Publications

A selection of peer-reviewed journal articles and manuscripts under review, reflecting my research in GeoAI, urban analytics, and environmental modeling.

Peer-Reviewed Journal Articles

  1. Tian, A., Xu, T., Gao, J., Liu, C., & Han, L. (2023). Multi-scale spatiotemporal wetland loss and its critical influencing factors in China determined using innovative grid-based GWR. Ecological Indicators, 149, 110144. (Cited by 24)
  2. Xu, T., Tian, A., Gao, J., Yan, H., & Liu, C. (2024). Analysis of the spatial heterogeneity of glacier melting in Tibet Autonomous Region and its influential factors using the K-means and XGBoost-SHAP algorithms. Environmental Modelling & Software, 182, 106194. (Cited by 16)
  3. Xu, T., Zong, Y., Su, H., Tian, A., Gao, J., Wang, Y., & Su, R. (2023). Prediction of multi-scale socioeconomic parameters from long-term nighttime lights satellite data using decision tree regression: A case study of Chongqing, China. Land, 12(1), 249. (Cited by 4)
  4. Su, H., Xu, T., Xion, X., & Tian, A. (2024). Enhancement of land subsidence prediction capabilities using machine learning and SHAP value analysis with Sentinel-1 InSAR data. [Research Square (Preprint)] (Cited by 3)
  5. Xu, T., Su, H., He, B., Tian, A., & Guo, J. (2024). Influence of multiple spatiotemporal resolutions on the performance of urban growth simulation models. iScience, 27(1). (Cited by 2)
  6. Liu, C., Xu, T., Han, L., Du, S., & Tian, A. (2024). A Geographically Weighted Regression–Compute Unified Device Architecture (CUDA) approach to explore the spatial agglomeration and heterogeneity in arable land consumption in Southwest China. Agriculture, 14(10), 1675.

Under Review

  1. Yang, X., Van Berkel, D., Tian, A., Xu, Q., & Lindquist, M. (2025). Identifying and Mapping Urban Blight in Detroit Using Vision-Language Models. Under review at Computers, Environment and Urban Systems.
  2. Yang, X., Tian, A., Xu, Q., Lindquist, M., & Van Berkel, D. (2025). greenSD: A reproducible method for analyzing global seasonal greenspace datasets for urban analytics. Under review.
  3. Yang, X., Tian, A., Xu, Q., Lindquist, M., & Van Berkel, D. (2025). Modeling perceived urban soundscapes using visual–spatial metrics from street view imagery and spatial data: A case study of Detroit, USA. Under review.