A Mixture-of-Experts framework for AMSR2 passive microwave snow depth retrieval over the Northern Hemisphere - Haoran Wang; Kebiao Mao; Jiancheng Shi; Zhonghua Guo; Sayed M. Bateni (Cold Regions Science and Technology, 2026)

A hybrid machine learning and data assimilation framework for penman–monteith evapotranspiration estimation over China - Xiaowen Wu; Xiang Li; Jianli Ding; Shaomin Liu; Tongren Xu; Lisheng Song; Sayed M. Bateni; Ziwei Xu; Dongxing Wu; Xinlei He; Jinjie Wang; Rui Liu; et al. (Remote Sensing of Environment, 2026)

Scour depth prediction at debris-affected bridge piers using interpretable hybrid machine learning models - Nasrin Eini; Sayed M. Bateni; Changhyun Jun (Ocean Engineering, 2026)

Spatiotemporal evolution, physical drivers, and future prediction of global terrestrial moisture imbalance: a multi-expert AI-agent approach based on SVBI - Longhao Xu; Kebiao Mao; Zhonghua Guo; Jiancheng Shi; Sayed M. Bateni; Zijin Yuan (Journal of Hydrology, 2026)

Assessing Watershed Health Based on Land-Use Changes and Climate Change Using PSR and Multi-Criteria Decision-Making Methods - Reza Chamani; Sharif Joorabian Shooshtari; Changhyun Jun; Sayed M. Bateni; Mehdi Vafakhah; Fatemeh Akbari Emamzadeh; Halime Joloro (Natural Resources Research, 2026)

Relative contribution of climate forcing and ice phenology to water quality in surface and deep layers of an arctic lake: Results from 44 years of in-situ measurements - Simin Heidari; Roohollah Noori; Sayed M. Bateni; Omid Karimi; Peiman Kianmehr; Manzoor Qadir; Yunlin Zhang; Kaveh Madani (Journal of Environmental Management, 2026)

A novel adaptive time-scale decomposition fused LSTM-transformer framework (ATSD-LT) for TCWV prediction - Longhao Xu; Kebiao Mao; Zhonghua Guo; Jiancheng Shi; Sayed M. Bateni; Zijin Yuan (Environmental Modelling & Software, 2026)

Greenhouse gas analysis at global scale using the CAMS EGG4 product - Khabat Khosravi; Ebrahim Mesgari; Sayed M. Bateni; Changhyun Jun; Heydar Mirzaei; Zahra Kalantari; Javad Hatamiafkoueieh (Gondwana Research, 2026)

Flood detection using PolSAR decomposition, feature selection, and deep learning - Jinwook Lee; Saeid Janizadeh; Alexander Melancon; Sayed M. Bateni; Dongkyun Kim; Andrew Molthan; Changhyun Jun; Ramin Farhadiani; Saeid Homayouni; Megersa Dinka (Gondwana Research, 2026)

Evaluating the Impact of Climate and Land-Use Change on Flood Susceptibility on a Global Scale - Fatemeh Rezaie; Saeid Janizadeh; Sayed M. Bateni; Changhyun Jun; Dongkyun Kim; Zahra Kalantari; Essam Heggy (Water Resources Management, 2026)

Estimation and mechanism analysis of global evapotranspiration based on a physics-informed deep-learning model - Jiancheng Wang; Tongren Xu; Shaomin Liu; Dongkyun Kim; Changhyun Jun; Sayed M. Bateni; Xiaoyan Li; Xin Li; Xiaofan Yang; Ziwei Xu; Gangqiang Zhang; Wenting Ming (Journal of Hydrology, 2026)

A novel approach of mapping snow disaster-prone areas based on areal disaster density optimization: a case study of South Korea - Soohyun Kim; Dongkyun Kim; Jinwook Lee; Sayed M. Bateni; Waqas Ahmad; Jeongha Park (Natural Hazards, 2026)

Evolution of eutrophication in boreal lakes: results from a half-century of in-situ measurements - Milad Shamsi Anboohi; Roohollah Noori; Mohammad Reza Badamian; Sayed M. Bateni; Fan Xia; Mehran Mahdian; Peiman Kianmehr; Qiuhong Tang (Journal of Hydrology, 2025)

