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Engineering Applications of Computational Fluid Mechanics Volume 14, 2020 - Issue 1
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Comparative analysis of hybrid models of firefly optimization algorithm with support vector machines and multilayer perceptron for predicting soil temperature at different depths

Shahaboddin Shamshirbanda Department for Management of Science and Technology Development, Ton Duc Thang University, Ho Chi Minh City, Vietnam;b Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City, VietnamORCID Iconhttps://orcid.org/0000-0002-6605-498XView further author information
ORCID Icon,
Fatemeh Esmaeilbeikic Department of Soil Science, University of Tabriz, Tabriz, IranView further author information
,
Davoud Zarehaghic Department of Soil Science, University of Tabriz, Tabriz, IranCorrespondence[email protected]
View further author information
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Mohammadreza Neyshabouric Department of Soil Science, University of Tabriz, Tabriz, IranView further author information
,
Saeed Samadianfardd Department of Water Engineering, University of Tabriz, Tabriz, IranView further author information
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Mohammad Ali Ghorbanid Department of Water Engineering, University of Tabriz, Tabriz, IranView further author information
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Amir Mosavie Faculty of Civil Engineering, Technische Universität DresdenDresden, Germany;f Institute of Structural Mechanics, Bauhaus University WeimarWeimar, Germany;g Thuringian Institute of Sustainability and Climate ProtectionJena, Germany;h Department of Automation, Obuda UniversityBudapest, Hungary;i Department of Mathematics, J. Selye University, SlovakiaORCID Iconhttps://orcid.org/0000-0003-4842-0613View further author information
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Narjes Nabipourj Institute of Research and Development, Duy Tan University, Da Nang550000, VietnamView further author information
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Kwok-Wing Chauk Department of Civil and Environmental Engineering, Hong Kong Polytechnic University, Hong Kong, People’s Republic of ChinaView further author information
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Pages 939-953 | Received 05 Sep 2019, Accepted 23 Jun 2020, Published online: 10 Jul 2020

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Aishwarya Mishra & Lavika Goel. (2023) Metaheuristic Algorithms in Smart Farming: An Analytical Survey. IETE Technical Review 0:0, pages 1-20.
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Articles from other publishers (19)

