Advanced search
Publication Cover
Engineering Applications of Computational Fluid Mechanics Volume 12, 2018 - Issue 1
Submit an article Journal homepage
5,066
Views
149
CrossRef citations to date
0
Altmetric
Articles

Coupling a firefly algorithm with support vector regression to predict evaporation in northern Iran

Roozbeh MoazenzadehDepartment of Water Engineering, Shahrood University of Technology, Shahrood, IranORCID Iconhttp://orcid.org/0000-0002-1057-3801
ORCID Icon,
Babak MohammadiDepartment of Irrigation and Reclamation, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, IranORCID Iconhttp://orcid.org/0000-0001-8427-5965
ORCID Icon,
Shahaboddin ShamshirbandDepartment for Management of Science and Technology Development, Ton Duc Thang University, Ho Chi Minh City, Vietnam;Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City, VietnamCorrespondence[email protected]
ORCID Iconhttp://orcid.org/0000-0002-6605-498X
ORCID Icon &
Kwok-wing ChauDepartment of Civil and Environmental Engineering, Hong Kong Polytechnic University, Hong Kong, People’s Republic of China
Pages 584-597 | Received 05 Jan 2018, Accepted 26 May 2018, Published online: 30 Jun 2018

Citations (149)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (33)

Dilek Sabanci, Kadri Yurekli, Mehmet Murat Comert, Serhat Kilicarslan & Muberra Erdogan. (2023) Predicting reference evapotranspiration based on hydro-climatic variables: comparison of different machine learning models. Hydrological Sciences Journal 68:7, pages 1050-1063.
Read now
Gláuber Pontes Rodrigues, Ítalo Sampaio Rodrigues, Armin Raabe, Peter Holstein & José Carlos de Araújo. (2023) Direct measurement of open-water evaporation: a newly developed sensor applied to a Brazilian tropical reservoir. Hydrological Sciences Journal 68:3, pages 379-394.
Read now
Sandeep Samantaray & Abinash Sahoo. (2022) Prediction of suspended sediment concentration using hybrid SVM-WOA approaches. Geocarto International 37:19, pages 5609-5635.
Read now
Amin Mirboluki, Mojtaba Mehraein & Ozgur Kisi. (2022) Improving accuracy of neuro fuzzy and support vector regression for drought modelling using grey wolf optimization. Hydrological Sciences Journal 67:10, pages 1582-1597.
Read now
Long Qian, Lifeng Wu, Xiaogang Liu, Jianhua Dong, Sien Li, Qiliang Yang & Yaokui Cui. (2021) A study of the conversion of different evaporation pans in South China based on the extreme learning machine model. Hydrological Sciences Journal 66:16, pages 2357-2381.
Read now
Samaneh Karkheiran, Abdorreza Kabiri-Samani, Maryam Zekri & Hazi M Azamathulla. (2021) Scour at bridge piers in uniform and armored beds under steady and unsteady flow conditions using ANN-APSO and ANN-GA algorithms. ISH Journal of Hydraulic Engineering 27:sup1, pages 220-228.
Read now
Zhipeng Jiang, Haiyun Shi, Suning Liu, Zhaoqiang Zhou, Yao Wang & Hejiang Cai. (2021) Evolution characteristics of potential evapotranspiration over the Three-River Headwaters Region. Hydrological Sciences Journal 66:10, pages 1552-1566.
Read now
Anurag Malik, Yazid Tikhamarine, Nadhir Al-Ansari, Shamsuddin Shahid, Harkanwaljot Singh Sekhon, Raj Kumar Pal, Priya Rai, Kusum Pandey, Padam Singh, Ahmed Elbeltagi & Saad Shauket Sammen. (2021) Daily pan-evaporation estimation in different agro-climatic zones using novel hybrid support vector regression optimized by Salp swarm algorithm in conjunction with gamma test. Engineering Applications of Computational Fluid Mechanics 15:1, pages 1075-1094.
Read now
Babak Mohammadi, Nguyen Thi Thuy Linh, Quoc Bao Pham, Ali Najah Ahmed, Jana Vojteková, Yiqing Guan, S.I. Abba & Ahmed El-Shafie. (2020) Adaptive neuro-fuzzy inference system coupled with shuffled frog leaping algorithm for predicting river streamflow time series. Hydrological Sciences Journal 65:10, pages 1738-1751.
Read now
Mohammad Taghi Sattari, Kambiz Falsafian, Ahmet Irvem, Shahab S & Sultan Noman Qasem. (2020) Potential of kernel and tree-based machine-learning models for estimating missing data of rainfall. Engineering Applications of Computational Fluid Mechanics 14:1, pages 1078-1094.
Read now
Shahaboddin Shamshirband, Fatemeh Esmaeilbeiki, Davoud Zarehaghi, Mohammadreza Neyshabouri, Saeed Samadianfard, Mohammad Ali Ghorbani, Amir Mosavi, Narjes Nabipour & Kwok-Wing Chau. (2020) Comparative analysis of hybrid models of firefly optimization algorithm with support vector machines and multilayer perceptron for predicting soil temperature at different depths. Engineering Applications of Computational Fluid Mechanics 14:1, pages 939-953.
Read now
Amin Bemani, Alireza Baghban, Amir Mosavi & Shahab S.. (2020) Estimating CO2-Brine diffusivity using hybrid models of ANFIS and evolutionary algorithms. Engineering Applications of Computational Fluid Mechanics 14:1, pages 818-834.
Read now
Shahaboddin Shamshirband, Amir Mosavi, Timon Rabczuk, Narjes Nabipour & Kwok-wing Chau. (2020) Prediction of significant wave height; comparison between nested grid numerical model, and machine learning models of artificial neural networks, extreme learning and support vector machines. Engineering Applications of Computational Fluid Mechanics 14:1, pages 805-817.