Hourly streamflow forecasting across diverse climate zones on Oʻahu Island, Hawaiʻi - Peiman Parisouj; Changhyun Jun; Sayed M. Bateni (Journal of Hydrology, 2025)

Coupled retrieval of turbulent heat fluxes and gross primary productivity via the assimilation of land surface temperature data from geostationary satellites - Zongbin Xu; Tongren Xu; Xinlei He; Jingfeng Xiao; Sayed M. Bateni; Changhyun Jun; Gangqiang Zhang; Wenting Ming; Shaomin Liu (Remote Sensing of Environment, 2025)

Deep learning models for drought susceptibility mapping in Southeast Queensland, Australia - Fatemeh Rezaie; Mahdi Panahi; Changhyun Jun; Kavina Dayal; Dongkyun Kim; Hamid Darabi; Zahra Kalantari; Samaneh Seifollahi-Aghmiuni; Ravinesh C. Deo; Sayed M. Bateni (Stochastic Environmental Research and Risk Assessment, 2025)

Enhancing Rainfall-Runoff Simulation in Data-Poor Watersheds: Integrating Remote Sensing and Hybrid Decomposition for Hydrologic Modelling - Mostafa Riazi; Sayed M Bateni; Changhyun Jun; Aitazaz Ahsan Farooque; Khabat Khosravi; Soroush Abolfathi (Water Resources Management, 2025)

Satellite-driven machine learning framework for monitoring river sediment discharge: integrating Sentinel-2 spectral data with hydrometric insights - Milad Ahmadi; Seyed Hossein Mohajeri; Changhyun Jun; Dongkyun Kim; Soran Ezati; Sayed M. Bateni; Shohreh Azizi (Advances in Space Research, 2025)

Effect of the Spatial Resolution of Digital Elevation Models on the Performance of Nash, Rosso, and Clark Instantaneous Unit Hydrograph Models - Fariba Esmaeili; Mehdi Vafakhah; Changhyun Jun; Sayed M. Bateni; Vahid Moosavi (Water Resources Management, 2025)

Assessing Pan-Canada wildfire susceptibility by integrating satellite data with novel hybrid deep learning and black widow optimizer algorithms - Khabat Khosravi; Ashkan Mosallanejad; Sayed M. Bateni; Dongkyun Kim; Changhyun Jun; Ali Reza Shahvaran; Aitazaz A. Farooque; Massoud Karbasi; Mumtaz Ali (Science of The Total Environment, 2025)

Environmental controls on the conversion of nutrients to chlorophyll in lakes - Danial Naderian; Roohollah Noori; Dongkyun Kim; Changhyun Jun; Sayed M. Bateni; R. Iestyn Woolway; Sapna Sharma; Kun Shi; Boqiang Qin; Yunlin Zhang; Erik Jeppesen; Stephen C. Maberly (Water Research, 2025)

Pivotal role of snow depth, local atmospheric conditions, and large-scale climate signals on ice thinning in Finnish lakes - Danial Naderian; Roohollah Noori; Sayed M. Bateni; Changhyun Jun; Dongkyun Kim; Mohsen Shahmohammad; Farzaneh Alizadeh; Peiman Kianmehr; R. Iestyn Woolway (Science of The Total Environment, 2025)

Prediction of earth-fissure hazards: Unraveling the crucial roles of land use and groundwater fluctuations - Changhyun Jun; Dongkyun Kim; Sayed M. Bateni; Sultan Noman Qasem; Zulkefli Mansor; Shahab S. Band; Farzad Parsadoust; Bahram Choubin; Hao-Ting Pai (Environmental Impact Assessment Review, 2025)

Sub-watershed Prioritization Based on Watershed Hydrological Security Using Different Multi-Criteria Decision-Making Methods - Mohammad Tavosi; Mehdi Vafakhah; Seyed Hamidreza Sadeghi; Sayed M. Bateni (Water Resources Management, 2025)

Generation of rainfall scenarios based on rainfall transition probability to determine temporal distribution of independent rainstorms - Hoyoung Cha; Jongjin Baik; Jinwook Lee; Wooyoung Na; Sayed M. Bateni; Changhyun Jun (Stochastic Environmental Research and Risk Assessment, 2024)

