Babak Mohammadi
Doctoral student
My main research interests are:
- Improving hydrological modeling in cold regions using satellite remote sensing and machine learning techniques.
- Application of data-driven approaches, hydrological process-based models, and remote sensing techniques for water resources management.
Publications
Displaying of publications. Sorted by year, then title.
Estimation of actual evapotranspiration : A novel hybrid method based on remote sensing and artificial intelligence
Fatemeh Hadadi, Roozbeh Moazenzadeh, Babak Mohammadi
(2022) Journal of Hydrology, 609
Journal articleImproving generalisation capability of artificial intelligence-based solar radiation estimator models using a bio-inspired optimisation algorithm and multi-model approach
Roozbeh Moazenzadeh, Babak Mohammadi, Zheng Duan, Mahdi Delghandi
(2022) Environmental Science and Pollution Research, 29 p.27719-27737
Journal articleApplication of ERA-Interim, empirical models, and an artificial intelligence-based model for estimating daily solar radiation
Babak Mohammadi, Roozbeh Moazenzadeh, Quoc Bao Pham, Nadhir Al-Ansari, Khalil Ur Rahman, et al.
(2022) Ain Shams Engineering Journal, 13
Journal articleEstablishing Coupled Models for Estimating Daily Dew Point Temperature Using Nature-Inspired Optimization Algorithms
Saeid Mehdizadeh, Babak Mohammadi, Farshad Ahmadi
(2022) Hydrology, 9
Journal articleSoil moisture estimation using novel bio-inspired soft computing approaches
Roozbeh Moazenzadeh, Babak Mohammadi, Mir Jafar Sadegh Safari, Kwok wing Chau
(2022) Engineering Applications of Computational Fluid Mechanics, 16 p.826-840
Journal articleEvaluating the impact of the environment on depleting groundwater resources: a case study from a semi-arid and arid climatic region
Khalil Ur Rahman, Anwar Hussain, Nuaman Ejaz, Muhammad Shahid, Zheng Duan, et al.
(2022) Hydrological Sciences Journal
Journal articleDevelopment of boosted machine learning models for estimating daily reference evapotranspiration and comparison with empirical approaches
Saeid Mehdizadeh, Babak Mohammadi, Quoc Bao Pham, Zheng Duan
(2021) Water, 13
Journal articleA review on the applications of machine learning for runoff modeling
Babak Mohammadi
(2021) Sustainable Water Resources Management, 7
Journal articleDevelopment of Bio-Inspired- and Wavelet-Based Hybrid Models for Reconnaissance Drought Index Modeling
Farshad Ahmadi, Saeid Mehdizadeh, Babak Mohammadi
(2021) Water Resources Management, 35 p.4127-4147
Journal articleNew hybrid nature-based algorithm to integration support vector machine for prediction of soil cation exchange capacity
Samad Emamgholizadeh, Babak Mohammadi
(2021) Soft Computing, 25 p.13451-13464
Journal articleCredibility of design rainfall estimates for drainage infrastructures : extent of disregard in Nigeria and proposed framework for practice
Oluwatobi Aiyelokun, Quoc Bao Pham, Oluwafunbi Aiyelokun, Anurag Malik, S. Adarsh, et al.
(2021) Natural Hazards, 109 p.1557-1588
Journal articleA novel hybrid dragonfly optimization algorithm for agricultural drought prediction
Pouya Aghelpour, Babak Mohammadi, Saeid Mehdizadeh, Hadigheh Bahrami-Pichaghchi, Zheng Duan
(2021) Stochastic Environmental Research and Risk Assessment, 35 p.2459-2477
Journal articlePerformance analysis of daily global solar radiation models in peru by regression analysis
Babak Mohammadi, Roozbeh Moazenzadeh
(2021) Atmosphere, 12
Journal article reviewApplication of an artificial intelligence technique enhanced with intelligent water drops for monthly reference evapotranspiration estimation
Farshad Ahmadi, Saeid Mehdizadeh, Babak Mohammadi, Quoc Bao Pham, Thi Ngoc Canh DOAN, et al.
(2021) Agricultural Water Management, 244
Journal articleMachine learning algorithm-based risk assessment of riparian wetlands in Padma River Basin of Northwest Bangladesh
Abu Reza Md Towfiqul Islam, Swapan Talukdar, Susanta Mahato, Sk Ziaul, Kutub Uddin Eibek, et al.
(2021) Environmental Science and Pollution Research, 28 p.34450-34471
Journal articleImproving streamflow simulation by combining hydrological process-driven and artificial intelligence-based models
Babak Mohammadi, Roozbeh Moazenzadeh, Kevin Christian, Zheng Duan
(2021) Environmental Science and Pollution Research
Journal articleAssessing the potential and hydrological usefulness of the CHIRPS precipitation dataset over a complex topography in Pakistan
Muhammad Shahid, Khalil Ur Rahman, Sajjad Haider, Hamza Farooq Gabriel, Abdul Jabbar Khan, et al.
(2021) Hydrological Sciences Journal, 66 p.1664-1684
Journal articleA new hybrid model based on relevance vector machine with flower pollination algorithm for phycocyanin pigment concentration estimation
Quoc Bao Pham, Saad Sh Sammen, Sani Isa Abba, Babak Mohammadi, Shamsuddin Shahid, et al.
