Overview
Background
I am a research fellow working with Professor Geoffrey J. McLachlan on semi-supervised learning, specifically investigating missingness mechanisms and mixture modelling.
Availability
- Dr Jinran Wu is:
- Available for supervision
Qualifications
- Doctor of Philosophy of Statistics, Queensland University of Technology
Works
Search Professor Jinran Wu’s works on UQ eSpace
2026
Journal Article
Mid-infrared spectroscopy for soil organic carbon estimation. Part II: Evaluating preprocessing at global and national scales
Li, Tong, Beniwal, Deeksha, Dalal, Ram C., Manning, Sean, Fu, Peng, Xia, Anquan, Wu, Jinran, Liu, Qingyang, Filipović, Vilim, Tsiminis, Georgios and Dang, Yash P. (2026). Mid-infrared spectroscopy for soil organic carbon estimation. Part II: Evaluating preprocessing at global and national scales. Soil and Tillage Research, 262 107237, 107237. doi: 10.1016/j.still.2026.107237
2026
Journal Article
Eco-efficiency analysis of China’s eight comprehensive economic zones: Evidence from a two-stage NSBM approach
Li, Shanru, Xu, Xu, Xu, Wensi, Qu, Haocheng, Xu, Xinrui, Zhang, Yixiang, Ni, Qing-He, Li, Tong, Wu, Jinran and Wang, You-Gan (2026). Eco-efficiency analysis of China’s eight comprehensive economic zones: Evidence from a two-stage NSBM approach. Physics and Chemistry of the Earth, Parts A/B/C, 144 104455, 104455. doi: 10.1016/j.pce.2026.104455
2026
Journal Article
Mid-Infrared spectroscopy for soil organic carbon estimation. Part I: Global review and meta-analysis
Li, Tong, Xia, Anquan, Dalal, Ram C., Manning, Sean, Beniwal, Deeksha, Xu, Zhihong, Pandey, Rajiv, Cui, Lizhen, Chen, Songchao, Fu, Peng, Xia, Yushu, Wu, Jinran, Wang, Yanfen and Dang, Yash P. (2026). Mid-Infrared spectroscopy for soil organic carbon estimation. Part I: Global review and meta-analysis. Soil and Tillage Research, 262 107236, 107236. doi: 10.1016/j.still.2026.107236
2026
Journal Article
Microseismic source localization and application based on the attention-based deep feedforward neural network model
Tian, Zhuangcai, Tian, Jiahao, Hua, Sen, Yu, Liyuan, Jing, Hongwen and Wu, Jinran (2026). Microseismic source localization and application based on the attention-based deep feedforward neural network model. Engineering Applications of Artificial Intelligence, 177 114982. doi: 10.1016/j.engappai.2026.114982
2026
Journal Article
Generative artificial intelligence and urban transport resilience: rethinking sustainable mobility
Wu, Jinran, Tian, Xin, Liu, Qingyang, Li, Tong, Liu, Chanjuan, Xu, Jing and Zhao, Huida (2026). Generative artificial intelligence and urban transport resilience: rethinking sustainable mobility. Safety Science, 198 107148, 1-14. doi: 10.1016/j.ssci.2026.107148
2026
Journal Article
Versioned soil organic carbon maps for climate-resilient and sustainable cities: a ridge-penalised linear mixed-effects ensemble of MIR-based predictions
Tian, Xin, Liu, Qingyang, Dalal, Ram C., Li, Tong, Wu, Jinran, McLachlan, Geoffrey J., Chapman, Scott and Dang, Yash P. (2026). Versioned soil organic carbon maps for climate-resilient and sustainable cities: a ridge-penalised linear mixed-effects ensemble of MIR-based predictions. Physics and Chemistry of the Earth, 143 104390, 1-15. doi: 10.1016/j.pce.2026.104390
2026
Journal Article
Geospatial elements as a supervision-like mechanism: Spatial-Neighborhood Preserving Projection for hyperspectral classification
Zeng, Limin, Zhang, Tao, Wang, Fang, Wu, Jinran and Wang, You-Gan (2026). Geospatial elements as a supervision-like mechanism: Spatial-Neighborhood Preserving Projection for hyperspectral classification. Infrared Physics and Technology, 155 106517, 106517. doi: 10.1016/j.infrared.2026.106517
2026
Journal Article
Mapping Soil Organic Carbon Research in Conservation Agriculture: A Systematic Review
Liu, Qingyang, Tian, Xin, Dalal, Ram C., Wu, Jinran, Xia, Anquan, Wu, Xiaoxuan, Li, Tong, McLachlan, Geoffrey J., Chapman, Scott and Dang, Yash P. (2026). Mapping Soil Organic Carbon Research in Conservation Agriculture: A Systematic Review. Farming System 100241, 100241. doi: 10.1016/j.farsys.2026.100241
2026
Journal Article
Multi-head attention driven aggregation-differentiation network for probabilistic groundwater depth forecasting and depth-stratified early warning: A multi-site efficient framework
Xu, Jing, Liu, Siyuan, Wu, Jinran, Mo, Yuming, Wang, Kun, Ji, Qingfeng, Wang, You-Gan and Li, Ling (2026). Multi-head attention driven aggregation-differentiation network for probabilistic groundwater depth forecasting and depth-stratified early warning: A multi-site efficient framework. Environmental Modelling and Software, 199 106934, 1-17. doi: 10.1016/j.envsoft.2026.106934
2026
Journal Article
Elevational patterns and thresholds of plant functional traits across China's biomes
