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Hydrological Insights

Synergizing Groundwater Models, Remote Sensing, and AI for Water Sustainability

Specificaties
Paperback, blz. | Engels
Elsevier Science | e druk, 2026
ISBN13: 9780443363948
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Elsevier Science e druk, 2026 9780443363948
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Samenvatting

Hydrological Insights: Synergizing Groundwater Models, Remote Sensing, and AI for Water Sustainability offers an in-depth exploration of hydrological modeling and its cutting-edge advancements, presented across six comprehensive sections. Part I establishes the foundational principles and methodologies of hydrological modeling, while Part II delves into sophisticated techniques and tools that enhance the accuracy and efficiency of hydrological studies. Part III highlights the powerful integration of remote sensing and artificial intelligence, showcasing how these technologies revolutionize modern hydrological practices.

Part IV focuses on environmental impact assessment and management strategies, outlining effective methods for sustainable water resource management. Part V covers the latest advancements in remote sensing and machine learning, emphasizing their pivotal role in contemporary hydrology. Finally, Part VI presents real-world case studies and future directions, offering practical insights and forward-looking perspectives. With meticulously crafted chapters that combine theoretical foundations with practical applications, this book is an essential resource for students, researchers, and professionals seeking to advance their understanding of hydrology through the integration of remote sensing and AI.

Specificaties

ISBN13:9780443363948
Taal:Engels
Bindwijze:Paperback

Inhoudsopgave

Part I: Foundations of Hydrological Modeling<br>1. Introduction to Data-Driven Groundwater Modeling: Methods, Applications & Challenges<br>2. InSAR-Based Estimation of Head and Storage Changes: Numerical Models and Data Driven Techniques<br>3. Surfacewater Flow as a Mitigation Measure for Land Subsidence Mitigation in Rural and Urban Areas<br>4. Hydro-Meteorological Droughts: Patterns, Trends, and the Role of Accumulation Periods on Groundwater Condition<br><br>Part II: Advanced Techniques in Hydrological Studies<br>5. Automated Hydrological Variable Estimation: Novel Approaches and Optimization Algorithms<br>6. Spatiotemporal Variability of Hydrometeorological Parametrs: Insights from River Basin Analysis<br>7. Monitoring Carbon Exchange in Wetlands and Peatlands Using InSAR-Based Methods<br>8. Impact of Drinking and Sanitary Water Separation on Drinking Water Quality: Groundwater Quality Mapping<br><br>Part III: Integration of Remote Sensing and Artificial Intelligence in Hydrology<br>9. InSAR-AI-Based Approach for Groundwater Level Prediction in Arid Regions<br>10. Spatiotemporal Variation of Environmental Hazards: Remote Sensing and AI Applications<br>11. Detecting Changes in Global Satellite-Based Hydrological Observations using AI Techniques<br>12. Satellite Monitoring of Infrastructure using Interferometric Synthetic Aperture Radar (InSAR)<br><br>Part IV: Environmental Impact Assessment and Management Strategies<br>13. Quantitative and Qualitative Assessment of Streamflow Variation: Climate vs. Human Impact<br>14. Assessing Contaminated Groundwater Sites in Industrial Areas with Limited Data Availability<br>15. Flood Spreading Project Suitability Mapping: Water Resources Management using Machine Learning Algorithms<br><br>Part V: Advances in Remote Sensing and Machine Learning<br>16. Advanced Machine Learning Algorithms for Assessing Groundwater Potential using Remote Sensing-Derived Data<br>17. Extreme Gradient Boosting and Random Forest Algorithms for Assessing Groundwater Spring Potential using DEM-Derived Factors<br>18. Remote Sensing Techniques and Machine Learning Algorithms in Groundwater Vulnerability Mapping<br><br>Part VI: Case Studies and Future Directions<br>19. Evaluation of Weather Radar Systems for Operational Use in Hydrological Studies<br>20. Towards Intelligent Assessment of Groundwater Resources: Trends, Challenges, and Future Directions

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