(2021) Environmental Science and Pollution Research, 28 p.32564-32579
Journal articleImplementing novel hybrid models to improve indirect measurement of the daily soil temperature : Elman neural network coupled with gravitational search algorithm and ant colony optimization
Saeid Mehdizadeh, Babak Mohammadi, Quoc Bao Pham, Dao Nguyen Khoi, Nguyen Thi Thuy Linh
(2020) Measurement: Journal of the International Measurement Confederation, 165
Journal articleENN-SA : A novel neuro-annealing model for multi-station drought prediction
Ali Danandeh Mehr, Babak Vaheddoost, Babak Mohammadi
(2020) Computers and Geosciences, 145
Journal articleHybrid model to improve the river streamflow forecasting utilizing multi-layer perceptron-based intelligent water drop optimization algorithm
Quoc Bao Pham, Haitham Abdulmohsin Afan, Babak Mohammadi, Ali Najah Ahmed, Nguyen Thi Thuy Linh, et al.
(2020) Soft Computing, 24 p.18039-18056
Journal articleA theoretical approach for forecasting different types of drought simultaneously, using entropy theory and machine-learning methods
Pouya Aghelpour, Babak Mohammadi, Seyed Mostafa Biazar, Ozgur Kisi, Zohreh Sourmirinezhad
(2020) ISPRS International Journal of Geo-Information, 9
Journal articleSimulation of titicaca lake water level fluctuations using hybrid machine learning technique integrated with grey wolf optimizer algorithm
Babak Mohammadi, Yiqing Guan, Pouya Aghelpour, Samad Emamgholizadeh, Ramiro Pillco Zolá, et al.
(2020) Water, 12 p.1-18
Journal articleDeveloping hybrid time series and artificial intelligence models for estimating air temperatures
Babak Mohammadi, Saeid Mehdizadeh, Farshad Ahmadi, Nguyen Thi Thuy Lien, Nguyen Thi Thuy Linh, et al.
(2020) Stochastic Environmental Research and Risk Assessment, 35 p.1189-1204
Journal articleUsing the modis sensor for snow cover modeling and the assessment of drought effects on snow cover in a mountainous area
Pouya Aghelpour, Yiqing Guan, Hadigheh Bahrami‐pichaghchi, Babak Mohammadi, Ozgur Kisi, et al.
(2020) Remote Sensing, 12 p.1-22
Journal articleA novel approach for predicting daily pan evaporation in the coastal regions of Iran using support vector regression coupled with krill herd algorithm model
Yiqing Guan, Babak Mohammadi, Quoc Bao Pham, S. Adarsh, Khaled S. Balkhair, et al.
(2020) Theoretical and Applied Climatology, 142 p.349-367
Journal articleDeveloping Novel Robust Models to Improve the Accuracy of Daily Streamflow Modeling
Babak Mohammadi, Farshad Ahmadi, Saeid Mehdizadeh, Yiqing Guan, Quoc Bao Pham, et al.
(2020) Water Resources Management, 34 p.3387-3409
Journal articleAdaptive neuro-fuzzy inference system coupled with shuffled frog leaping algorithm for predicting river streamflow time series
Babak Mohammadi, Nguyen Thi Thuy Linh, Quoc Bao Pham, Ali Najah Ahmed, Jana Vojteková, et al.
(2020) Hydrological Sciences Journal, 65 p.1738-1751
Journal articleModeling daily reference evapotranspiration via a novel approach based on support vector regression coupled with whale optimization algorithm
Babak Mohammadi, Saeid Mehdizadeh
(2020) Agricultural Water Management, 237
Journal articleLetter to the editor "comparing artificial intelligence techniques for chlorophyll-a prediction in US lakes"
Eyyup Ensar Başakın, Ömer Ekmekcioğlu, Babak Mohammadi
(2020) Environmental Science and Pollution Research, 27 p.22131-22134
Journal article (letter)Estimation of solar radiation using neighboring stations through hybrid support vector regression boosted by Krill Herd algorithm
Babak Mohammadi, Zahra Aghashariatmadari
(2020) Arabian Journal of Geosciences, 13
Journal articleLetter to the editor "Modeling daily suspended sediment load using improved support vector machine model and genetic algorithm"
Babak Mohammadi
(2020) Environmental Science and Pollution Research, 27 p.17425-17426
Journal article (letter)Application of hybrid ANN-whale optimization model in evaluation of the field capacity and the permanent wilting point of the soils
Babak Vaheddoost, Yiqing Guan, Babak Mohammadi
(2020) Environmental Science and Pollution Research, 27 p.13131-13141
Journal articleIncorporating rainwater harvesting systems in iran's potable water-saving scheme by using a GIS-simulation based decision support system
Yie Ru Chiu, Kamaleddin Aghaloo, Babak Mohammadi
(2020) Water, 12
Journal articleImplementation of hybrid particle swarm optimization-differential evolution algorithms coupled with multi-layer perceptron for suspended sediment load estimation
Babak Mohammadi, Yiqing Guan, Roozbeh Moazenzadeh, Mir Jafar Sadegh Safari
(2020) Catena, 198
Journal articleLong-term monthly average temperature forecasting in some climate types of Iran, using the models SARIMA, SVR, and SVR-FA
Pouya Aghelpour, Babak Mohammadi, Seyed Mostafa Biazar
(2019) Theoretical and Applied Climatology, 138 p.1471-1480
Journal articleAssessment of bio-inspired metaheuristic optimisation algorithms for estimating soil temperature
Roozbeh Moazenzadeh, B. Mohammadi
(2019) Geoderma, 353 p.152-171
Journal articleA comparison between the application of empirical and ANN methods for estimation of daily global solar radiation in Iran
Babak Jahani, Babak Mohammadi
(2019) Theoretical and Applied Climatology, 137 p.1257-1269
Journal article