Machine Learning and Spatial Optimisation

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

Machine Learning and Spatial Optimisation

ISBN: 979-8-89881-379-6
eISBN: 979-8-89881-378-9 (Online)

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.

Contributors

Editor(s):
Kanwarpreet Singh
University Centre for Research and Development (UCRD)
Chandigarh University, Mohali, Punjab
India


Arundhati
Department of Civil Engineering
Chandigarh University, Mohali, Punjab
India


Manmeet Kaur
Department of Civil Engineering
Chandigarh University, Mohali, Punjab
India


Abhishek Sharma
University Centre for Research and Development (UCRD)
Chandigarh University, Mohali, Punjab
India


Aditya Kumar Tiwary
University Centre for Research and Development (UCRD)
Chandigarh University, Mohali, Punjab
India


Sahil Sharma
University Centre for Research and Development (UCRD)
Chandigarh University, Mohali, Punjab
India




Contributor(s):
Amrita Chaudhary
Department of Computer Science and Engineering
Chandigarh University
Mohali, Punjab
India


Amenjor Senagah
College of Engineering
University of Liberia
Monrovia
Liberia


Ajay Kumar
Department of Civil Engineering
National Institute of Technology Delhi
New Delhi
India


Asma Heyat
Department of Civil Engineering
Jamia Millia Islamia
New Delhi, Delhi
India


Akhilesh Nautiyal
Department of Civil Engineering
National Institute of Technology (NIT) Uttarakhand
Srinagar, Uttarakhand
India

Department of Electrical Engineering
National Institute of Technology (NIT) Uttarakhand
Srinagar, Uttarakhand
India


Abhishek Sharma
University Centre for Research and Development (UCRD)
Chandigarh University
Mohali, Punjab
India


Aditya Kumar Tiwari
University Centre for Research and Development (UCRD)
Chandigarh University
Mohali, Punjab
India


Arundhati
Department of Civil Engineering
Chandigarh University
Mohali, Punjab
India


Baldev Setia
Department of Civil Engineering
National Institute of Technology, Kurukshetra
Kurukshetra, Haryana
India


BVS Praveen
Department of Chemical Engineering
Chaitanya Bharathi Institute of Technology
Hyderabad, Telangana
India


Charnpreet Kaur
Department of Computer Science and Engineering
Chandigarh University
Mohali, Punjab
India


Chandni
School of Geography, Earth and Environmental Sciences
University of Birmingham
Birmingham
United Kingdom


Farrukh Naseem
Department of Civil Engineering
Indian Institute of Technology (Indian School of Mines) Dhanbad
Jharkhand
India


Gagandeep Singh
Department of Computer Science and Engineering
Chandigarh University
Mohali, Punjab
India


Har Amrit Singh Sandhu
Department of Civil Engineering
Punjab Engineering College (Deemed to be University)
Chandigarh
India


Kanwarpreet Singh
University Centre for Research and Development (UCRD)
Chandigarh University
Mohali, Punjab
India


Laxmikant Bhardwaj
Amity Institute of Environmental, Toxicology, Safety & Management (AIETSM)
Amity University
Noida, Uttar Pradesh
India


Mohd. Aamir Mazhar
Department of Civil Engineering
Jamia Millia Islamia
New Delhi, Delhi
India


Mukul Bajpai
CSIR–National Institute of Science Communication and Policy Research
New Delhi, Delhi
India


Manmeet Kaur
Department of Civil Engineering
Chandigarh University
Mohali, Punjab
India


Momina
Department of Civil Engineering
Jamia Millia Islamia
New Delhi, Delhi
India


Narsimha Adimalla
School of Water Resources and Environment Engineering
East China University of Technology
Nanchang, Jiangxi
China


Puneet Kaur
Department of Computer Science and Engineering
Chandigarh University
Mohali, Punjab
India


Preety Sharma
Department of Computer Science and Engineering
Chandigarh University
Mohali, Punjab
India


Preetpal Singh
Department of Civil Engineering
Rayat Bahra University
Kharar, Punjab
India


Rakesh Choudhary
Department of Civil Engineering
National Institute of Technology Delhi
New Delhi
India


Ravinder Kumar
Department of Electrical Engineering
National Institute of Technology (NIT) Uttarakhand
Srinagar, Uttarakhand
India


Rahul Shakya
Department of Civil Engineering
Institute of Engineering and Technology Lucknow
Lucknow, Uttar Pradesh
India


Saikumar Swarnapudi
Department of Computer Science and Engineering
Chandigarh University
Mohali, Punjab
India


Shahid Ikabal
Department of Civil Engineering
Jamia Millia Islamia
New Delhi, Delhi
India

Department of Chemical Engineering
Indian Institute of Technology (Indian School of Mines)
Dhanbad, Jharkhand
India


Shubham Gupta
Department of Analytics and Artificial Intelligence, Center of Excellence (COE)
Noblesoft Solutions Inc.
San Antonio, Texas
USA


Sahil Sharma
University Centre for Research and Development (UCRD)
Chandigarh University
Mohali, Punjab
India


Vanshika Bhardwaj
Department of Civil Engineering
Punjab Engineering College (Deemed to be University)
Chandigarh
India