiang, B., Song, Y., and Wang, X., 2021. Cost and Environmental Impact Estimation Methodology and Potential Impact Factors in Offshore Oil and Gas Platform Decommissioning: A Review. Environmental Impact Assessment Review. 87. 106536.

2020

[30] Song, Y., Wang, J.F., Ge, Y., et al., 2020. An optimal parameters-based geographical detector model enhances geographic characteristics of explanatory variables for spatial heterogeneity analysis: cases with different types of spatial data. GIScience & Remote Sensing. 57(5): 593-610. Highly Cited Paper (3)

[29] Song, Y., Wu, P., Gilmore, D., et al., 2020. A Spatial Heterogeneity-Based Segmentation Model for Analyzing Road Deterioration Network Data in Multi-Scale Infrastructure Systems. IEEE Transactions on Intelligent Transportation Systems

[28] Jiang, R., Wu, C., Song, Y. and Wu, P., 2020. Estimating carbon emissions from road use, maintenance and rehabilitation through a hybrid life cycle assessment approach–a case study. Journal of Cleaner Production. p.123276.

[27] Yang, L., Xu, L., Peng, J., Song, Y., et al., 2020. Nonlocal Band-Weighted Iterative Spectral Mixture Model for Hyperspectral Imagery Denoising. IEEE Transactions on Geoscience and Remote Sensing.

[26] Ma, X., Hong, Y., and Song, Y., 2020. Super resolution land cover mapping of hyperspectral images using the deep image prior-based approach. International Journal of Remote Sensing. 41 (7)

2019

[25] Song, Y., Wang, X.Y., Wright, G., Thatcher, D., et al., 2019. Traffic Volume Prediction with Segment-Based Regression Kriging and its Implementation in Assessing the Impact of Heavy Vehicles. IEEE Transactions on Intelligent Transportation Systems. (20)1: 232 – 243. Highly Cited Paper (2)

[24] Wu, P., Song, Y., Zhu, J. and Chang, R., 2019. Analysing the influence factors of the carbon emissions from China’s building and construction industry from 2000 to 2015. Journal of Cleaner Production.

[23] Ma, X., Hong, Y., Song, Y. and Chen, Y., 2019. A Super-Resolution Convolutional-Neural-Network-Based Approach for Subpixel Mapping of Hyperspectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[22] Liu, J., Chai, L., Lu, Z., Liu, S., Qu, Y., Geng, D., Song, Y., Guan, Y., Guo, Z., Wang, J. and Zhu, Z., 2019. Evaluation of SMAP, SMOS-IC, FY3B, JAXA, and LPRM Soil Moisture Products over the Qinghai-Tibet Plateau and Its Surrounding Areas. Remote Sensing, 11(7), p.792.

2018

[21] Song, Y., Tan, Y., Song, Y.M., et al., 2018. Spatial and temporal variations of spatial population accessibility to public hospitals: A case study of rural-urban comparison. GIScience & Remote Sensing Highly Cited Paper (1)

[20] Song, Y., Wright, G., Wu, P., Thatcher, D., et al., 2018. Segment-Based Spatial Analysis for Assessing Road Infrastructure Performance Using Monitoring Observations and Remote Sensing Data. Remote Sensing. 10(11): 1696.

[19] Song, Y., Long, Y., Wu, P., et al., 2018. Are all cities with similar urban form or not? Redefining cities with ubiquitous points of interest and evaluating them with indicators at city and block levels in China. International Journal of Geographical Information Science. 32(12): 2447-2476.

[18] Song, Y. and Fu, L.Y., 2018. Do Charitable Foundations Spend Money Where People Need It Most? A Spatial Analysis of China. ISPRS International Journal of Geo-Information. 7(3): 100.

[17] Tan, Y., Song, Y., Zhu, J., et al., 2018. Optimizing lift operations and vessel transport schedules for disassembly of multiple offshore platforms using BIM and GIS. Automation in Construction. 94, 328-339.

[16] Liu, X., Song, Y., Yi. W., et al., 2018. Comparing the random forest with the generalized additive model to evaluate the impacts of outdoor ambient environ-mental factors on scaffolding construction productivity. Journal of Construction Engineering and Management, 144(6),04018037.

[15] Wu, P., Song, Y., Hu, X. et al., 2018. A Preliminary Investigation of the Transition from Green Building to Green Community: Insights from LEED ND. Sustainability, 10(6), 1802.

[14] Cheng, J.C.P., Tan, Y., Song, Y., et al., 2018. Developing an evacuation evaluation model for offshore oil and gas platforms using BIM and agent-based model. Automation in Construction. (89): 214-224.

[13] Mirarchi, C., Pavan, A., De Marco, F., Wang, X. and Song, Y., 2018. Supporting Facility Management Processes through End-Users’ Integration and Coordinated BIM-GIS Technologies. ISPRS International Journal of Geo-Information.7(5),191.

2017

[12] Song, Y., Wang, X.Y., Tan, Y., et al., 2017. Trends and Opportunities of BIM-GIS Integration in the Architecture, Engineering and Construction Industry: A Review from a Spatio-Temporal Statistical Perspective. ISPRS International Journal of Geo-Information. 6(12): p.397.

[11] Wu, P., Song, Y., Shou W.C, et al., 2017. A comprehensive analysis of the credits obtained by LEED 2009 certified green buildings. Renewable and Sustainable Energy Reviews. 68, 370-379.

[10] Tan, Y., Song, Y., Liu, X., et al., 2017. A BIM-based framework for lift planning in topsides disassembly of offshore oil and gas platforms. Automation in Construction. 79, 19-30.

[9] Ge, Y., Song, Y., Wang, J.F., et al., 2017. Geographically Weighted Regression-based determinants of malaria incidences in northern China, Transactions in GIS. 21(5): 934-953.

[8] Wu, P., Song, Y., Wang, J., et al., 2017. Regional Variations of Credits Obtained by LEED 2009 Certified Green Buildings—A Country Level Analysis. Sustainability. 10(1): 20.

[7] Ge, Y., Wei, Y., Song, Y., et al., 2017. A WTLS-based rational function model for orthorectification of remote-sensing imagery. International Journal of Remote Sensing. 38(23): 7281-7301.

2016

[6] Song, Y., Ge, Y., Wang, J.F., et al., 2016. Spatial distribution estimation of malaria in northern China and its scenarios in 2020, 2030, 2040 and 2050, Malaria Journal, 15(1), 1.

[5] Wu, P., Mao, C., Wang, J., Song, Y., et al., 2017. A decade review of the credits obtained by LEED v2. 2 certified green building projects. Building and Environment. 102, 167-178.

[4] Yang, H. L., Peng, J. H., Wang, B. C., Song, Y., et al., 2016. Ground deformation monitoring of Zhengzhou city from 2012 to 2013 using an improved IPTA. Natural Hazards. 80(1), 1-17.

2015

[3] Song, Y., Yang H.L., Peng J.H., et al., 2015. Estimating PM2.5 Concentrations in Xi’an City Using a Generalized Additive Model with Multi-Source Monitoring Data. PLoS ONE. 10(11): e0142149.

[2] Wu, T.J., Ge, Y., Wang, J.H., Stein, A., Song, Y., et al., 2015. A WTLS-Based Method for Remote Sensing Imagery Registration. IEEE Transactions on Geoscience and Remote Sensing. 53(1): 102-116.

2014

[1] Wang, J.H., Ge, Y., Song, Y., et al., 2014. A Geostatistical Approach to Upscale Soil Moisture with Unequal Precision Observations. IEEE Geoscience and Remote Sensing Letters. 11(12): 2125-2129.