Editors: Kanwarpreet Singh, Arundhati, Manmeet Kaur, Abhishek Sharma, Aditya Kumar Tiwary, Sahil Sharma

Machine Learning and Spatial Optimisation

eBook: US $89 Special Offer (PDF + Printed Copy): US $161
Printed Copy: US $116
Library License: US $356
ISBN: 979-8-89881-379-6 (Print)
ISBN: 979-8-89881-378-9 (Online)
Year of Publication: 2026
DOI: 10.2174/97988988137891260101

Introduction

Machine Learning and Spatial Optimisation is an exploration positioned at the intersection of environmental science, geospatial technology, and data analytics, exploring how advanced computational methods and spatial data analysis can address critical environmental challenges.

The chapters progress from foundational concepts to practical case studies in spatial data and GIS workflows to real-world applications, including air quality monitoring, water resource management, land-use analysis, biodiversity conservation, and disaster risk assessment.

With a strong focus on real-world implementation, the book bridges theory and practice by offering methodological insights, policy relevance, and data-driven strategies for sustainable environmental management.


Key Features

  • - Integration of machine learning with GIS and spatial analysis.
  • - Coverage of major environmental challenges and applications.
  • - Real-world case studies for monitoring, prediction, and planning.
  • - Focus on decision support, policy insights, and sustainability.
  • - Practical approaches to data-driven environmental management.

Target Readership :

Researchers, postgraduate students, and academics in environmental science, geoinformatics, civil engineering, and climate studies.

Foreword

- Pp. i
Ravi Kumar Sharma
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Preface

- Pp. ii-iii (2)
Kanwarpreet Singh, Arundhati, Manmeet Kaur, Abhishek Sharma, Aditya Kumar Tiwary, Sahil Sharma
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List of Contributors

- Pp. iv-v (2)

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Introduction to Environmental Monitoring

- Pp. 1-58 (58)
Vanshika Bhardwaj*, Har Amrit Singh Sandhu, Baldev Setia

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Application of Machine Learning in Environmental Monitoring

- Pp. 59-82 (24)
Charnpreet Kaur*, Saikumar Swarnapudi, Amrita Chaudhary, Puneet Kaur, Preety Sharma, Chandni

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Spatial Analysis of Environmental Scenarios

- Pp. 83-106 (24)
Amenjor Senagah*, Narsimha Adimalla

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Managing Water Resources Using Machine Learning and Spatial Optimization

- Pp. 107-142 (36)
Rakesh Choudhary*, Ajay Kumar, Laxmikant Bhardwaj, BVS Praveen

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Air Quality Monitoring Using Machine Learning and Spatial Data

- Pp. 143-178 (36)
Farrukh Naseem*, Asma Heyat, Shahid Ikabal, Mohd. Aamir Mazhar, Momina

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Integration of Machine Learning with Geospatial Technologies for Biodiversity Conservation

- Pp. 179-234 (56)
Shubham Gupta*

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Application of Machine Learning in Long-Term Trend Prediction of Surface Water Quality

- Pp. 235-255 (21)
Akhilesh Nautiyal*, Ravinder Kumar, Mukul Bajpai, Rahul Shakya

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Conclusion

- Pp. 256-268 (13)
Kanwarpreet Singh*, Abhishek Sharma, Arundhati, Manmeet Kaur, Aditya Kumar Tiwari, Sahil Sharma, Gagandeep Singh, Preetpal Singh

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Subject Index

- Pp. 269-271 (3)
Manmeet Kaur, Kanwarpreet Singh, Arundhati, Abhishek Sharma, Aditya Kumar Tiwary, Sahil Sharma
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