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Modeling and Simulation of Environmental Systems: A Computation Approach PDF

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Modeling and Simulation of Environmental Systems This book presents an overview of modeling and simulation of environmental sys- tems via diverse research problems and pertinent case studies. It is divided into four parts covering sustainable water resources modeling, air pollution modeling, Internet of Things (IoT) based applications in environmental systems, and future algorithms and conceptual frameworks in environmental systems. Each of the chapters demon- strate how the models, indicators, and ecological processes could be applied directly in the environmental sub-disciplines. It includes range of concepts and case studies focusing on a holistic management approach at the global level for environmental practitioners. Features: • Covers computational approaches as applied to problems of air and water pollution domain. • Delivers generic methods of modeling with spatio-temporal analyses using soft computation and programming paradigms. • Includes theoretical aspects of environmental processes with their complex- ity and programmable mathematical approaches. • Adopts a realistic approach involving formulas, algorithms, and techniques to establish mathematical models/computations. • Provides a pathway for real-time implementation of complex modeling problem formulations including case studies. This book is aimed at researchers, professionals, and graduate students in Environ- mental Engineering, Computational Engineering/Computer Science, Modeling/ Simulation, Environmental Management, Environmental Modeling, and Operations Research. Modeling and Simulation of Environmental Systems A Computation Approach Edited by Satya Prakash Maurya Akhilesh Kumar Yadav Ramesh Singh First edition published 2023 by CRC Press 6000 Broken Sound Parkway NW, Suite 300, Boca Raton, FL 33487-2742 and by CRC Press 4 Park Square, Milton Park, Abingdon, Oxon, OX14 4RN CRC Press is an imprint of Taylor & Francis Group, LLC © 2023 selection and editorial matter, Satya Prakash Maurya, Akhilesh Kumar Yadav and Ramesh Singh; individual chapters, the contributors Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibility for the validity of all materials or the consequences of their use. The authors and publishers have attempted to trace the copyright holders of all material reproduced in this publication and apologize to copyright holders if permission to publish in this form has not been obtained. If any copyright material has not been acknowledged, please write and let us know so we may rectify in any future reprint. Except as permitted under U.S. Copyright Law, no part of this book may be reprinted, reproduced, transmitted, or utilized in any form by any electronic, mechanical, or other means, now known or hereafter invented, including photocopying, microfilming, and recording, or in any information storage or retrieval system, without written permission from the publishers. For permission to photocopy or use material electronically from this work, access www.copyright.com or contact the Copyright Clearance Center, Inc. (CCC), 222 Rosewood Drive, Danvers, MA 01923, 978-750-8400. For works that are not available on CCC please contact mpkbookspermissions@tandf. co.uk Trademark notice: Product or corporate names may be trademarks or registesred trademarks and are used only for identification and explanation without intent to infringe. ISBN: 978-1-032-06698-1 (hbk) ISBN: 978-1-032-06699-8 (pbk) ISBN: 978-1-003-20344-5 (ebk) DOI: 10.1201/9781003203445 Typeset in Times by SPi Technologies India Pvt Ltd (Straive) Contents Foreword ...................................................................................................................ix Preface .......................................................................................................................xi Acknowledgements .................................................................................................xiii Editors ......................................................................................................................xv Contributors ...........................................................................................................xvii PART I Water Chapter 1 Computational Models for Water Resource Management: Opportunities and Challenges .............................................................3 Aatish Anshuman and T. I. Eldho Chapter 2 Applicability of Soft Computational Models for Integrated Water Resource Management ...........................................................25 Chithra Nelson Rosamma Chapter 3 Computational Models for Exchange of Water between Ground Water and Surface Water Resources over a Sub-Basin .......39 Subba Rao Tellagorla and Subbarao Pichuka Chapter 4 Computational and Field Approach to Assess Artificial Recharge of Groundwater .................................................................53 Marykutty Abraham and Sankaralingam Mohan Chapter 5 Multi-Objective Optimization in Water Resource Management ......65 Rashmi Bhardwaj and Shanky Garg Chapter 6 Tools in Decision-Making of Allocation of Non-Traditional Resources for Sustainable Water Development ................................83 Sahajpreet Kaur Garewal and Avinash D. Vasudeo Chapter 7 Soft Computing Techniques for Forecasting of Water Demand .......97 Prerna Pandey, Shilpa Dongre, and Rajesh Gupta v vi Contents Chapter 8 Intervention of Computational Models for Groundwater Pollution Source Characterization ..................................................115 Anirban Chakraborty and Om Prakash PART II Air Pollution Chapter 9 Artificial Intelligence for Air Quality and Control Systems: Status and Future Trends ................................................................133 Divya Patel, Mridu Kulwant, Saba Shirin, Ankit Kumar, Mohammad Aurangzeb Ansari, and Akhilesh Kumar Yadav Chapter 10 Fuzzy and Neural Network Model-Based Environmental Quality Monitoring System: Past, Present, and Future ...................153 Ankit Kumar, Saba Shirin, Mohammad Irfan Ansari, Govind Pandey, Shiv Nath Sharma, and Akhilesh Kumar Yadav PART III Internet of Things and Environmental Systems Chapter 11 Internet of Things (IoT): Powered Enhancements to Industrial Air Pollution Monitoring Systems ..................................179 Hemanth Kumar Bangalore Naveen, Anand Jayachandran Jolly, Vinay Narayanaswamy, Ajay Sudhir Bale, Baby Chithra Ramasamy, Divyashree Neelegowda, and Subhashish Tiwari Chapter 12 Impact of Temporary COVID-Related Lockdowns on Air Quality across the Globe: A Systematic Review ......................191 Rajwinder Singh, Arti Thanki, Ankita Thanki, Karanvir Singh Sohal, Anmol Kaur, and Shivani Dedakia Chapter 13 Impact of Lockdown on Air Quality during COVID-19 Outbreak: A Global Scenario ..........................................................207 Anant Patel, Neha Keriwala, Prutha Patel, and Arohi Singh Chapter 14 Integration of Geospatial Techniques in Environment Monitoring Systems ........................................................................221 S. Sreedevi, Rakesh Kumar Sinha, and T. I. Eldho Contents vii Chapter 15 Agent-Based Modeling for Integrated Urban Water Management .........................................................................239 Satya Prakash Maurya and Ramesh Singh Chapter 16 Data-Driven Modeling Approach in Model Rainfall-Runoff for a Mountainous Catchment ........................................................253 Arunava Poddar, Akhilesh Kumar, Veena Kashyap, and Sashank Thapa Chapter 17 Geospatial Technology-Based Artificial Groundwater Recharge Site Selection for Sustainable Water Resource Management: A Case Study of Rajkot District, Gujarat .......................................269 Jaysukh Chhaganbhai Songara and Jayantilal Naginbhai Patel Chapter 18 Rainfall-Runoff Estimation for Rapti River Catchment Using Geospatial Technology ...................................................................287 Suchita Pandey, Nilanchal Patel, and Ajay Kumar Agrawal Chapter 19 Methodologies of Scenario Development for Water Resource Management: A Review ..................................................................303 Gaurav Kumar and Rajiv Gupta PART IV Future Algorithms in Environmental Systems Chapter 20 Process-Based Scenario Analyses of Future Socio-Environmental Systems: Recent Efforts and a Salient Research Agenda for Decision-Making ............................................................................319 Rakesh Kadaverugu, Rajesh Biniwale, and Chandrasekhar Matli Chapter 21 From Quantitative to Qualitative Environmental Analyses: Translating Mental Modeling into Physical Modeling ...................331 Ramesh Singh, Chaitanya Nidhi, and Satya Prakash Maurya Chapter 22 An Interdisciplinary Modeling Approach for Dynamic Adaptive Policy Pathways ..............................................................343 Vijay P. Singh, Satya Prakash Maurya, Ramesh Singh, and Akhilesh Kumar Yadav Index ......................................................................................................................355 Foreword Water, air, and soil are interactive elements that constitute the environmental contin- uum. These elements are fundamental to our way of life, economic well-being, and the health and integrity of the ecosystem. Central to the environmental continuum is water. Because of the growing population, rising standard of living, increasing industrialization, and expanding energy generation, the demand for water to satisfy varied needs is unprecedented. The demand is being further accentuated by pollution abatement, resulting in enormous pressure on water resources throughout the world. In many parts of the world, water is already a scarce commodity and will become so in several other parts in the very near future. Therefore, it requires careful manage- ment not only in water scarce regions but everywhere. Water resources management takes on an even greater significance because of the impacts of global warming and climate change. A pressing challenge in water resources management is one of inte- grating technology with institutional structures and developing tools that will help decision makers when evaluating costs and benefits of water supply not only to the various users but also to the environment and ecosystem. These tools must be able to make a statement on the reliability of supply and demand. Computational techniques, including soft computing, play an important role in analyzing, modeling, and simulating complex environmental systems. Genetic and other evolutionary algorithms have the capacity to handle large spaces and help with system optimization. Fuzzy approaches help deal with imprecise inputs and states. Machine learning and artificial intelligence techniques have, in general, significantly contributed to the development of computational tools. This book on modeling and simulation of environmental systems, a timely publi- cation, attempts to introduce different methods that can be effectively integrated to address multi-criteria, multi-objective assessment of complex environmental sys- tems. It contains several chapters that deal with such assessments. The topics included in the book encompass soft computing techniques, computational approaches to data analytics, process dynamics, quantitative and qualitative analytics, artificial intelli- gence approaches, agent-based modeling, and development of software framework for dynamic adaptive policy pathways. The book will be useful to graduate students, college faculty, and those engaged in research in the field of environmental modeling and simulation approaches. Vijay P. Singh, Ph.D., D.Sc., D. Eng. (Hon.), Ph.D. (Hon.), D.Sc. (Hon.), P.E., P.H., Hon. D. WRE, Dist. M. ASCE., Hon. M. IWRA, Hon. M. AWRA, Dist. F. AGGS, Academician (GFA) Distinguished Professor, Regents Professor Caroline and William N. Lehrer Distinguished Chair in Water Engineering Texas A&M University College Station, Texas, USA ix

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