A machine learning downscaling framework based on a physically constrained sliding window technique for improving resolution of global water storage anomaly - Gangqiang Zhang; Tongren Xu; Wenjie Yin; Sayed M. Bateni; Changhyun Jun; Dongkyun Kim; Shaomin Liu; Ziwei Xu; Wenting Ming; Jiancheng Wang (Remote Sensing of Environment, 2024)

Estimating equilibrium scour depth around non-circular bridge piers using interpretable hybrid machine learning models - Nasrin Eini; Saeid Janizadeh; Sayed M. Bateni; Changhyun Jun; Yeonjoo Kim (Ocean Engineering, 2024)

Machine learning-based modeling of surface water temperature dynamics in arctic lakes - Hyung Il Kim; Dongkyun Kim; Mohammad Milad Salamattalab; Mehran Mahdian; Sayed M. Bateni; Roohollah Noori (Environmental Science and Pollution Research, 2024)

Impact of climate change on future flood susceptibility projections under shared socioeconomic pathway scenarios in South Asia using artificial intelligence algorithms - Saeid Janizadeh; Dongkyun Kim; Changhyun Jun; Sayed M. Bateni; Manish Pandey; Varun Narayan Mishra (Journal of Environmental Management, 2024)

Incorporation of water quality index models with machine learning-based techniques for real-time assessment of aquatic ecosystems - Hyung Il Kim; Dongkyun Kim; Mehran Mahdian; Mohammad Milad Salamattalab; Sayed M. Bateni; Roohollah Noori (Environmental Pollution, 2024)

Innovative approach for estimating evapotranspiration and gross primary productivity by integrating land data assimilation, machine learning, and multi-source observations - Xinlei He; Shaomin Liu; Sayed M. Bateni; Tongren Xu; Changhyun Jun; Dongkyun Kim; Xin Li; Lisheng Song; Long Zhao; Ziwei Xu; Jiaxing Wei (Agricultural and Forest Meteorology, 2024)

Comparative study for coastal aquifer vulnerability assessment using deep learning and metaheuristic algorithms - Mojgan Bordbar; Essam Heggy; Changhyun Jun; Sayed M. Bateni; Dongkyun Kim; Hamid Kardan Moghaddam; Fatemeh Rezaie (Environmental Science and Pollution Research, 2024)

A water quality database for global lakes - Danial Naderian; Roohollah Noori; Essam Heggy; Sayed M. Bateni; Rabin Bhattarai; Ahmad Nohegar; Sapna Sharma (Resources, Conservation and Recycling, 2024)

Short-term drought Index forecasting for hot and semi-humid climate Regions: A novel empirical Fourier decomposition-based ensemble Deep-Random vector functional link strategy - Mehdi Jamei; Mumtaz Ali; Sayed M. Bateni; Changhyun Jun; Masoud Karbasi; Anurag Malik; Mozhdeh Jamei; Zaher Mundher Yaseen (Computers and Electronics in Agriculture, 2024)

Improving the prediction of wildfire susceptibility on Hawaiʻi Island, Hawaiʻi, using explainable hybrid machine learning models - Trang Thi Kieu Tran; Saeid Janizadeh; Sayed M. Bateni; Changhyun Jun; Dongkyun Kim; Clay Trauernicht; Fatemeh Rezaie; Thomas W. Giambelluca; Mahdi Panahi (Journal of Environmental Management, 2024)

Global Review of Modification, Optimization, and Improvement Models for Aquifer Vulnerability Assessment in the Era of Climate Change - Mojgan Bordbar; Fatemeh Rezaie; Sayed M. Bateni; Changhyun Jun; Dongkyun Kim; Gianluigi Busico; Hamid Kardan Moghaddam; Sina Paryani; Mahdi Panahi; Mohammad Valipour (Current Climate Change Reports, 2024)

Potential impacts of future climate on the spatio-temporal variability of landslide susceptibility in Iran using machine learning algorithms and CMIP6 climate-change scenarios - Saeid Janizadeh; Sayed M. Bateni; Changhyun Jun; Subodh Chandra Pal; Shahab S. Band; Indrajit Chowdhuri; Asish Saha; John P. Tiefenbacher; Amirhosein Mosavi (Gondwana Research, 2023)