Zheng, Yujuan, Zhong, Chengguang, Lyu, Tong, Wu, Jinran, Zhang, Le, Wang, Jingwen, Gao, Jie, Li, Tong, Fan, Yuchuan and Pandey, Rajiv (2026). Elevational patterns and thresholds of plant functional traits across China's biomes. Ecological Indicators, 185 114818, 1-10. doi: 10.1016/j.ecolind.2026.114818
2026
Journal Article
Multi-scale quantile neural network for air quality index prediction
Zhao, Shangrui, Yu, Weiqi, Li, Xi’an, Xu, Jing and Wu, Jinran (2026). Multi-scale quantile neural network for air quality index prediction. Theoretical and Applied Climatology, 157 (4) 229, 1-18. doi: 10.1007/s00704-026-06155-5
2026
Journal Article
Anthropogenic sustained increase in near bottom suspended particulate matter concentration of the deep marginal sea
Tian, Zhuangcai, Guo, Xiujun, Xiang, Jiaming, Li, Tong and Wu, Jinran (2026). Anthropogenic sustained increase in near bottom suspended particulate matter concentration of the deep marginal sea. Environmental Research, 293 123772, 1-10. doi: 10.1016/j.envres.2026.123772
2026
Conference Publication
A margin enhanced data augmentation method for imbalanced credit default prediction
Zhang, Hong, Chen, Yuansheng, Liu, Ximing, Wu, Jinran, Liao, Yichao and Li, Yayong (2026). A margin enhanced data augmentation method for imbalanced credit default prediction. 2025 IEEE International Conference on Big Data (BigData), Macao, China, 8-11 December 2025. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/bigdata66926.2025.11401514
2026
Journal Article
Integrating linear and circular polarization features for PolSAR land cover classification with deep learning
Zhang, Shuaiying, Dong, Zhen, Lin, Huadong, Zhang, Zhendong, Wu, Jinran, Quan, Sinong, An, Wentao, Li, Tong and Pandey, Rajiv (2026). Integrating linear and circular polarization features for PolSAR land cover classification with deep learning. International Journal of Applied Earth Observation and Geoinformation, 146 105090, 1-16. doi: 10.1016/j.jag.2026.105090
2026
Journal Article
AI ethics in geoscience: toward trustworthy and responsible innovation
Wu, Jinran, Tian, Xin, Wang, You-Gan, Li, Tong, Liu, Qingyang, Li, Yayong, Cui, Lizhen, Tian, Zhuangcai, Xu, Jing, Lyu, Xianzhou and Mo, Yuming (2026). AI ethics in geoscience: toward trustworthy and responsible innovation. Geography and Sustainability, 7 (1) 100414, 1-4. doi: 10.1016/j.geosus.2026.100414
2026
Journal Article
Normalized Fourier induced coupled PINNs to solve the Dirichlet biharmonic equations in a large-scale domain
Huang, Yujia, Wu, Jinran, Ding, Zhe and Li, Xi’an (2026). Normalized Fourier induced coupled PINNs to solve the Dirichlet biharmonic equations in a large-scale domain. Frontiers of Computer Science, 20 (7) 2007354, 7. doi: 10.1007/s11704-025-50366-4
2026
Journal Article
Predictive modelling of Australian school principals’ turnover intentions using machine learning with random effects
Guo, Jiesi, Huang, Danling, Wu, Jinran, Mogouie, Hamed and Dicke, Theresa (2026). Predictive modelling of Australian school principals’ turnover intentions using machine learning with random effects. Discover Computing, 29 (1) 24, 1-21. doi: 10.1007/s10791-025-09838-1
2026
Conference Publication
Generalized Few-Shot Node Classification via Training Set Refinement
Li, Yayong, Zhang, Xubo, Zhang, Hong, Ye, Nan, Liu, Zongli and Wu, Jinran (2026). Generalized Few-Shot Node Classification via Training Set Refinement. 22nd Pacific Rim International Conference on Artificial Intelligence, PRICAI 2025, Wellington, New Zealand, 17-21 November 2025. Singapore: Springer. doi: 10.1007/978-981-95-7075-1_32
2026
Journal Article
Separating the horizontal advection component from field-measured suspended sediment concentration profiles
Zhao, Zixi, Zhang, Shaotong, Wu, Jinran, Jin, Yao, Qiao, Lulu, Li, Guangxue and Li, Sanzhong (2026). Separating the horizontal advection component from field-measured suspended sediment concentration profiles. Water Research, 288 (Part A) 124630, 1-14. doi: 10.1016/j.watres.2025.124630
2026
Journal Article
Coupled salt and nitrogen dynamics in coastal reservoir-adjacent aquifer systems under extreme rainfall event
Mo, Yuming, Xu, Jing, Tian, Yuhang, Zhu, Senlin, Wu, Jinran, Li, Tong, Jin, Guangqiu and Li, Ling (2026). Coupled salt and nitrogen dynamics in coastal reservoir-adjacent aquifer systems under extreme rainfall event. Journal of Contaminant Hydrology, 276 104762, 104762. doi: 10.1016/j.jconhyd.2025.104762
Supervision
Availability
- Dr Jinran Wu is:
- Available for supervision
Looking for a supervisor? Read our advice on how to choose a supervisor.
Media
Enquiries
For media enquiries about Dr Jinran Wu's areas of expertise, story ideas and help finding experts, contact our Media team: