Google Earth Engine Platform and Python programming is an emerging field andthere is a greatdemandfor geo-informatics anddata scienceprofessionals due to its application potential in several fields, such as ecological mapping, agriculture, rural and urban planning, environmental monitoring, natural resources management, natural hazards, and disasters management. Climate Smart Agriculture is a continuing education program that intends to familiarize learners with the Google Earth Engine cloud platform and Python programming language to process and analyze geospatial data. The google earth engine platform and algorithms can help detect cropping patterns, land use mapping, soil moisture, land surface temperature, flood, weed, and disease, and perform efficient irrigation water management and predict yield and crop quality. Google earth engine platform and Machine learning programming deal with acquisition,m storage, processing, forecasting, and dissemination of spatial information. This compendium has provided an advanced conceptual and practical knowledge of advanced GIS and remote sensing skills, such as accessing, downloading processing, analyzing, and visualizing big data based on the Python and JavaScript programming language with the GEE cloud platform.
The compendium is consisting of nineteen chapters; each chapter is indicating the specific applications of Python and JavaScript programming language with the GEE cloud platform.
Highlights of the book
Provides theoretical and practice-based knowledge tounderstand the basic and advanced concepts of GEE platform, hyperspectral remote sensing, python, java, and machine programming languages, accosted with the google earth engine platform and python language for climate smart agriculture.
Simplified and illustrated narration ideal for students of Geoinformatics, Agricultural Science/Engineering, Environment studies, Geology, and Geography and professionals pursuing GPS and GIS forthem to develop the image classification classifier algorithm, prepare the small programming, RS models, and tools to address the social and engineering problems.
A systematic approach to the subject coupled with lucid narration and suitable illustrations, An Introduction to Google Earth Engine with Python will be invaluable for students pursuing various courses on Geoinformatics, Agricultural Science/Engineering, Environment studies, Geology, and Geography and will prove handy for professionals pursuing GPS and GIS.
Dr. Prabhat Kumar National Coordinator CAAST and Component-2 NAHEP-ICAR, New Delhi.
Dr. S.D. Gorantiwar Principal Investigator & Head, Dept. of Agril. Engg. Mahatma Phule Krishi Vidyapeeth Rahuri-413 722, Dist.-Ahmednagar.
1. Regional Crop Gross Primary Productivity and Yield Estimation for Maharashtra State using-MODIS Data ............... 1
Mr. Sham Vaman Davande, Er. Sushant Balasaheb Patil,
Mr. Sahil Balu Khale, Ms. Monika Abhimanyu Chendge,
Mr. Siddhesh Rajendra Bhalerao, Mr. Vishwajeet Avadhut Bhandari
2. Wetland Inventory Map of Chilika Lake, Odisha at a Spatial Resolution of 10 m using Sentiel-2 Data on the Google Earth Engine Cloud Computing Platform .............. 31
Dr. Balaji Kannan, Er. Komal Gangaram Rokade,
Mr. Bhushan Shribhau Kanthale, Mr. Kishor Bhagvat Jadhav,
Mr. Pranav Atul Kulkarni, Mr. Pratik Dilip Pujari
3. Change Detection of Rainfall of Konkan Coastal Area using CHIRPS Daily Data and GEE ............................................. 43
Er. Vishnu B, Mr. Sai Ram Reddy Krishnareddy Addiwar,
Ms. Akshata Anandrao Pawar, Ms. Jyoti Bajirao Chougale,
Mr. Nilesh Pandurang Chougale, Mr. Omkar Subhash Kadam
4. Surface Water Dynamics Analysis Based on Sentinel and GEE Platform for Ujani Dam, Solapur District, Maharashtra ....................................................... 53
Mr. Mohan Rambhau Zade, Mr. Prashant Rajendra Kokate,
Mr. Rakesh Mallinath Pawar, Mr. Kaivalya Avinash Bhandwalkar,
Mr. Saurav Gokul Shinde, Mr. Omkar Prakash Devkare
5. A Dynamic Landsat Derived Normalized Difference Vegetation Index (NDVI) Product for Command Area of Nandur Madhmeshwar Project, Maharashtra using Google Earth Engine ............................................................. 75
