Machine Learning For Ecology And Sustainable Natural Resource Management

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Machine Learning for Ecology and Sustainable Natural Resource Management

Author : Grant Humphries
Publisher : Springer
ISBN 13 : 3319969781
Total Pages : 442 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Machine Learning for Ecology and Sustainable Natural Resource Management by : Grant Humphries

Download or read book Machine Learning for Ecology and Sustainable Natural Resource Management written by Grant Humphries and published by Springer. This book was released on 2018-11-05 with total page 442 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ecologists and natural resource managers are charged with making complex management decisions in the face of a rapidly changing environment resulting from climate change, energy development, urban sprawl, invasive species and globalization. Advances in Geographic Information System (GIS) technology, digitization, online data availability, historic legacy datasets, remote sensors and the ability to collect data on animal movements via satellite and GPS have given rise to large, highly complex datasets. These datasets could be utilized for making critical management decisions, but are often “messy” and difficult to interpret. Basic artificial intelligence algorithms (i.e., machine learning) are powerful tools that are shaping the world and must be taken advantage of in the life sciences. In ecology, machine learning algorithms are critical to helping resource managers synthesize information to better understand complex ecological systems. Machine Learning has a wide variety of powerful applications, with three general uses that are of particular interest to ecologists: (1) data exploration to gain system knowledge and generate new hypotheses, (2) predicting ecological patterns in space and time, and (3) pattern recognition for ecological sampling. Machine learning can be used to make predictive assessments even when relationships between variables are poorly understood. When traditional techniques fail to capture the relationship between variables, effective use of machine learning can unearth and capture previously unattainable insights into an ecosystem's complexity. Currently, many ecologists do not utilize machine learning as a part of the scientific process. This volume highlights how machine learning techniques can complement the traditional methodologies currently applied in this field.

Sustainable Squirrel Conservation

Author : Moriz Steiner
Publisher : Springer Nature
ISBN 13 : 3031235479
Total Pages : 380 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Sustainable Squirrel Conservation by : Moriz Steiner

Download or read book Sustainable Squirrel Conservation written by Moriz Steiner and published by Springer Nature. This book was released on 2023-06-29 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book attempts to move the family of squirrels (Sciuridae) out of the shadow of large charismatic mammals and to highlight management failures with the goal of moving towards an improved conservation approach. Particular attention is paid to the influence of taxonomic science on squirrel conservation. In addition, the authors show how human-driven climate change, global change and modern politics are shaping global squirrel populations as well as their surrounding environments and ecosystems. Squirrels are widespread around the globe, naturally occurring on every continent except Antarctica and Oceania, and they are certainly among the animals most commonly encountered in everyday life. Despite this, the authors of this volume identify worrying gaps in squirrel conservation. Squirrels are often hunted, trapped, poached, and stressed, and management strategies and legislation are often devised in the absence of proper knowledge of issues such as population sizes, taxonomies, and trends. Together, this can result in severe population declines and even species extinction. By assessing their taxonomic situation, ecology, the evolution and divergence of Sciuridae around the globe, and squirrels’ well-being across habitats, the authors set a baseline from which to launch future investigations into the conservation of squirrels and other species. Additionally, the authors highlight the influences of climate change, unsustainable growth, and various man-made threats to the future of this family.

Fire Regimes in Desert Ecosystems: Drivers, Impacts and Changes

Author : Eddie John Van Etten
Publisher : Frontiers Media SA
ISBN 13 : 2832502431
Total Pages : 153 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Fire Regimes in Desert Ecosystems: Drivers, Impacts and Changes by : Eddie John Van Etten

Download or read book Fire Regimes in Desert Ecosystems: Drivers, Impacts and Changes written by Eddie John Van Etten and published by Frontiers Media SA. This book was released on 2022-10-14 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Handbook of HydroInformatics

Author : Saeid Eslamian
Publisher : Elsevier
ISBN 13 : 012821970X
Total Pages : 484 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Handbook of HydroInformatics by : Saeid Eslamian

