Advanced Hydroinformatics

Gerald A. Corzo Perez, IHE Delft Institute for Water Education, The Netherlands Dimitri P. Solomatine, IHE Delft Institute for Water Education, and Delft University of Technology, The Netherlands, and Water Problems Institute of the Russian Academy of Sciences, Moscow, Russia

List of Contributors vii

Preface xi

1 Hydroinformatics and Applications of Artificial Intelligence and Machine Learning in Water-RelatedProblems 1
Gerald A. Corzo Perez and Dimitri P. Solomatine

Part I Modeling Hydrological Systems

2 Improving Model Identifiability by Driving Calibration With Stochastic Inputs 41
Andreas Efstratiadis, Ioannis Tsoukalas, and Panagiotis Kossieris

3 A Two-Stage Surrogate-Based Parameter Calibration Framework for a Complex DistributedHydrological Model 63
Haiting Gu, Yue-Ping Xu, Li Liu, Di Ma, Suli Pan, and Jingkai Xie

4 Fuzzy Committees of Conceptual Distributed Model 99
Mostafa Farrag, Gerald A. Corzo Perez, and Dimitri P. Solomatine

5 Regression-Based Machine Learning Approaches for Daily Streamflow Modeling 129
Vidya S. Samadi, Sadgeh Sadeghi Tabas, Catherine A. M. E. Wilson, and Daniel R. Hitchcock

6 Use of Near-Real-Time Satellite Precipitation Data and Machine Learning to Improve Extreme RunoffModeling 149
Paul Muñoz, Gerald A. Corzo Perez, Dimitri P. Solomatine, Jan Feyen, and Rolando Célleri

Part II Forecasting Water Resources

7 Forecasting Water Levels Using Machine (Deep) Learning to Complement Numerical Modeling in theSouthern Everglades, USA 179
Courtney S. Forde, Biswa Bhattacharya, Dimitri P. Solomatine, Eric D. Swain, and Nicholas G. Aumen

8 Application of a Multilayer Perceptron Artificial Neural Network (MLP-ANN) in HydrologicalForecasting in El Salvador 213
Jose Valles

9 Noise Filter With Wavelet Analysis in Artificial Neural Networks (NOWANN) for Flow Time SeriesPrediction 241
Daniel A. Vázquez, Gerald A. Corzo Perez, and Dimitri P. Solomatine

Part III Knowledge Discovery and Optimization

10 Application of Natural Language Processing to Identify Extreme Hydrometeorological Events inDigital News Media: Case of the Magdalena River Basin, Colombia 285
Santiago Duarte, Gerald A. Corzo Perez, Germán Santos, and Dimitri P. Solomatine

11 Three-Dimensional Clustering in the Characterization of Spatiotemporal Drought Dynamics: ClusterSize Filter and Drought Indicator Threshold Optimization 319
Vitali Diaz, Gerald A. Corzo Perez, Henny A. J. Van Lanen, and Dimitri P. Solomatine

12 Deep Learning of Extreme Rainfall Patterns Using Enhanced Spatial Random Sampling With PatternRecognition 343
Han Wang and Yunqing Xuan

13 Teleconnection Patterns of River Water Quality Dynamics Based on Complex Network Analysis 357
Jiping Jiang, Sijie Tang, Bellie Sivakumar, Tianrui Pang, Na Wu, and Yi Zheng

14 Probabilistic Analysis of Flood Storage Areas Management in the Huai River Basin, China, WithRobust Optimization and Similarity-Based Selection for Real-Time Operation 373
Xingyu Zhou, Andreja Jonoski, Ioana Popescu, and Dimitri P. Solomatine

15 Multi-Objective Optimization of Reservoir Operation Policies Using Machine Learning Models: ACase Study of the Hatillo Reservoir in the Dominican Republic 409
Carlos Tami, Gerald A. Corzo Perez, Fidel Perez, and Germain Santos

Index 447