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.
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Mehmet BİLGİLİ, Şaban ÜNAL, Aliihsan ŞEKERTEKİN & Cahit GÜRLEK. (2023) Machine Learning Approaches for One-Day Ahead Soil Temperature Forecasting. Tarım Bilimleri Dergisi, pages 221-238.
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Cansel KÜÇÜK, Derya BİRANT & Pelin YILDIRIM TAŞER. (2022) A Novel Machine Learning Approach: Soil Temperature Ordinal Classification (STOC). Tarım Bilimleri Dergisi 28:4, pages 635-649.
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Anurag Malik, Yazid Tikhamarine, Parveen Sihag, Shamsuddin Shahid, Mehdi Jamei & Masoud Karbasi. (2022) Predicting daily soil temperature at multiple depths using hybrid machine learning models for a semi-arid region in Punjab, India. Environmental Science and Pollution Research 29:47, pages 71270-71289.
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Guancen Lin, Aijing Lin & Danlei Gu. (2022) Using support vector regression and K-nearest neighbors for short-term traffic flow prediction based on maximal information coefficient. Information Sciences 608, pages 517-531.
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Hanifeh Imanian, Juan Hiedra Cobo, Pierre Payeur, Hamidreza Shirkhani & Abdolmajid Mohammadian. (2022) A Comprehensive Study of Artificial Intelligence Applications for Soil Temperature Prediction in Ordinary Climate Conditions and Extremely Hot Events. Sustainability 14:13, pages 8065.
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Oluwaseun Temitope Faloye, Ayodele Ebenezer Ajayi, Yinka Ajiboye, Michael Olanrewaju Alatise, Babatunde Sunday Ewulo, Sunday Samuel Adeosun, Toju Babalola & Rainer Horn. (2022) Unsaturated Hydraulic Conductivity Prediction Using Artificial Intelligence and Multiple Linear Regression Models in Biochar Amended Sandy Clay Loam Soil. Journal of Soil Science and Plant Nutrition 22:2, pages 1589-1603.
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Hadi Fathipour-Azar. (2022) Hybrid machine learning-based triaxial jointed rock mass strength. Environmental Earth Sciences 81:4.
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Abdelgader Alamrouni, Fidan Aslanova, Sagiru Mati, Hamza Sabo Maccido, Afaf. A. Jibril, A. G. Usman & S. I. Abba. (2022) Multi-Regional Modeling of Cumulative COVID-19 Cases Integrated with Environmental Forest Knowledge Estimation: A Deep Learning Ensemble Approach. International Journal of Environmental Research and Public Health 19:2, pages 738.
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Harsh Goud, Prakash Chandra Sharma, Kashif Nisar, Muhammad Reazul Haque, Ag. Asri Ag. Ibrahim, Narendra Singh Yadav, Pankaj Swarnkar, Manoj Gupta & Laxmi Chand. (2022) Metaheuristics Algorithm for Tuning of PID Controller of Mobile Robot System. Computers, Materials & Continua 72:2, pages 3481-3492.
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Didem Guleryuz. (2021) Estimation of soil temperatures with machine learning algorithms—Giresun and Bayburt stations in Turkey. Theoretical and Applied Climatology 147:1-2, pages 109-125.
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Rajesh Maddu, Abhishek Reddy Vanga, Jashwanth Kumar Sajja, Ghouse Basha & Rehana Shaik. (2021) Prediction of land surface temperature of major coastal cities of India using bidirectional LSTM neural networks. Journal of Water and Climate Change 12:8, pages 3801-3819.
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Honorius Gâlmeanu & Răzvan Andonie. (2021) Concept Drift Adaptation with Incremental–Decremental SVM. Applied Sciences 11:20, pages 9644.
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Olufemi P. Abimbola, George E. Meyer, Aaron R. Mittelstet, Daran R. Rudnick & Trenton E. Franz. (2021) Knowledge‐guided machine learning for improving daily soil temperature prediction across the United States. Vadose Zone Journal 20:5.
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Bashir Musa, Nasser Yimen, Sani Isah Abba, Humphrey Hugh Adun & Mustafa Dagbasi. (2021) Multi-State Load Demand Forecasting Using Hybridized Support Vector Regression Integrated with Optimal Design of Off-Grid Energy Systems—A Metaheuristic Approach. Processes 9:7, pages 1166.
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Aleksandra Bączkiewicz, Jarosław Wątróbski, Wojciech Sałabun & Joanna Kołodziejczyk. (2021) An ANN Model Trained on Regional Data in the Prediction of Particular Weather Conditions. Applied Sciences 11:11, pages 4757.
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Xingyue Zhu, Kaixiong Yu, Xiaofan Zhu & Chi Wu. (2021) Design and Application of a Nitrate Measurement System Based on a Narrowband Tunable Ultraviolet Light Source. IEEE Access 9, pages 168268-168282.
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Mohamed Khalid AlOmar, Mohammed Majeed Hameed, Nadhir Al-Ansari & Mohammed Abdulhakim AlSaadi. (2020) Data-Driven Model for the Prediction of Total Dissolved Gas: Robust Artificial Intelligence Approach. Advances in Civil Engineering 2020, pages 1-20.
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Seung-Oh Hur, Jung-Hun Ok, Seon-Ah Hwang, Hee-Rae Cho, Yong-Seon Zhang & Hyup-Sung Lee. (2020) Prediction Model for Hourly Soil Temperature by Soil Depth to Irrigated Sandy Loam Soil in Greenhouse. Korean Journal of Soil Science and Fertilizer 53:4, pages 458-470.
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