Download or read book Handbook of HydroInformatics written by Saeid Eslamian and published by Elsevier. This book was released on 2022-11-30 with total page 484 pages. Available in PDF, EPUB and Kindle. Book excerpt: Classic Soft-Computing Techniques is the first volume of the three, in the Handbook of HydroInformatics series.? Through this comprehensive, 34-chapters work, the contributors explore the difference between traditional computing, also known as hard computing, and soft computing, which is based on the importance given to issues like precision, certainty and rigor. The chapters go on to define fundamentally classic soft-computing techniques such as Artificial Neural Network, Fuzzy Logic, Genetic Algorithm, Supporting Vector Machine, Ant-Colony Based Simulation, Bat Algorithm, Decision Tree Algorithm, Firefly Algorithm, Fish Habitat Analysis, Game Theory, Hybrid Cuckoo–Harmony Search Algorithm, Honey-Bee Mating Optimization, Imperialist Competitive Algorithm, Relevance Vector Machine, etc.?It is a fully comprehensive handbook providing all the information needed around classic soft-computing techniques. This volume is a true interdisciplinary work, and the audience includes postgraduates and early career researchers interested in Computer Science, Mathematical Science, Applied Science, Earth and Geoscience, Geography, Civil Engineering, Engineering, Water Science, Atmospheric Science, Social Science, Environment Science, Natural Resources, and Chemical Engineering. - Key insights from global contributors in the fields of data management research, climate change and resilience, insufficient data problem, etc. - Offers applied examples and case studies in each chapter, providing the reader with real world scenarios for comparison. - Introduces classic soft-computing techniques, necessary for a range of disciplines.

Sustainable Governance of Natural Resources

Author : Ulrich Frey
Publisher : Oxford University Press
ISBN 13 : 0197502237
Total Pages : 335 pages
Book Rating : 4.1/5 (975 download)

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Book Synopsis Sustainable Governance of Natural Resources by : Ulrich Frey

Download or read book Sustainable Governance of Natural Resources written by Ulrich Frey and published by Oxford University Press. This book was released on 2020-09-10 with total page 335 pages. Available in PDF, EPUB and Kindle. Book excerpt: What can be done to ensure natural resources aren't exploited? Is it possible to determine how to sustainably manage them? What makes some systems successful? In Sustainable Governance of Natural Resources, Ulrich Frey delves deep into unanswered questions like these about resource management. The book explains the current state of biological cooperation mechanisms, case studies in the field, findings from economic-behavioral experiments, common-pool resource dilemmas, and how these are all relevant to these questions surrounding the best way to sustainably manage natural resources. There are many case studies within the field of social-ecological systems, but there are few large-N studies conducted in a methodologically rigorous manner. Frey does just this and takes readers step-by-step through the preparation of datasets like the CPR, NIIS, and IFRI. He also grounds his research through the development of an indicator system which operationalizes 24 individually-synthesized success factors that influence the management of natural resources. The book reveals the practical and operational uses of measuring ecological success in this way, showcasing various statistical and machine learning methods to develop highly predictive, robust, and empirically-sound models. Three different methods, multivariate linear regressions, random forests, and artificial neural networks are compared to achieve robust results. The book sheds new light on factors that have previously been investigated, allowing readers to build off of Frey's system and use his methods to determine whether or not their way of managing natural resources will yield ecological success in practice.

Tree Kangaroos

Author :
Publisher : Academic Press
ISBN 13 : 0128146761
Total Pages : 496 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Tree Kangaroos by :

Download or read book Tree Kangaroos written by and published by Academic Press. This book was released on 2020-11-26 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tree Kangaroos: Science and Conservation, a volume in the Biodiversity of the World: Conservation from Genes to Landscapes series, provides an overview of tree kangaroo species and their relationship with humans. This exciting, interdisciplinary work on tree kangaroo science and conservation is divided into six major sections: (1) tree kangaroo evolution, genetics, taxonomy, ecology, behavior, and conservation status; (2) current and emerging threats to the species; (3) conservation programs in Australia and New Guinea with an emphasis on the human aspect of conservation; (4) the role of zoos in conservation solutions; (5) techniques and technologies to study this elusive marsupial; and (6) what is needed to keep tree kangaroos and their landscapes healthy in the future. The series on Biodiversity of the World: Conservation from Genes to Landscapes includes titles focused on specific species or taxa across disciplinary boundaries and spatial scales—from genes to landscapes. Volumes are edited and written by prominent scholars and practitioners to illuminate and advance biodiversity science and conservation. - Includes coverage of all known tree kangaroo species - Features contributions edited and written by the world's leading researchers and practitioners focusing on these scientifically mysterious marsupials - Provides accessible scientific and general information to a wide audience including students, academics, researchers, conservation professionals, policy makers, business leaders, zoo professionals, health professionals, and people interested in community-based conservation - Presents the current knowledge of tree kangaroos, helping to lay the foundations and best practices for future conservation and research in Australia and New Guinea

