Computational intelligence for water and environmental sciences

목차 (Table of Contents)

• CONTENTS
• Part I. Computational Intelligence-Based Optimization
• 1 Optimization Algorithms Surpassing Metaphor / Arvin Samadi-Koucheksaraee ; Seyedehelham Shirvani-Hosseini ;
• Iman Ahmadianfar ; Bahram Gharabaghi = 3
• 2 Improving Approaches for Meta-heuristic Algorithms :
• A Brief Overview / Arya Yaghoubzadeh-Bavandpour ; Omid Bozorg-Haddad ;
• Babak Zolghadr-Asli ; Amir H. Gandomi = 35
• 3 Multi-Objective Optimization Application in Water
• and Environmental Sciences / Arya Yaghoubzadeh-Bavandpour ; Omid Bozorg-Haddad ;
• Babak Zolghadr-Asli ; Mohammad Reza Nikoo = 63
• 4 A Survey of PSO Contributions to Water and Environmental
• Sciences / Ahmad Ferdowsi ; Sayed-Farhad Mousavi ;
• Seyed Mohamad Hoseini ; Mahtab Faramarzpour ; Amir H. Gandomi = 85
• 5 Firefly Algorithms (FAs) : Application in Water Resource
• Systems / Ali Arefinia ; Omid Bozorg-Haddad ; Arman Oliazadeh ;
• Babak Zolghadr-Asli ; Arturo A. Keller = 103
• 6 Multi-Objective Calibration of a Single-Event,
• Physically-Based Hydrological Model (KINEROS2)
• Using AMALGAM Approach / Mohsen Pourreza-Bilondi ; Hadi Memarian ; Mahnaz Ghaffari ; Zinat Komeh = 119
• 7 Ant Colony Optimization Algorithms : Introductory Steps
• to Understanding / Arman Oliazadeh ; Omid Bozorg-Haddad ; Ali Arefinia ; Sajjad Ahmad = 137
• Part II. Data Mining and Machine Learning
• 8 Data Mining Methods for Modeling in Water Science / Seyedehelham Shirvani-Hosseini ; Arvin Samadi-Koucheksaraee ; Iman Ahmadianfar ; Bahram Gharabaghi = 157
• 9 Using Support Vector Machine (SVM) in Modeling Water
• Resources Systems / Ali Arefinia ; Omid Bozorg-Haddad ; Milad Akhavan ;
• Ramin Baghbani ; Alireza Heidary ; Babak Zolghadr-Asli ; Heejun Chang = 179
• 10 Decision Tree (DT) : A Valuable Tool for Water Resources
• Engineering / Maedeh Enayati ; Omid Bozorg-Haddad ;
• Masoud Pourgholam-Amiji ; Babak Zolghadr-Asli ; Mohsen Tahmasebi Nasab = 201
• 11 The Basis of Artificial Neural Network (ANN) : Structures,
• Algorithms and Functions / Soheila Zarei ; Omid Bozorg-Haddad ; Mohammad Reza Nikoo = 225
• 12 Genetic Programming (GP) : An Introduction and Practical
• Application / Arman Oliazadeh ; Omid Bozorg-Haddad ; Hamidreza Rahimi ;
• Saiyu Yuan ; Chunhui Lu ; Sajjad Ahmad = 251
• 13 Deep Learning Application in Water and Environmental
• Sciences / Arya Yaghoubzadeh-Bavandpour ; Omid Bozorg-Haddad ;
• Babak Zolghadr-Asli ; Francisco Martínez-Álvarez = 273
• 14 Support Vector Machine Applications in Water
• and Environmental Sciences / Arya Yaghoubzadeh-Bavandpour ; Mohammadra Rajabi ;
• Hamed Nozari ; Sajjad Ahmad = 291
• 15 Fuzzy Reinforcement Learning for Canal Control / Kazem Shahverdi ; Farinaz Alamiyan-Harandi ; J. M. Maestre = 311
• 16 Application of Artificial Neural Network and Fuzzy Logic
• in the Urban Water Distribution Networks Pipe Failure
• Modelling / Seyed Mehran Jafari ; Omid Bozorg-Haddad ; Mohammad Reza Nikoo = 333
• 17 Parallel Chaos Search Based Incremental Extreme Learning
• Machine Based Empirical Wavelet Transform : A New
• Hybrid Machine Learning Model for River Dissolved Oxygen
• Forecasting / Salim Heddam = 355
• 18 Multi-step Ahead Forecasting of River Water Temperature
• Using Advance Artificial Intelligence Models : Voting Based
• Extreme Learning Machine Based on Empirical Mode
• Decomposition / Salim Heddam = 377
• Part III. Challenges and Nuances of Modern Computational
• Intelligence Methods
• 19 Computational Intelligence : An Introduction / Arya Yaghoubzadeh-Bavandpour ; Omid Bozorg-Haddad ;
• Babak Zolghadr-Asli ; Vijay P. Singh = 411
• 20 Pre-processing and Input Vector Selection Techniques
• in Computational Soft Computing Models of Water
• Engineering / Hossien Riahi-Madvar ; Bahram Gharabaghi = 429
• 21 Application of Cellular Automata in Water Resource
• Monitoring Studies / Matin Shahri ; Maryam Naghdizadegan Jahromi ;
• Najmeh Neysani Samany ; Gianluigi Busico ; Seyyed Kazem Alavipanah = 449
• 22 The Challenge of Model Validation and Its (Hydrogeo)ethical
• Implications for Water Security / César de Oliveira Ferreira Silva = 477
• 23 Application of Agent Based Models as a Powerful Tool
• in the Field of Water Resources Management / Nafiseh Bahrami ; Seyed Mohammad Kazem Sadr ; Abbas Afshar ; Mohammad Hadi Afshar = 491
• 24 Enhancing Vegetation Indices from Sentinel-2 Using
• Multispectral UAV Data, Google Earth Engine and Machine
• Learning / Mojtaba Naghdyzadegan Jahromi ; Shahrokh Zand-Parsa ;
• Ali Doosthosseini ; Fatemeh Razzaghi ; Sajad Jamshidi = 507
• 25 Ten Years of GLEAM : A Review of Scientific Advances
• and Applications / Mojtaba Naghdyzadegan Jahromi ; Diego Miralles ; Akash Koppa ;
• Dominik Rains ; Shahrokh Zand-Parsa ; Hamidreza Mosaffa ; Sajad Jamshidi = 525