Read now
Narjes Nabipour, Amir Mosavi, Eva Hajnal, Laszlo Nadai, Shahaboddin Shamshirband & Kwok-Wing Chau. (2020) Modeling climate change impact on wind power resources using adaptive neuro-fuzzy inference system. Engineering Applications of Computational Fluid Mechanics 14:1, pages 491-506.
Read now
Xinhai Chen, Jie Liu, Yufei Pang, Jie Chen, Lihua Chi & Chunye Gong. (2020) Developing a new mesh quality evaluation method based on convolutional neural network. Engineering Applications of Computational Fluid Mechanics 14:1, pages 391-400.
Read now
Shahaboddin Shamshirband, Meisam Babanezhad, Amir Mosavi, Narjes Nabipour, Eva Hajnal, Laszlo Nadai & Kwok-Wing Chau. (2020) Prediction of flow characteristics in the bubble column reactor by the artificial pheromone-based communication of biological ants. Engineering Applications of Computational Fluid Mechanics 14:1, pages 367-378.
Read now
Donggeun Park, Jemyung Cha, Moonjeong Kim & Jeung Sang Go. (2020) Multi-objective optimization and comparison of surrogate models for separation performances of cyclone separator based on CFD, RSM, GMDH-neural network, back propagation-ANN and genetic algorithm. Engineering Applications of Computational Fluid Mechanics 14:1, pages 180-201.
Read now
Rajab Homsi, Mohammed Sanusi Shiru, Shamsuddin Shahid, Tarmizi Ismail, Sobri Bin Harun, Nadhir Al-Ansari, Kwok-Wing Chau & Zaher Mundher Yaseen. (2020) Precipitation projection using a CMIP5 GCM ensemble model: a regional investigation of Syria. Engineering Applications of Computational Fluid Mechanics 14:1, pages 90-106.
Read now
Zaher Mundher Yaseen, Anas Mahmood Al-Juboori, Ufuk Beyaztas, Nadhir Al-Ansari, Kwok-Wing Chau, Chongchong Qi, Mumtaz Ali, Sinan Q. Salih & Shamsuddin Shahid. (2020) Prediction of evaporation in arid and semi-arid regions: a comparative study using different machine learning models. Engineering Applications of Computational Fluid Mechanics 14:1, pages 70-89.
Read now
Abdolhossein Hemmati-Sarapardeh, Sassan Hajirezaie, Mohamad Reza Soltanian, Amir Mosavi, Narjes Nabipour, Shahaboddin Shamshirband & Kwok-Wing Chau. (2020) Modeling natural gas compressibility factor using a hybrid group method of data handling. Engineering Applications of Computational Fluid Mechanics 14:1, pages 27-37.
Read now
Yazid Tikhamarine, Anurag Malik, Anil Kumar, Doudja Souag-Gamane & Ozgur Kisi. (2019) Estimation of monthly reference evapotranspiration using novel hybrid machine learning approaches. Hydrological Sciences Journal 64:15, pages 1824-1842.
Read now
Hailian Xue, Annikki Mäkelä, Lauri Valsta, Jerome K. Vanclay & Tianjian Cao. (2019) Comparison of population-based algorithms for optimizing thinnings and rotation using a process-based growth model. Scandinavian Journal of Forest Research 34:6, pages 458-468.
Read now
Ufuk Beyaztas, Sinan Q. Salih, Kwok-Wing Chau, Nadhir Al-Ansari & Zaher Mundher Yaseen. (2019) Construction of functional data analysis modeling strategy for global solar radiation prediction: application of cross-station paradigm. Engineering Applications of Computational Fluid Mechanics 13:1, pages 1165-1181.
Read now
Munir Ali Elfarra. (2019) Optimization of helicopter rotor blade performance by spline-based taper distribution using neural networks based on CFD solutions. Engineering Applications of Computational Fluid Mechanics 13:1, pages 833-848.
Read now
Sinan Q. Salih, Mohammed Falah Allawi, Ali A. Yousif, Asaad M. Armanuos, Mandeep Kaur Saggi, Mumtaz Ali, Shamsuddin Shahid, Nadhir Al-Ansari, Zaher Mundher Yaseen & Kwok-Wing Chau. (2019) Viability of the advanced adaptive neuro-fuzzy inference system model on reservoir evaporation process simulation: case study of Nasser Lake in Egypt. Engineering Applications of Computational Fluid Mechanics 13:1, pages 878-891.
Read now
Wang Jing, Zaher Mundher Yaseen, Shamsuddin Shahid, Mandeep Kaur Saggi, Hai Tao, Ozgur Kisi, Sinan Q. Salih, Nadhir Al-Ansari & Kwok-Wing Chau. (2019) Implementation of evolutionary computing models for reference evapotranspiration modeling: short review, assessment and possible future research directions. Engineering Applications of Computational Fluid Mechanics 13:1, pages 811-823.
Read now
Nait Amar Menad, Zeraibi Noureddine, Abdolhossein Hemmati-Sarapardeh, Shahaboddin Shamshirband, Amir Mosavi & Kwok-wing Chau. (2019) Modeling temperature dependency of oil - water relative permeability in thermal enhanced oil recovery processes using group method of data handling and gene expression programming. Engineering Applications of Computational Fluid Mechanics 13:1, pages 724-743.
Read now
Razieh Razavi, Aida Sabaghmoghadam, Amin Bemani, Alireza Baghban, Kwok-wing Chau & Ely Salwana. (2019) Application of ANFIS and LSSVM strategies for estimating thermal conductivity enhancement of metal and metal oxide based nanofluids. Engineering Applications of Computational Fluid Mechanics 13:1, pages 560-578.