Climate Impacts on Sustainable Natural Resource Management

Author : Pavan Kumar
Publisher : John Wiley & Sons
ISBN 13 : 1119793394
Total Pages : 384 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Climate Impacts on Sustainable Natural Resource Management by : Pavan Kumar

Download or read book Climate Impacts on Sustainable Natural Resource Management written by Pavan Kumar and published by John Wiley & Sons. This book was released on 2021-11-16 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: CLIMATE IMPACTS ON SUSTAINABLE NATURAL RESOURCE MANAGEMENT Climate change has emerged as one of the predominant global concerns of the 21st century. Statistics show that the average surface temperature of the Earth has increased by about 1.18°C since the late 19th century and the sea levels are rising due to the melting of glaciers. Further rise in the global temperature will have dire consequences for the survival of humans on the planet Earth. There is a need to monitor climatic data and associated drivers of changes to develop sustainable planning. The anthropogenic activities that are linked to climate change need scientific evaluation and must be curtailed before it is too late. This book contributes significantly in the field of sustainable natural resource management linked to climate change. Up to date research findings from developing and developed countries like India, Indonesia, Japan, Malaysia, Sri Lanka and the USA have been presented through selected case studies covering different thematic areas. The book has been organised into six major themes of sustainable natural resource management, determinants of forest productivity, agriculture and climate change, water resource management and riverine health, climate change threat on natural resources, and linkages between natural resources and biotic-abiotic stressors to develop the concept and to present the findings in a way that is useful for a wide range of readers. While the range of applications and innovative techniques is constantly increasing, this book provides a summary of findings to provide the updated information. This book will be of interest to researchers and practitioners in the field of environmental sciences, remote sensing, geographical information system, meteorology, sociology and policy studies related to natural resource management and climate change.

Recent Advances in Management and Engineering

Author : Ilona Paweloszek
Publisher : CRC Press
ISBN 13 : 1040152066
Total Pages : 319 pages
Book Rating : 4.0/5 (41 download)

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Book Synopsis Recent Advances in Management and Engineering by : Ilona Paweloszek

Download or read book Recent Advances in Management and Engineering written by Ilona Paweloszek and published by CRC Press. This book was released on 2024-09-05 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: It is with great pleasure that I present to you the proceedings of our Recent Advances in Management and Engineering held on November 24 – 27, 2023 in Male. Maldives. This conference represents a milestone in our ongoing journey towards academic excellence where we aspire to become a renowned platform for the exchange of ideas, collaboration, networking, and learning. These proceedings contain contributions that are very amazing in innovations in management. It covers a wide range of issues, ranging from the most recent trends in business to innovations in fundamentals of management. A broad collection of scholars, practitioners, and thought leaders from four continents across the world worked together to produce these results, which are a reflection of their combined efforts.

Artificial Intelligence and Conservation

Author : Fei Fang
Publisher : Cambridge University Press
ISBN 13 : 1108672922
Total Pages : 247 pages
Book Rating : 4.1/5 (86 download)

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Book Synopsis Artificial Intelligence and Conservation by : Fei Fang

Download or read book Artificial Intelligence and Conservation written by Fei Fang and published by Cambridge University Press. This book was released on 2019-03-28 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the increasing public interest in artificial intelligence (AI), there is also increasing interest in learning about the benefits that AI can deliver to society. This book focuses on research advances in AI that benefit the conservation of wildlife, forests, coral reefs, rivers, and other natural resources. It presents how the joint efforts of researchers in computer science, ecology, economics, and psychology help address the goals of the United Nations' 2030 Agenda for Sustainable Development. Written at a level accessible to conservation professionals and AI researchers, the book offers both an overview of the field and an in-depth view of how AI is being used to understand patterns in wildlife poaching and enhance patrol efforts in response, covering research advances, field tests and real-world deployments. The book also features efforts in other major conservation directions, including protecting natural resources, ecosystem monitoring, and bio-invasion management through the use of game theory, machine learning, and optimization.

Hindu Kush-Himalaya Watersheds Downhill: Landscape Ecology and Conservation Perspectives

Author : Ganga Ram Regmi
Publisher : Springer Nature
ISBN 13 : 3030362752
Total Pages : 890 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Hindu Kush-Himalaya Watersheds Downhill: Landscape Ecology and Conservation Perspectives by : Ganga Ram Regmi

Download or read book Hindu Kush-Himalaya Watersheds Downhill: Landscape Ecology and Conservation Perspectives written by Ganga Ram Regmi and published by Springer Nature. This book was released on 2020-05-04 with total page 890 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the myriad components of the Hindu Kush-Himalaya (HKH) region. The contributors elaborate on challenges, failures, and successes in efforts to conserve the HKH, its indigenous plants and animals, and the watershed that runs from the very roof of the planet via world-rivers to marine estuaries, supporting a human population of some two billion people. Readers will learn how the landforms, animal species and humans of this globally fascinating region are connected, and understand why runoff from snow and ice in the world’s tallest mountains is vital to inhabitants far downstream. The book comprises forty-five chapters organized in five parts. The first section, Landscapes, introduces the mountainous watersheds of the HKH, its weather systems, forests, and the 18 major rivers whose headwaters are here. The second part explores concepts, cultures, and religions, including ethnobiology and indigenous regimes, two thousand years of religious tradition, and the history of scientific and research expeditions. Part Three discusses policy, wildlife conservation management, habitat and biodiversity data, as well as the interaction of animals and humans. The fourth part examines the consequences of development and globalization, from hydrodams, to roads and railroads, to poaching and illegal wildlife trade. This section includes studies of animal species including river dolphins, woodpeckers and hornbills, langurs, snow leopards and more. The concluding section offers perspectives and templates for conservation, sustainability and stability in the HKH, including citizen-science projects and a future challenged by climate change, growing human population, and global conservation decay. A large assemblage of field and landscape photos, combined with eye-witness accounts, presents a 50-year local and wider perspective on the HKH. Also included are advanced digital topics: data sharing, open access, metadata, web portal databases, geographic information systems (GIS) software and machine learning, and data mining concepts all relevant to a modern scientific understanding and sustainable management of the Hindu Kush-Himalaya region. This work is written for scholars, landscape ecologists, naturalists and researchers alike, and it can be especially well-suited for those readers who want to learn in a more holistic fashion about the latest conservation issues.

Information Technology for Education, Science, and Technics

Author : Emil Faure
Publisher : Springer Nature
ISBN 13 : 3031718011
Total Pages : 521 pages
Book Rating : 4.0/5 (317 download)

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Book Synopsis Information Technology for Education, Science, and Technics by : Emil Faure

Download or read book Information Technology for Education, Science, and Technics written by Emil Faure and published by Springer Nature. This book was released on with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Natural Resource Management in the Thar Desert Region of Rajasthan

Author : Nisha Varghese
Publisher : Springer Nature
ISBN 13 : 3031345568
Total Pages : 354 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Natural Resource Management in the Thar Desert Region of Rajasthan by : Nisha Varghese

Download or read book Natural Resource Management in the Thar Desert Region of Rajasthan written by Nisha Varghese and published by Springer Nature. This book was released on with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Green Energy, Environment and Sustainable Development

Author : C. Wang
Publisher : IOS Press
ISBN 13 : 1643684272
Total Pages : 1214 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Green Energy, Environment and Sustainable Development by : C. Wang

Download or read book Green Energy, Environment and Sustainable Development written by C. Wang and published by IOS Press. This book was released on 2023-10-19 with total page 1214 pages. Available in PDF, EPUB and Kindle. Book excerpt: The subjects of green energy and sustainability have never been more important, as governments around the world wrestle with the problem of how to protect the planet from the damage being caused to the environment by climate change. This book presents the proceedings of GEESD2023, the 4th International Conference on Green Energy, Environment and Sustainable Development, held in Mianyang, China from 15-17 June 2023 and online via Zoom. The conference aims to gather innovative academicians and industry experts in the fields of green energy, environment, and sustainable development in a common forum, providing a platform for the exchange of the latest research developments in related fields. This year, the call for papers attracted more than 280 submissions, 138 of which were accepted for inclusion in this collection. The process of evaluation and peer-review took place over six months and involved more than 100 TPC members and reviewers. The book is divided into 7 sections: green energy and systems; computer methods in the environment; chemistry and the environment; ecology and the rural environment; energy, environment and economy; environment and pollution; and water and mineral resources. Papers deal with the most up-to-date findings and technologies. The book provides a valuable overview of the latest research and developments and will be of interest to all those working in the fields of green energy and sustainable development.

Beyond Collective Action Problems

Author : Atul Pokharel
Publisher : Oxford University Press
ISBN 13 : 019775581X
Total Pages : 321 pages
Book Rating : 4.1/5 (977 download)

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Book Synopsis Beyond Collective Action Problems by : Atul Pokharel

Download or read book Beyond Collective Action Problems written by Atul Pokharel and published by Oxford University Press. This book was released on 2024-02-16 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human history is full of examples of continuously maintained shared infrastructure. Our ability to survive and prosper depends on cooperation at some level, from the irrigation systems that enabled ancient humans to abandon their nomadic lifestyle to the free and open-source software that undergirds the internet. Thus, understanding the conditions under which community governance can be both equitable and sustainable is of critical importance to scholars and policymakers alike. In Beyond Collective Action Problems, Atul Pokharel argues that sustained cooperation depends on user perceptions that the cooperative arrangement is fair. Pokharel elaborates a different way to think about sustained cooperation over decades, based on a follow-up of 233 long-running community managed irrigation systems in Nepal--the same cases that were used to understand how groups can overcome collective action problems. Covering nearly forty years of history through these cases, Pokharel introduces the idea of fairness problems to capture the many forms in which the perceived fairness of a form of governance comes to matter to continued cooperation. As he shows, the longer individuals cooperate, the more they become aware of how far their cooperative arrangement has diverged from the initial promise of fairness. This perception of fairness affects their commitment to maintaining the shared resource and participating in the institutions for governing it. Highlighting why eventually perceived fairness matters to sustained cooperation, this book illustrates how the fairness problem underlies successful cooperation over time, making it necessary to look beyond collective action problems.

Machine Learning for Sustainable Development

Author : Kamal Kant Hiran
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110702517
Total Pages : 214 pages
Book Rating : 4.1/5 (17 download)

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Book Synopsis Machine Learning for Sustainable Development by : Kamal Kant Hiran

Download or read book Machine Learning for Sustainable Development written by Kamal Kant Hiran and published by Walter de Gruyter GmbH & Co KG. This book was released on 2021-07-19 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book will focus on the applications of machine learning for sustainable development. Machine learning (ML) is an emerging technique whose diffusion and adoption in various sectors (such as energy, agriculture, internet of things, infrastructure) will be of enormous benefit. The state of the art of machine learning models is most useful for forecasting and prediction of various sectors for sustainable development.

Plant-Animal Interactions

Author : Kleber Del-Claro
Publisher : Springer Nature
ISBN 13 : 3030668770
Total Pages : 357 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Plant-Animal Interactions by : Kleber Del-Claro

Download or read book Plant-Animal Interactions written by Kleber Del-Claro and published by Springer Nature. This book was released on 2021-06-04 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides the first overview of plant-animal interactions for twenty years focused on the needs of students and professors. It discusses a range of topics from the basic structures of plant-animal interactions to their evolutionary implications in producing and maintaining biodiversity. It also highlights innovative aspects of plant-animal interactions that can represent highly productive research avenues, making it a valuable resource for anyone interested in a future career in ecology. Written by leading experts, and employing a variety of didactic tools, the book is useful for students and teachers involved in advanced undergraduate and graduate courses addressing areas such as herbivory, trophic relationships, plant defense, pollination and biodiversity.

Innovations in Machine Learning and IoT for Water Management

Author : Kumar, Abhishek
Publisher : IGI Global
ISBN 13 :
Total Pages : 331 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Innovations in Machine Learning and IoT for Water Management by : Kumar, Abhishek

Download or read book Innovations in Machine Learning and IoT for Water Management written by Kumar, Abhishek and published by IGI Global. This book was released on 2023-11-27 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: Water, our planet's life force, faces multiple challenges in the 21st century, including surging global demand, shifting climate patterns, and the urgent need for sustainable management. Guidance, knowledge, and hope is sharply needed in academia and technology industries, and Innovations in Machine Learning and IoT for Water Management is a formidable resource to provide these necessities. This book delves into the dynamic synergy of Artificial Intelligence (AI), Machine Learning (ML), and the Internet of Things (IoT), ushering in a new era of water resource stewardship. This book embarks on a journey through the frontiers of AI and IoT, unveiling their transformative impact on water management. From the vantage point of satellite imagery analysis, it scrutinizes the Earth's vital signs, unlocking crucial insights into water resources. It chronicles the rise of AI-powered predictive analytics, a revolutionary force propelling precision water usage and conservation. This book explains how IoT can be an effective tool to increase intelligence of our water systems. The book meticulously navigates through domains as diverse as aquifer monitoring, hydropower generation optimization, and predictive analytics for water consumption. This book caters to a diverse audience, from water management experts and environmental scientists to data science aficionados and IoT enthusiasts. Engineers seeking to reimagine the future of water systems, technology enthusiasts eager to delve into AI's potential, and individuals impassioned by preserving water will all find a well-needed resource in these pages.