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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

Mid-Infrared spectroscopy for soil organic carbon estimation. Part I: Global review and meta-analysis

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

Mid-infrared spectroscopy for soil organic carbon estimation. Part II: Evaluating preprocessing at global and national scales

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

Eco-efficiency analysis of China’s eight comprehensive economic zones: Evidence from a two-stage NSBM approach

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

Microseismic source localization and application based on the attention-based deep feedforward neural network model

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

Versioned soil organic carbon maps for climate-resilient and sustainable cities: a ridge-penalised linear mixed-effects ensemble of MIR-based predictions

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

Generative artificial intelligence and urban transport resilience: rethinking sustainable mobility

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

Geospatial elements as a supervision-like mechanism: Spatial-Neighborhood Preserving Projection for hyperspectral classification

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

Elevational patterns and thresholds of plant functional traits across China's biomes

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

Multi-head attention driven aggregation-differentiation network for probabilistic groundwater depth forecasting and depth-stratified early warning: A multi-site efficient framework

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

Multi-scale quantile neural network for air quality index prediction

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

Anthropogenic sustained increase in near bottom suspended particulate matter concentration of the deep marginal sea

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

A margin enhanced data augmentation method for imbalanced credit default prediction

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

Integrating linear and circular polarization features for PolSAR land cover classification with deep learning

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

AI ethics in geoscience: toward trustworthy and responsible innovation

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

Normalized Fourier induced coupled PINNs to solve the Dirichlet biharmonic equations in a large-scale domain

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

Predictive modelling of Australian school principals’ turnover intentions using machine learning with random effects

2026

Journal Article

Informative missingness and its implications in semi-supervised learning

Wu, Jinran, Wang, You-Gan and McLachlan, Geoffrey J. (2026). Informative missingness and its implications in semi-supervised learning. The Innovation Informatics 100033, 100033. doi: 10.59717/j.xinn-inform.2026.100033

Informative missingness and its implications in semi-supervised learning

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

Generalized Few-Shot Node Classification via Training Set Refinement

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

Separating the horizontal advection component from field-measured suspended sediment concentration profiles

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

Coupled salt and nitrogen dynamics in coastal reservoir-adjacent aquifer systems under extreme rainfall event