Advanced search
Publication Cover
Hydrological Sciences Journal Volume 63, 2018 - Issue 3
Submit an article Journal homepage
1,513
Views
36
CrossRef citations to date
0
Altmetric
Original Articles

Regional flood frequency analysis using support vector regression in arid and semi-arid regions of Iran

Ebrahim Sharifi GarmdarehDepartment of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor, Iran
,
Mehdi VafakhahDepartment of Watershed Management Engineering, Faculty of Natural Resources, Tarbiat Modares University, Noor, IranCorrespondence[email protected]
&
Seyed Saeid EslamianDepartment of Water Engineering, College of Agriculture, Isfahan University of Technology, Isfahan, Iran
Pages 426-440 | Received 18 Feb 2017, Accepted 25 Oct 2017, Published online: 19 Feb 2018

Citations (36)

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 (2)

B. S. Das, K. Devi & K. K. Khatua. (2021) Prediction of discharge in converging and diverging compound channel by gene expression programming. ISH Journal of Hydraulic Engineering 27:4, pages 385-395.
Read now
Bahman Jabbarian Amiri, Bahareh Baheri, Nicola Fohrer & Jan Franklin Adamowski. (2020) Regionalization of flood magnitudes using the ecological attributes of watersheds. Geocarto International 35:9, pages 917-933.
Read now

Articles from other publishers (34)