Evaluating the NASA MERRA-2 climate reanalysis and ESA CCI satellite remote sensing soil moisture over the contiguous United States - Mohammad Valipour; Sayed M. Bateni; Jörg Dietrich; Essam Heggy; Mansour Almazroui (International Journal of Remote Sensing, 2023)

Monthly River Discharge Forecasting Using Hybrid Models Based on Extreme Gradient Boosting Coupled with Wavelet Theory and Lévy–Jaya Optimization Algorithm - Jincheng Zhou; Dan Wang; Shahab S. Band; Changhyun Jun; Sayed M. Bateni; M. Moslehpour; Hao-Ting Pai; Chung-Chian Hsu; Rasoul Ameri (Water Resources Management, 2023)

A multivariate decomposition–ensemble model for estimating long-term rainfall dynamics - Roya Narimani; Changhyun Jun; Alireza Saedi; Sayed M. Bateni; Jeill Oh (Climate Dynamics, 2023)

Enhancing predictive ability of optimized group method of data handling (GMDH) method for wildfire susceptibility mapping - Trang Thi Kieu Tran; Sayed M. Bateni; Fatemeh Rezaie; Mahdi Panahi; Changhyun Jun; Clay Trauernicht; Christopher M.U. Neale (Agricultural and Forest Meteorology, 2023)

Geospatial soil loss risk assessment using RUSLE model: a study of Panjkora River Basin, Khyber Pakhtunkhwa, Pakistan - Muhammad Jamal Nasir; Said Alam; Waqas Ahmad; Sayed M. Bateni; Javed Iqbal; Mansour Almazroui; Burhan Ahmad (Arabian Journal of Geosciences, 2023)

Multi-step ahead hourly forecasting of air quality indices in Australia: Application of an optimal time-varying decomposition-based ensemble deep learning algorithm - Mehdi Jamei; Mumtaz Ali; Changhyun Jun; Sayed M. Bateni; Masoud Karbasi; Aitazaz A. Farooque; Zaher Mundher Yaseen (Atmospheric Pollution Research, 2023)

Enhancing flood susceptibility modeling using multi-temporal SAR images, CHIRPS data, and hybrid machine learning algorithms - Mostafa Riazi; Khabat Khosravi; Kaka Shahedi; Sajjad Ahmad; Changhyun Jun; Sayed M. Bateni; Nerantzis Kazakis (Science of The Total Environment, 2023)

Comparison of optimized data-driven models for landslide susceptibility mapping - Armin Ghayur Sadigh; Ali Asghar Alesheikh; Sayed M. Bateni; Changhyun Jun; Saro Lee; Jeffrey R. Nielson; Mahdi Panahi; Fatemeh Rezaie (Environment, Development and Sustainability, 2023)

Hybrid-based approaches for the flood susceptibility prediction of Kermanshah province, Iran - Sina Paryani; Mojgan Bordbar; Changhyun Jun; Mahdi Panahi; Sayed M. Bateni; Christopher M. U. Neale; Hamidreza Moeini; Saro Lee (Natural Hazards, 2023)

Estimation of daily reference evapotranspiration from limited climatic variables in coastal regions - Hamidreza Vosoughifar; Helaleh Khoshkam; Sayed M. Bateni; Changhyun Jun; Tongren Xu; Shahab S. Band; Christopher M. U. Neale (Hydrological Sciences Journal, 2023)

Novel hybrid models by coupling support vector regression (SVR) with meta-heuristic algorithms (WOA and GWO) for flood susceptibility mapping - Fatemeh Rezaie; Mahdi Panahi; Sayed M. Bateni; Changhyun Jun; Christopher M. U. Neale; Saro Lee (Natural Hazards, 2022)

Modeling of available soil phosphorus (ASP) using multi-objective group method of data handling - Ali Keshavarzi; El-Sayed Ewis Omran; Sayed M. Bateni; Biswajeet Pradhan; Duraisamy Vasu; Ali Bagherzadeh (Modeling Earth Systems and Environment, 2016)