Read now
Hossien Riahi-Madvar, Majid Dehghani, Akram Seifi, Ely Salwana, Shahaboddin Shamshirband, Amir Mosavi & Kwok-wing Chau. (2019) Comparative analysis of soft computing techniques RBF, MLP, and ANFIS with MLR and MNLR for predicting grade-control scour hole geometry. Engineering Applications of Computational Fluid Mechanics 13:1, pages 529-550.
Read now
Amir Mosavi, Shahaboddin Shamshirband, Ely Salwana, Kwok-wing Chau & Joseph H. M. Tah. (2019) Prediction of multi-inputs bubble column reactor using a novel hybrid model of computational fluid dynamics and machine learning. Engineering Applications of Computational Fluid Mechanics 13:1, pages 482-492.
Read now
Mohammad Hossein Ahmadi, Milad Sadeghzadeh, Amir Hossein Raffiee & Kwok-wing Chau. (2019) Applying GMDH neural network to estimate the thermal resistance and thermal conductivity of pulsating heat pipes. Engineering Applications of Computational Fluid Mechanics 13:1, pages 327-336.
Read now
Saeed Samadianfard, Abolfazl Majnooni-Heris, Sultan Noman Qasem, Ozgur Kisi, Shahaboddin Shamshirband & Kwok-wing Chau. (2019) Daily global solar radiation modeling using data-driven techniques and empirical equations in a semi-arid climate. Engineering Applications of Computational Fluid Mechanics 13:1, pages 142-157.
Read now
Pezhman Taherei Ghazvinei, Hossein Hassanpour Darvishi, Amir Mosavi, Khamaruzaman bin Wan Yusof, Meysam Alizamir, Shahaboddin Shamshirband & Kwok-wing Chau. (2018) Sugarcane growth prediction based on meteorological parameters using extreme learning machine and artificial neural network. Engineering Applications of Computational Fluid Mechanics 12:1, pages 738-749.
Read now

Articles from other publishers (116)

Sarita Gajbhiye Meshram, Mohd Abul Hasan, Atefeh Nouraki, Mohammad Alavi, Mohammad Albaji & Chandrashekhar Meshram. (2023) Machine learning prediction of sediment yield index. Soft Computing 27:21, pages 16111-16124.
Crossref
Zhiwen Cheng, Haohao Song, Debin Zheng, Meng Zhou & Kexin Sun. (2023) Hybrid firefly algorithm with a new mechanism of gender distinguishing for global optimization. Expert Systems with Applications 224, pages 120027.
Crossref
Elaheh Motevali Bashi Naeini & Shahrokh Soltaninia. (2023) Computationally efficient evolutionary optimisation for joint reservoir design-operations. Proceedings of the Institution of Civil Engineers - Water Management 176:3, pages 132-147.
Crossref
Komal Zaheer, Sana Saeed & Salman Tariq. (2023) Prediction of aerosol optical depth over Pakistan using novel hybrid machine learning model. Acta Geophysica.
Crossref
Ahmed Elbeltagi, Mustafa Al-Mukhtar, N. L. Kushwaha, Nadhir Al-Ansari & Dinesh Kumar Vishwakarma. (2022) Forecasting monthly pan evaporation using hybrid additive regression and data-driven models in a semi-arid environment. Applied Water Science 13:2.
Crossref
Zhengtian Wu. 2023. Integer Optimization and its Computation in Emergency Management. Integer Optimization and its Computation in Emergency Management 149 172 .
E. Yapıcı, H. Akgün, K. Özkan, Z. Günkaya, A. Özkan & M. Banar. (2022) Prediction of gas product yield from packaging waste pyrolysis: support vector and Gaussian process regression models. International Journal of Environmental Science and Technology 20:1, pages 461-476.
Crossref
Quoc Bao Pham, Babak Mohammadi, Roozbeh Moazenzadeh, Salim Heddam, Ramiro Pillco Zolá, Adarsh Sankaran, Vivek Gupta, Ismail Elkhrachy, Khaled Mohamed Khedher & Duong Tran Anh. (2022) Prediction of lake water-level fluctuations using adaptive neuro-fuzzy inference system hybridized with metaheuristic optimization algorithms. Applied Water Science 13:1.
Crossref
Iqramul Haq, Md. Ismail Hossain, Md. Moshiur Rahman, Md. Injamul Haq Methun, Ashis Talukder, Md. Jakaria Habib & Md. Sanwar Hossain. 2022. Artificial Intelligence Annual Volume 2022. Artificial Intelligence Annual Volume 2022.
Mohammad Ehteram, Renata Graf, Ali Najah Ahmed & Ahmed El-Shafie. (2022) Improved prediction of daily pan evaporation using Bayesian Model Averaging and optimized Kernel Extreme Machine models in different climates. Stochastic Environmental Research and Risk Assessment 36:11, pages 3875-3910.
Crossref
Yiguo Xu, Wanquan Gao, Junhong Fan, Zengbao Zhao, Hui Zhang, Hongqing Ma, Zhichao Wang, Yan Li & Lei Yu. (2022) Comparison of Urban Canopy Schemes and Surface Layer Schemes in the Simulation of a Heatwave in the Xiongan New Area. Atmosphere 13:9, pages 1472.
Crossref
Albenis Pérez-Alarcón, Daniel Garcia-Cortes, José C. Fernández-Alvarez & Yoel Martínez-González. (2022) Improving Monthly Rainfall Forecast in a Watershed by Combining Neural Networks and Autoregressive Models. Environmental Processes 9:3.
Crossref
Xiaoqing Deng, Jing Zhang, Yunfei Che, Lihua Zhou, Tianwei Lu & Tian Han. (2022) The Effect of Diffuse Radiation on Ecosystem Carbon Fluxes Across China From FLUXNET Forest Observations. Frontiers in Earth Science 10.