Ali Ahmed, Zaved Khan & Ataur Rahman. (2024) Searching for homogeneous regions in regional flood frequency analysis for Southeast Australia. Journal of Hydrology: Regional Studies 53, pages 101782.
Crossref
Mallikarjun Kappi & B. Mallikarjuna. (2024) Artificial intelligence and machine learning for disaster prediction: a scientometric analysis of highly cited papers. Natural Hazards.
Crossref
Sanjay Sharma & Sangeeta Kumari. (2024) Comparison of machine learning models for flood forecasting in the Mahanadi River Basin, India. Journal of Water and Climate Change.
Crossref
Haibo Hu, Miao Yu, Xiya Zhang & Ying Wang. (2023) Performance benchmarking on several regression models applied in urban flash flood risk assessment. Natural Hazards 120:4, pages 3487-3504.
Crossref
Laura Rima, Khaled Haddad & Ataur Rahman. (2024) Low-Flow Identification in Flood Frequency Analysis: A Case Study for Eastern Australia. Water 16:4, pages 535.
Crossref
Amir Zalnezhad, Ataur Rahman, Farhad Ahamed, Mehdi Vafakhah & Bijan Samali. (2023) Design flood estimation at ungauged catchments using index flood method and quantile regression technique: a case study for South East Australia. Natural Hazards 119:3, pages 1839-1862.
Crossref
Ali Nasiri Khiavi, Mohammad Tavoosi & Alban Kuriqi. (2023) Conjunct application of machine learning and game theory in groundwater quality mapping. Environmental Earth Sciences 82:17.
Crossref
Lanxin Hu, Efthymios I. Nikolopoulos, Francesco Marra & Emmanouil N. Anagnostou. (2023) Toward an improved estimation of flood frequency statistics from simulated flows. Journal of Flood Risk Management 16:2.
Crossref
Hassan Esmaeili-Gisavandani, Heidar Zarei & Mohammad Reza Fadaei Tehrani. (2023) Regional flood frequency analysis using data-driven models (M5, random forest, and ANFIS) and a multivariate regression method in ungauged catchments. Applied Water Science 13:6.
Crossref
Kiyoumars Roushangar, Roghayeh Ghasempour & Saman Shahnazi. 2023. Handbook of Hydroinformatics. Handbook of Hydroinformatics 267 281 .
Mehdi Vafakhah, Ali Nasiri Khiavi, Saeid Janizadeh & Hojatolah Ganjkhanlo. (2022) Evaluating different machine learning algorithms for snow water equivalent prediction. Earth Science Informatics 15:4, pages 2431-2445.
Crossref
Amir Zalnezhad, Ataur Rahman, Nastaran Nasiri, Mehdi Vafakhah, Bijan Samali & Farhad Ahamed. (2022) Comparing Performance of ANN and SVM Methods for Regional Flood Frequency Analysis in South-East Australia. Water 14:20, pages 3323.
Crossref
Marek Giełczewski, Mikołaj Piniewski & Paweł D. Domański. (2022) Mixed statistical and data mining analysis of river flow and catchment properties at regional scale. Stochastic Environmental Research and Risk Assessment 36:9, pages 2861-2882.
Crossref
Amir Zalnezhad, Ataur Rahman, Nastaran Nasiri, Khaled Haddad, Muhammad Muhitur Rahman, Mehdi Vafakhah, Bijan Samali & Farhad Ahamed. (2022) Artificial Intelligence-Based Regional Flood Frequency Analysis Methods: A Scoping Review. Water 14:17, pages 2677.
Crossref
Amir Zalnezhad, Ataur Rahman, Mehdi Vafakhah, Bijan Samali & Farhad Ahamed. (2022) Regional Flood Frequency Analysis Using the FCM-ANFIS Algorithm: A Case Study in South-Eastern Australia. Water 14:10, pages 1608.
Crossref
Hengxu Jin, Xiaoping Rui & Xiaoyan Li. (2022) Analysing the Performance of Four Hydrological Models in a Chinese Arid and Semi-Arid Catchment. Sustainability 14:6, pages 3677.
Crossref
Kousik Das, Soumyajit Sarkar, Abhijit Mukherjee, Prerona Das & Amey Pathak. (2021) Observing tidal and storm generated wave height impact on groundwater levels in a tropical delta (the Sundarbans). Journal of Hydrology 603, pages 126813.
Crossref
Gang Zhao, Paul Bates, Jeffrey Neal & Bo Pang. (2021) Design flood estimation for global river networks based on machine learning models. Hydrology and Earth System Sciences 25:11, pages 5981-5999.
Crossref
Mohammad Ahmadlou, A'kif Al‐Fugara, Abdel Rahman Al‐Shabeeb, Aman Arora, Rida Al‐Adamat, Quoc Bao Pham, Nadhir Al‐Ansari, Nguyen Thi Thuy Linh & Hedieh Sajedi. (2020) Flood susceptibility mapping and assessment using a novel deep learning model combining multilayer perceptron and autoencoder neural networks. Journal of Flood Risk Management 14:1.
Crossref
Mahdi Panahi, Nitheshnirmal Sadhasivam, Hamid Reza Pourghasemi, Fatemeh Rezaie & Saro Lee. (2020) Spatial prediction of groundwater potential mapping based on convolutional neural network (CNN) and support vector regression (SVR). Journal of Hydrology 588, pages 125033.
Crossref
Xianqi Zhang & Yang Yang. (2020) Suspended sediment concentration forecast based on CEEMDAN-GRU model. Water Supply 20:5, pages 1787-1798.
Crossref
Akram Seifi, Mohammad Ehteram & Fatemeh Soroush. (2020) Uncertainties of instantaneous influent flow predictions by intelligence models hybridized with multi-objective shark smell optimization algorithm. Journal of Hydrology 587, pages 124977.
Crossref
Pezhman Allahbakhshian-Farsani, Mehdi Vafakhah, Hadi Khosravi-Farsani & Elke Hertig. (2020) Regional Flood Frequency Analysis Through Some Machine Learning Models in Semi-arid Regions. Water Resources Management 34:9, pages 2887-2909.
Crossref
K. Haddad & A. Rahman. (2020) Regional flood frequency analysis: evaluation of regions in cluster space using support vector regression. Natural Hazards 102:1, pages 489-517.
Crossref
Masoud Saatsaz. (2019) A historical investigation on water resources management in Iran. Environment, Development and Sustainability 22:3, pages 1749-1785.
Crossref
Ayesha S. Rahman, Zaved Khan & Ataur Rahman. (2020) Application of independent component analysis in regional flood frequency analysis: Comparison between quantile regression and parameter regression techniques. Journal of Hydrology 581, pages 124372.
Crossref
Shahid Latif & Firuza Mustafa. (2020) Copula-based multivariate flood probability construction: a review. Arabian Journal of Geosciences 13:3.
Crossref
Mehdi Vafakhah & Saeid Khosrobeigi Bozchaloei. (2019) Regional Analysis of Flow Duration Curves through Support Vector Regression. Water Resources Management 34:1, pages 283-294.
Crossref
Bahram Choubin, Moslem Borji, Amir Mosavi, Farzaneh Sajedi-Hosseini, Vijay P. Singh & Shahaboddin Shamshirband. (2019) Snow avalanche hazard prediction using machine learning methods. Journal of Hydrology 577, pages 123929.
Crossref
Kamal Ghaderi, Baharak Motamedvaziri, Mehdi Vafakhah & Amir Ahmad Dehghani. (2019) Regional flood frequency modeling: a comparative study among several data-driven models. Arabian Journal of Geosciences 12:18.
Crossref
Scott. C. Worland, Scott Steinschneider, William Asquith, Rodney Knight & Michael Wieczorek. (2019) Prediction and Inference of Flow Duration Curves Using Multioutput Neural Networks. Water Resources Research 55:8, pages 6850-6868.
Crossref
Shiyamalagowri Gnanaprakkasam & Ganapathy Pattukandan Ganapathy. (2019) Evaluation of regional flood quantiles at ungauged sites by employing nonlinearity-based clustering approaches. Environmental Science and Pollution Research 26:22, pages 22856-22877.
Crossref
Thabo Michael Bafitlhile & Zhijia Li. (2019) Applicability of ε-Support Vector Machine and Artificial Neural Network for Flood Forecasting in Humid, Semi-Humid and Semi-Arid Basins in China. Water 11:1, pages 85.
Crossref
Hossein Kheirfam & Sahar Mokarram-Kashtiban. (2018) A regional suspended load yield estimation model for ungauged watersheds. Water Science and Engineering 11:4, pages 328-337.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

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.