Author:

• [1]  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): 2533487. [Top Journal in Zone 1，IF 6.9]
• [2]  Ren, K ., Song, Y., Yu, Q., Second-dimension outliers for spatial prediction. **** (CAS Top Journal in Zone 1) (Under Review)
• [3]  Ren, K ., Song, Y., Yu, Q., patial outliers as a pattern measure for explaining heterogeneity. (Under Review)

Co-author:

• [1]  Yang, X., Song, Y., Ren, K., Wu, P., Pesudo-spatial learning. (Under Review)
• [2]  Xiao, Z., Song, Y., Ren, K., Zheng, X., Zhang, Z., Wu, P., Evaluating urban greenspace quality and its impact on mortality risk: A longitudinal ecological study in Australia. (Under Review)
• [3]  Yang, X., Song, Y., Yoo C., Ren, K., Wu, P., Irregular anisotropy in surface urban heat island footprint. (Under Review)
• [4]  Li, L., He, Q., Shi, Y., Feng, P., Shi, L., Ren, K., Yao, N., Liu, K., Harrison, M. T., Li, Y., Liu, D. L., Huete, A., Yu, Q., Yang, G., Robustness and uncertainty in drought trend projections across dryland and non-dryland regions under greenhouse warming. (Under Review)
• [5]  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 Geoinformation, 132, p.104068.
• [6]  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 Geoinformation, 132, p.104004.

International Conference:

• [1]  Ren, K. , Song, Y. and Yu, Q. (2025). A Novel Geospatial Machine Learning Approach for Uncovering Wheat Production Disparities: Evidence from Australia. The 11^th International Conference on Innovative Production and Construction (IPC2025). Perth, Australia.
• [2]  Ren, K. , Song, Y. and Yu, Q. (2024). Assessing the Impact of ENSO and Indian Ocean Dipole on Australian Bushfires Using RandomForests. 2024 American Geophysical Union (AGU24). Washington, D.C.
• [3]  Ren, K. & Song, Y. (2023). Local spatial heterogeneity of Wheat Yields in Western Australia. In Proceedings of City+2023@Perth International Conference on Geospatial Big Data and Artificial Intelligence for Cities. Perth, Curtin University.

Software Copyright:

Software Name	Registration	Date
Structural Surface Recognition and Intelligent Analysis System of Layered Geological Body	2019SR0706808	Jul.2019
Dianchi Lake Water Body Cyanobacteria Bloom Drift Simulation System	2018SR955442	Nov.2018
Simulation System of Total Suspended Solids in Large Water Bodies	2018SR798096	Oct.2018
Hydrogeological Modeling and Simulation System	2017SR427979	Aug.2017
3D Modeling and Analysis System of Underground Space	2017SR431955	Aug.2017
Multi-Dimensional Grid Adaptive Generation System For Geoscience Simulation	2017SR374939	Jul.2017
Dynamic Visualization System For Geoscience Model Simulation	2017SR374929	Jul.2017