Crossref
Aiyun Zhan, Fei Du, Zhaozheng Chen, Guanxiang Yin, Meng Wang & Yuejin Zhang. (2022) A traffic flow forecasting method based on the GA-SVR. Journal of High Speed Networks 28:2, pages 97-106.
Crossref
Karim Solaimani. (2022) Seasonal relationship between climatic variables and evaporation based on Bayesian quantile regression method in southern Caspian region. Arabian Journal of Geosciences 15:10.
Crossref
Sandeep Samantaray, Abinash Sahoo & Deba Prakash Satapathy. (2022) Prediction of groundwater-level using novel SVM-ALO, SVM-FOA, and SVM-FFA algorithms at Purba-Medinipur, India. Arabian Journal of Geosciences 15:8.
Crossref
Roozbeh Moazenzadeh, Babak Mohammadi, Zheng Duan & Mahdi Delghandi. (2022) Improving generalisation capability of artificial intelligence-based solar radiation estimator models using a bio-inspired optimisation algorithm and multi-model approach. Environmental Science and Pollution Research 29:19, pages 27719-27737.
Crossref
Beáta Novotná, Ľuboš Jurík, Ján Čimo, Jozef Palkovič, Branislav Chvíla & Vladimír Kišš. (2022) Machine Learning for Pan Evaporation Modeling in Different Agroclimatic Zones of the Slovak Republic (Macro-Regions). Sustainability 14:6, pages 3475.
Crossref
Wenhao Chai, Yaxun Yang, Haibo Yu, Fuli Yang & Zhikui Yang. (2021) Optimal sensor placement of bridge structure based on sensitivity‐effective independence method. IET Circuits, Devices & Systems 16:2, pages 125-135.
Crossref
Roohollah Noori, Behzad Ghiasi, Sohrab Salehi, Mehdi Esmaeili Bidhendi, Amin Raeisi, Sadegh Partani, Rojin Meysami, Mehran Mahdian, Majid Hosseinzadeh & Soroush Abolfathi. (2022) An Efficient Data Driven-Based Model for Prediction of the Total Sediment Load in Rivers. Hydrology 9:2, pages 36.
Crossref
Xuelin Xie, Xinye Zhang, Jingfang Shen & Kebing Du. (2022) Poplar’s Waterlogging Resistance Modeling and Evaluating: Exploring and Perfecting the Feasibility of Machine Learning Methods in Plant Science. Frontiers in Plant Science 13.
Crossref
Xiaona Chen, Xin Tao & Yaping Yang. (2022) Distribution and Attribution of Gross Primary Productivity Increase Over the Mongolian Plateau, 2001-2018. IEEE Access 10, pages 25125-25134.
Crossref
Zhulin Chen, Xuefeng Wang & Shanshan Sun. (2022) Estimating the total nitrogen content of Aquilaria sinensis leaves based on a hybrid feature selection algorithm and image data from a modified digital camera. Biosystems Engineering 213, pages 89-104.
Crossref
Karim Solaimani & Sedigheh Bararkhanpour. (2021) Spatiotemporal changes of climatic parameters extreme quantiles and their role on evaporation in N. Iran (Golestan province). Arabian Journal of Geosciences 15:1.
Crossref
Yani Lian, Jungang Luo, Jingmin Wang, Ganggang Zuo & Na Wei. (2021) Climate-driven Model Based on Long Short-Term Memory and Bayesian Optimization for Multi-day-ahead Daily Streamflow Forecasting. Water Resources Management 36:1, pages 21-37.
Crossref
Ambili Areekara Vasudevan, A. V. Senthil Kumar & Sivaram Rajeyyagari. 2022. Applications of Artificial Intelligence and Machine Learning. Applications of Artificial Intelligence and Machine Learning 13 21 .
Ali Arefinia, Omid Bozorg-Haddad, Arman Oliazadeh, Babak Zolghadr-Asli & Arturo A. Keller. 2022. Computational Intelligence for Water and Environmental Sciences. Computational Intelligence for Water and Environmental Sciences 103 118 .
R. K. Goyal & Mahesh K. Gaur. 2022. Hydro-Meteorological Extremes and Disasters. Hydro-Meteorological Extremes and Disasters 265 278 .
Xiaoqiang Liu, Lifeng Wu, Fucang Zhang, Guomin Huang, Fulai Yan & Wenqiang Bai. (2021) Splitting and Length of Years for Improving Tree-Based Models to Predict Reference Crop Evapotranspiration in the Humid Regions of China. Water 13:23, pages 3478.
Crossref
Miao Su, Hui Peng & Shaofan Li. (2021) A visualized bibliometric analysis of mapping research trends of machine learning in engineering (MLE). Expert Systems with Applications 186, pages 115728.
Crossref
Hamidreza Ghazvinian, Hojat Karami, Saeed Farzin & Sayed-Farhad Mousavi. (2021) Introducing affordable and accessible physical covers to reduce evaporation from agricultural water reservoirs and pools (field study, statistics, and intelligent methods). Arabian Journal of Geosciences 14:23.
Crossref
Mustafa Al-Mukhtar. (2021) Modeling of pan evaporation based on the development of machine learning methods. Theoretical and Applied Climatology 146:3-4, pages 961-979.
Crossref
Basil Haidi Farizan, Aji Gautama Putrada & Rizka Reza Pahlevi. (2021) Analysis of Support Vector Regression Performance in Prediction of Lettuce Growth for Aeroponic IoT Systems. Analysis of Support Vector Regression Performance in Prediction of Lettuce Growth for Aeroponic IoT Systems.
Mohammad Hassan Dehghanipour, Hojat Karami, Hamidreza Ghazvinian, Zahra Kalantari & Amir Hossein Dehghanipour. (2021) Two Comprehensive and Practical Methods for Simulating Pan Evaporation under Different Climatic Conditions in Iran. Water 13:20, pages 2814.
Crossref
Atefe Ebrahimi, Dariush Rahimi, Mohammad Joghataei & Saeed Movahedi. (2021) Correlation Wavelet Analysis for Linkage between Winter Precipitation and Three Oceanic Sources in Iran. Environmental Processes 8:3, pages 1027-1045.
Crossref
Kumar Rahul & Rohitash Kumar Banyal. (2020) Firefly algorithm: an optimization solution in big data processing for the healthcare and engineering sector. International Journal of Speech Technology 24:3, pages 581-592.
Crossref
Alberto Parra, Asier Zubizarreta & Joshué Pérez. (2021) An energy efficient intelligent torque vectoring approach based on fuzzy logic controller and neural network tire forces estimator. Neural Computing and Applications 33:15, pages 9171-9184.
Crossref
Leping Tu, Yan Chen & Lifeng Wu. (2021) Grey Forecast Model with Aging Fractional Accumulation and Its Properties. Journal of Mathematics 2021, pages 1-12.
Crossref
Mohamed El-Sayed El-Mahdy, Wael A. El-Abd & Fawzia I. Morsi. (2021) Forecasting lake evaporation under a changing climate with an integrated artificial neural network model: A case study Lake Nasser, Egypt. Journal of African Earth Sciences 179, pages 104191.
Crossref
Quoc Bao Pham, Saad Sh. Sammen, Sani Isa Abba, Babak Mohammadi, Shamsuddin Shahid & Rabiu Aliyu Abdulkadir. (2021) A new hybrid model based on relevance vector machine with flower pollination algorithm for phycocyanin pigment concentration estimation. Environmental Science and Pollution Research 28:25, pages 32564-32579.
Crossref
Shufen Chen, Le Liu, Shuaishuai Xu, Meihong Ma, Dacheng Wang, Feng Wang & Jing Liu. (2021) Multi-scale update on precipitation characteristics at Jinan, East China. Journal of Water and Climate Change 12:4, pages 1268-1281.
Crossref
Kevin Christian, Andreas F. V. Roy, Doddi Yudianto & Danrong Zhang. (2021) Application of optimized Support Vector Machine in monthly streamflow forecasting: using Autocorrelation Function for input variables estimation. Sustainable Water Resources Management 7:3.
Crossref
Ahmad Roshani, Fatemeh Parak & Hossein Esmaili. (2021) Trend analysis of climate change compound indices in Iran. Journal of Water and Climate Change 12:3, pages 801-816.
Crossref
Mokhtar Karami & Mehdi Asadi. (2021) Investigating the inter-annual precipitation changes of Iran. Journal of Water and Climate Change 12:3, pages 879-894.
Crossref
Marko Ðurasević & Domagoj Jakobović. (2020) Automatic design of dispatching rules for static scheduling conditions. Neural Computing and Applications 33:10, pages 5043-5068.
Crossref
Yankun Yang. (2021) Combination Forecast of Economic Chaos Based on Improved Genetic Algorithm. Complexity 2021, pages 1-11.
Crossref
Pouya Aghelpour, Vijay P. Singh & Vahid Varshavian. (2021) Time series prediction of seasonal precipitation in Iran, using data-driven models: a comparison under different climatic conditions. Arabian Journal of Geosciences 14:7.
Crossref
The-Duong Nguyen, Thu-Hien Tran, Hieu Nguyen & Hoang Nhat-Duc. (2019) A success history-based adaptive differential evolution optimized support vector regression for estimating plastic viscosity of fresh concrete. Engineering with Computers 37:2, pages 1485-1498.
Crossref
Neda Esfandiari & Hassan Lashkari. (2021) The effect of atmospheric rivers on cold-season heavy precipitation events in Iran. Journal of Water and Climate Change 12:2, pages 596-611.
Crossref
Kamal Pandey, Bhaskar Basu & Sandipan Karmakar. (2021) An Efficient Decision-Making Approach for Short Term Indoor Room Temperature Forecasting in Smart Environment: Evidence from India. International Journal of Information Technology & Decision Making 20:02, pages 733-774.
Crossref
Khader M. Hamdia, Xiaoying Zhuang & Timon Rabczuk. (2020) An efficient optimization approach for designing machine learning models based on genetic algorithm. Neural Computing and Applications 33:6, pages 1923-1933.
Crossref
Mohamed El-Sayed El-Mahdy, Mohamed S. Abbas & Hassan M. Sobhy. (2021) Development of mass-transfer evaporation model for Lake Nasser, Egypt. Journal of Water and Climate Change 12:1, pages 223-237.
Crossref
Chun‐Na Li, Yuan‐Hai Shao, Da Zhao, Yan‐Ru Guo & Xiang‐Yu Hua. (2020) Feature selection for high‐dimensional regression via sparse LSSVR based on Lp‐norm. International Journal of Intelligent Systems 36:2, pages 1108-1130.
Crossref
Karpagam Sundararajan, Lalit Garg, Kathiravan Srinivasan, Ali Kashif Bashir, Jayakumar Kaliappan, Ganapathy Pattukandan Ganapathy, Senthil Kumaran Selvaraj & T. Meena. (2021) A Contemporary Review on Drought Modeling Using Machine Learning Approaches. Computer Modeling in Engineering & Sciences 128:2, pages 447-487.
Crossref
Farahnaz Fazel-Rastgar. (2020) Synoptic climatological approach associated with three recent summer heatwaves in the Canadian Arctic. Journal of Water and Climate Change 11:S1, pages 233-250.
Crossref
Koyel Sur & M. M. Lunagaria. (2020) Association between drought and agricultural productivity using remote sensing data: a case study of Gujarat state of India. Journal of Water and Climate Change 11:S1, pages 189-202.
Crossref
Gebre Gelete, Huseyin Gokcekus & Tagesse Gichamo. (2020) Impact of climate change on the hydrology of Blue Nile basin, Ethiopia: a review. Journal of Water and Climate Change 11:4, pages 1539-1550.
Crossref
Shihui Zhang, Tao Zhang, Yajie Liu, Wenhua Li & Mengda Cao. (2020) A modified framework based on LSTM-FC for wind turbine health status prediction. A modified framework based on LSTM-FC for wind turbine health status prediction.
Saeid Mehdizadeh, Babak Mohammadi, Quoc Bao Pham, Dao Nguyen Khoi & Nguyen Thi Thuy Linh. (2020) Implementing novel hybrid models to improve indirect measurement of the daily soil temperature: Elman neural network coupled with gravitational search algorithm and ant colony optimization. Measurement 165, pages 108127.
Crossref
Wenhao Xue, Jing Zhang, Yan Qiao, Jing Wei, Tianwei Lu, Yunfei Che & Yulu Tian. (2020) Spatiotemporal variations and relationships of aerosol-radiation-ecosystem productivity over China during 2001–2014. Science of The Total Environment 741, pages 140324.
Crossref
Babak Mohammadi, Yiqing Guan, Pouya Aghelpour, Samad Emamgholizadeh, Ramiro Pillco Zolá & Danrong Zhang. (2020) Simulation of Titicaca Lake Water Level Fluctuations Using Hybrid Machine Learning Technique Integrated with Grey Wolf Optimizer Algorithm. Water 12:11, pages 3015.
Crossref
Pouya Aghelpour, Yiqing Guan, Hadigheh Bahrami-Pichaghchi, Babak Mohammadi, Ozgur Kisi & Danrong Zhang. (2020) Using the MODIS Sensor for Snow Cover Modeling and the Assessment of Drought Effects on Snow Cover in a Mountainous Area. Remote Sensing 12:20, pages 3437.
Crossref
Shengpu Li & Yize Sun. (2020) Predicting Ink Transfer Rate of 3D Additive Printing Using EGBO Optimized Least Squares Support Vector Machine Model. Mathematical Problems in Engineering 2020, pages 1-12.
Crossref
K. F. Fung, Y. F. Huang, C. H. Koo & Y. W. Soh. (2020) Drought forecasting: A review of modelling approaches 2007–2017. Journal of Water and Climate Change 11:3, pages 771-799.
Crossref
Jiada Li, Daniyal Hassan, Simon Brewer & Robert Sitzenfrei. (2020) Is Clustering Time-Series Water Depth Useful? An Exploratory Study for Flooding Detection in Urban Drainage Systems. Water 12:9, pages 2433.
Crossref
Aida Hosseini Baghanam, Mehdi Eslahi, Ali Sheikhbabaei & Arshia Jedary Seifi. (2020) Assessing the impact of climate change over the northwest of Iran: an overview of statistical downscaling methods. Theoretical and Applied Climatology 141:3-4, pages 1135-1150.
Crossref
Waddah Waheeb & Rozaida Ghazali. (2019) A novel error-output recurrent neural network model for time series forecasting. Neural Computing and Applications 32:13, pages 9621-9647.
Crossref
A. Stanley Raj, R. Josephine Usha, S. Akshaya, K. Saranya & D. Shyamilee. (2020) Artificial Neural Network Model for Rainfall Data Analysis During 2004-2017 in Tamil Nadu, India – Prevailing Pattern Evaluation on Climate Change. Journal of Model Based Research 1:2, pages 34-47.
Crossref
Akram Seifi & Fatemeh Soroush. (2020) Pan evaporation estimation and derivation of explicit optimized equations by novel hybrid meta-heuristic ANN based methods in different climates of Iran. Computers and Electronics in Agriculture 173, pages 105418.
Crossref
Eyyup Ensar Başakın, Ömer Ekmekcioğlu & Babak Mohammadi. (2020) Letter to the editor “comparing artificial intelligence techniques for chlorophyll-a prediction in US lakes”. Environmental Science and Pollution Research 27:17, pages 22131-22134.
Crossref
Kai Lun Chong, Sai Hin Lai, Yu Yao, Ali Najah Ahmed, Wan Zurina Wan Jaafar & Ahmed El-Shafie. (2020) Performance Enhancement Model for Rainfall Forecasting Utilizing Integrated Wavelet-Convolutional Neural Network. Water Resources Management 34:8, pages 2371-2387.
Crossref
Hania Benimam, Cherif Si-Moussa, Maamar Laidi & Salah Hanini. (2019) Modeling the activity coefficient at infinite dilution of water in ionic liquids using artificial neural networks and support vector machines. Neural Computing and Applications 32:12, pages 8635-8653.
Crossref
Nhat-Duc Hoang, Xuan-Linh Tran & Hieu Nguyen. (2019) Predicting ultimate bond strength of corroded reinforcement and surrounding concrete using a metaheuristic optimized least squares support vector regression model. Neural Computing and Applications 32:11, pages 7289-7309.
Crossref
Anurag Malik, Priya Rai, Salim Heddam, Ozgur Kisi, Ahmad Sharafati, Sinan Q. Salih, Nadhir Al-Ansari & Zaher Mundher Yaseen. (2020) Pan Evaporation Estimation in Uttarakhand and Uttar Pradesh States, India: Validity of an Integrative Data Intelligence Model. Atmosphere 11:6, pages 553.
Crossref
Shengli Liao, Zhanwei Liu, Benxi Liu, Chuntian Cheng, Xinfeng Jin & Zhipeng Zhao. (2020) Multistep-ahead daily inflow forecasting using the ERA-Interim reanalysis data set based on gradient-boosting regression trees. Hydrology and Earth System Sciences 24:5, pages 2343-2363.
Crossref
A. A. Zaidan, B. B. Zaidan, M. A. Alsalem, Fayiz Momani & Omar Zughoul. (2020) Novel Multiperspective Hiring Framework for the Selection of Software Programmer Applicants Based on AHP and Group TOPSIS Techniques. International Journal of Information Technology & Decision Making 19:03, pages 775-847.
Crossref
Babak Mohammadi. (2020) Letter to the editor “Modeling daily suspended sediment load using improved support vector machine model and genetic algorithm”. Environmental Science and Pollution Research 27:14, pages 17425-17426.
Crossref
Marilu Meza-Ruiz & Alfonso Gutierrez-Lopez. (2020) Goes-13 IR Images for Rainfall Forecasting in Hurricane Storms. Forecasting 2:2, pages 85-101.
Crossref
Babak Vaheddoost, Yiqing Guan & Babak Mohammadi. (2020) Application of hybrid ANN-whale optimization model in evaluation of the field capacity and the permanent wilting point of the soils. Environmental Science and Pollution Research 27:12, pages 13131-13141.
Crossref
Eyyup Ensar Başakın & Ömer Ekmekcioğlu. (2020) Comment on “Comparison of the Ability of ARIMA, WNN and SVM Models for Drought Forecasting in the Sanjiang Plain, China” by Yuhu Zhang, Huirong Yang, Hengjian Cui, and Qiuhua Chen, in Natural Resources Research DOI: 10.1007/s11053-019-09512-6. Natural Resources Research 29:2, pages 1465-1467.
Crossref
Sakshi Srivastava, Prince Kumar, Noor Mohd, Anuj Singh & Fateh Singh Gill. (2020) A Novel Deep Learning Framework Approach for Sugarcane Disease Detection. SN Computer Science 1:2.
Crossref
Guangwen Shao, Danrong Zhang, Yiqing Guan, Mohammad Anwar Sadat & Feng Huang. (2020) Application of Different Separation Methods to Investigate the Baseflow Characteristics of a Semi-Arid Sandy Area, Northwestern China. Water 12:2, pages 434.
Crossref
Mohammad Nazari-Sharabian, Masoud Taheriyoun & Moses Karakouzian. (2020) Sensitivity analysis of the DEM resolution and effective parameters of runoff yield in the SWAT model: a case study. Journal of Water Supply: Research and Technology-Aqua 69:1, pages 39-54.
Crossref
Jongko Choi, Bonsung Gu, Sangyoon Chin & Jong-Seok Lee. (2020) Machine learning predictive model based on national data for fatal accidents of construction workers. Automation in Construction 110, pages 102974.
Crossref
Sweta Bhattacharya, Siva Rama Krishnan S, Praveen Kumar Reddy Maddikunta, Rajesh Kaluri, Saurabh Singh, Thippa Reddy Gadekallu, Mamoun Alazab & Usman Tariq. (2020) A Novel PCA-Firefly Based XGBoost Classification Model for Intrusion Detection in Networks Using GPU. Electronics 9:2, pages 219.
Crossref
Hai Tao, Sinan Q. Salih, Mandeep Kaur Saggi, Esmaeel Dodangeh, Cyril Voyant, Nadhir Al-Ansari, Zaher Mundher Yaseen & Shamsuddin Shahid. (2020) A Newly Developed Integrative Bio-Inspired Artificial Intelligence Model for Wind Speed Prediction. IEEE Access 8, pages 83347-83358.
Crossref
Peipei Wang, Xinqi Zheng, Junhua Ku & Chunning Wang. (2020) Multiple-Instance Learning Approach via Bayesian Extreme Learning Machine. IEEE Access 8, pages 62458-62470.
Crossref
Minglei Fu, Tingchao Fan, Zi'ang Ding, Sinan Q. Salih, Nadhir Al-Ansari & Zaher Mundher Yaseen. (2020) Deep Learning Data-Intelligence Model Based on Adjusted Forecasting Window Scale: Application in Daily Streamflow Simulation. IEEE Access 8, pages 32632-32651.
Crossref
Yajun Fan, Kangkang Xu, Hui Wu, Ying Zheng & Bo Tao. (2020) Spatiotemporal Modeling for Nonlinear Distributed Thermal Processes Based on KL Decomposition, MLP and LSTM Network. IEEE Access 8, pages 25111-25121.
Crossref
Chunmeng Kang & Liyan Yang. (2020) Progressive Photon Elimination With a Status Tree. IEEE Access 8, pages 12735-12744.
Crossref
Bahram Choubin, Mahsa Abdolshahnejad, Ehsan Moradi, Xavier Querol, Amir Mosavi, Shahaboddin Shamshirband & Pedram Ghamisi. (2020) Spatial hazard assessment of the PM10 using machine learning models in Barcelona, Spain. Science of The Total Environment 701, pages 134474.
Crossref
Babak Mohammadi. (2019) Letter to the editor “Generating electrical demand time series applying SRA technique to complement NAR and sARIMA models” by Jorge L. Tena García, Erasmo Cadenas Calderón, Eduardo Rangel Heras, Christian Morales Ontiveros. Energy Efficiency 13:1, pages 157-158.
Crossref
Janmenjoy Nayak, Bighnaraj Naik, Danilo Pelusi & A. Vamsi Krishna. 2020. Nature-Inspired Computation in Data Mining and Machine Learning. Nature-Inspired Computation in Data Mining and Machine Learning 137 159 .
Amarjeet Prajapati & Jitender Kumar Chhabra. (2019) Optimizing Software Modularity with Minimum Possible Variations. Journal of Intelligent Systems 29:1, pages 1135-1150.
Crossref
Lifeng Wu, Youwen Peng, Junliang Fan & Yicheng Wang. (2019) Machine learning models for the estimation of monthly mean daily reference evapotranspiration based on cross-station and synthetic data. Hydrology Research 50:6, pages 1730-1750.
Crossref
Shuangke Wu, Zhijian Wu & Hu Peng. (2019) Enhancing Firefly Algorithm with Best Neighbor Guided Search Strategy. Wuhan University Journal of Natural Sciences 24:6, pages 524-536.
Crossref
Xin Zhou, Peixin Dong, Jianping Xing & Peijia Sun. (2019) Learning Dynamic Factors to Improve the Accuracy of Bus Arrival Time Prediction via a Recurrent Neural Network. Future Internet 11:12, pages 247.
Crossref
Sachin Shende & K. W. Chau. (2019) Design of water distribution systems using an intelligent simple benchmarking algorithm with respect to cost optimization and computational efficiency. Water Supply 19:7, pages 1892-1898.
Crossref
Sina Nabaei & Bahram Saghafian. (2019) Cellular time series: a data structure for spatio-temporal analysis and management of geoscience information. Journal of Hydroinformatics 21:6, pages 999-1013.
Crossref
Milad Khosravi & Mitra Javan. (2019) Prediction of side thermal buoyant discharge in the cross flow using multi-objective evolutionary polynomial regression (EPR-MOGA). Journal of Hydroinformatics 21:6, pages 980-998.
Crossref
Jafari Shalamzari, Zhang, Gholami & Zhang. (2019) Runoff Harvesting Site Suitability Analysis for Wildlife in Sub-Desert Regions. Water 11:9, pages 1944.
Crossref
Pengfei Shi, Tao Yang, Chong-Yu Xu, Bin Yong, Ching-Sheng Huang, Zhenya Li, Youwei Qin, Xiaoyan Wang, Xudong Zhou & Shu Li. (2019) Rainfall–Runoff Processes and Modelling in Regions Characterized by Deficiency in Soil Water Storage. Water 11:9, pages 1858.
Crossref
Zhengtian Wu, Hamid Reza Karimi & Chuangyin Dang. (2019) An approximation algorithm for graph partitioning via deterministic annealing neural network. Neural Networks 117, pages 191-200.
Crossref
Guevara Ochoa, Masson, Cazenave, Vives & Amábile. (2019) A Novel Approach for the Integral Management of Water Extremes in Plain Areas. Hydrology 6:3, pages 70.
Crossref
Junnan Xiong, Zhiwei Yong, Zegen Wang, Weiming Cheng, Yi Li, Hao Zhang, Chongchong Ye & Yanmei Yang. (2019) Spatial and Temporal Patterns of the Extreme Precipitation across the Tibetan Plateau (1986–2015). Water 11:7, pages 1453.
Crossref
Katarzyna Plewa, Adam Perz & Dariusz Wrzesiński. (2019) Links between Teleconnection Patterns and Water Level Regime of Selected Polish Lakes. Water 11:7, pages 1330.
Crossref
Jian Wu, Haixing Liu, Guozhen Wei, Tianyu Song, Chi Zhang & Huicheng Zhou. (2019) Flash Flood Forecasting Using Support Vector Regression Model in a Small Mountainous Catchment. Water 11:7, pages 1327.
Crossref
Yang Li & Yaochen Qin. (2019) The Response of Net Primary Production to Climate Change: A Case Study in the 400 mm Annual Precipitation Fluctuation Zone in China. International Journal of Environmental Research and Public Health 16:9, pages 1497.
Crossref
Redouane Lguensat, Phi Huynh Viet, Miao Sun, Ge Chen, Tian Fenglin, Bertrand Chapron & Ronan Fablet. (2019) Data-Driven Interpolation of Sea Level Anomalies Using Analog Data Assimilation. Remote Sensing 11:7, pages 858.
Crossref
P. Selvaraj, O.M. Kwon & R. Sakthivel. (2019) Disturbance and uncertainty rejection performance for fractional-order complex dynamical networks. Neural Networks 112, pages 73-84.
Crossref
Babak Mohammadi. (2019) Letter to the editor “Estimation of sodium adsorption ratio indicator using data mining methods: a case study in Urmia Lake basin, Iran” by Mohammad Taghi Sattari, Arya Farkhondeh, and John Patrick Abraham. Environmental Science and Pollution Research 26:10, pages 10439-10440.
Crossref
Rawshan Ali, Arez Ismael, Arien Heryansyah & Nadeem Nawaz. (2019) Long Term Historic Changes in the Flow of Lesser Zab River, Iraq. Hydrology 6:1, pages 22.
Crossref
Kwok-wing Chau. (2019) Integration of Advanced Soft Computing Techniques in Hydrological Predictions. Atmosphere 10:2, pages 101.
Crossref
Yafei Li. (2019) Analysis and Forecast of Global Civil Aviation Accidents for the Period 1942-2016. Mathematical Problems in Engineering 2019, pages 1-12.
Crossref
Md. Nazir Hossain & Paromita Paul. (2019) Impacts of climatic variability on agriculture and options for adaptation in the Surma River basin, Bangladesh. Environmental Monitoring and Assessment 191:2.
Crossref
Ahmed Elbeltagi, Mustafa Al Mukhtar, N. L. Kushwaha & Dinesh Kumar Vishwakarma. (2022) Monthly Pan Evaporation Modelling Using Hybrid Machine Learning Algorithms in a Semi-Arid Environment. SSRN Electronic Journal.
Crossref

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.