Dr. Ramya Priya R., Dr. M R Bhanu Sree,
Dr. Lakshmi Neelima Tadikamalla, Ms. Punam Dilip Raut
Ms. Prasanna Babanrao Khaire, Ms. Gauri Baban Yadav
6. Creation of Time Series Spectral Information During Rabi Season Based on the Sentinel-2A data and GEE Platform over Solapur District ............................................103
Mr. Lakshmanadinesh K., Mr. Akshay Ashok Malgonde,
Mr. Aniket Santosh Devkar, Mr. Aniket Prafulla Kale,
Mr. Kushal shivaji jawale, Mr. Ritikesh None Maurya
7. Automatic Flood Mapping using Sentinel-1 GRD SAR Images and Google Earth Engine for Persistently Affected Districts of Bihar State ..................................................115
Mr. Shashank Shinde, Dr. Bolagani Sowjanya, Mr. Ravi Kumar,
Dr. Thirumalaikumar R, Er. Apparao Chodisetti,
Dr. Chandra Mohan Reddy Chagam Venkata
8. Flood Mapping and Damage Assessment using Sentinel 1 and 2 for Chennai using Google Earth Engine ......121
Ms. Neha Singhal, Ms. Prajakta Babasaheb Labade,
Ms. Harshali Hariram Deshmukh, Mrs. Nikita Patangrao Talap,
Ms. Pooja Madhukar Pawar, Ms. Prajakta Nagesh Sangar
9. Spatial and Temporal Changes in the Normalized Difference Vegetation Index (NDVI) and their Driving Factors in Desert/ Grassland Biome Transition of Thar Desert, Rajasthan, India ......................................................141
Er. Nethi Naga Hari Sairam, Mr. Dheeraj Gangaram Gawade,
Mr. Sanket Gorakshanath Ugale, Mr. Sagar Ambadas Zole,
Mr. Shranish Kar, Mr. Abhaykumar Ganesh Bhaskare
10. Site Suitability Analysis for Establishing Soil and Water Conservation Structures in Upper Sina River Catchment by using Google Earth Engine ................................153
Ms. Mehreen Khan, Dr. Pragyan Kumari, Mrs. Shweta Panjwani,
Mrs. Savari Rajkumar Herale, Mr. Vishal Rajkumar Ghule,
Ms. Vrushali Sambhaji Khedkar
11. Demarcation of NDSSI for Different Zones of NDSSI in Mula Dam Reservoir, Jayakwadi Dam Reservoir, Ukai Dam Reservoir during Pre-monsoon and Post-monsoon Periods from 2000 to 2020 .................................167
Dr. Saranga Dhar Samantaray, Dr. Arundathi. S. Shaganti,
Dr. Pankaj Kumar Pandey, Dr. Guguloth Pragna,
Mr. NarsaleIshwar Bharat, Mr. MayurJayantrao Kulkarni
12. Classification of an Area for Suitability of Surface Irrigation of Jalgaon Area, Northern Maharashtra, India using Google Earth Engine ................................................209
Mrs. Neeta Sachinkumar Nandgude, Ms. Pratibha Prakash,
Ms. Priyanka Yashwant Satav, Ms. Sakshi Anshiwaraj Maladhare,
Ms. Shweta Babasaheb Sapkal, Mr. Vaibhav Babaji Aher
13. Historical and Operational Monitoring of Surface Sediments for Shivsagar Reservoir, Satara, Maharashtra using and GEE Cloud Computing ..............................................221
Mrs. Shwetambari Sameer Nagarkar, Er. Janhavi KishorJoshi,
Ms. Pradnya Sadashiv Patil, Ms. Pratibha Prakash Sonawane,
Ms. Snehal Popat Jadhav, Ms. Sonali Bhaskar More
14. Estimation of MODIS Global Terrestrial Evapotranspiration 8-Day Global 1 km Data for Upper Godavari Basin using GEE Platform........................................................................247
Mr. Prathmesh Sanjay Patil, Mr. Prathmesh Vipin Borde,
Mr. Prathmesh Ravindra Pore, Mr. Abhijeet Jalindar Shinde,
Mr. Nikhil Sandeep Paramane, Dr. Rentapalli Ramesh
15. Landsat-8 and Sentinel-2 Based Forest Fire Burn Area Mapping in Sikkim Himalayas using Google Earth Engine ...257
Ms. Dalimbi Ravindra Sarode, Mr. Pranay Reddy,
Mr. Rahul Balasaheb Rahane, Mr. Sumit Devdatt Kedar,
Mr. Suraj Krishna Kamble, Mr. Yashdeep Pandurang Patil
16. Change Detection of Land Surface Temperature of Chandrapur City during 1990 to 2020 by using GEE Platform........................................................................271
Dr. Prity Kumari, Dr. Aswin Kokkat, Mr. Rahul Sanjay Shelar,
Mr. Sachin Babaji Deore, Mr. Pankaj Tukaram Awari,
Mr. Rugwed Vijaysing Khandekar
17. Leveraging the Google Earth Engine for Drought Assessment for Scarcity Region of Maharashtra (Solapur, part of Sangli, Ahmednagar, Dhule, part of Nandurbar, part of Aurangabad, Beed, Osmanabad districts) using Global Soil Moisture Data .................................279
Er. Ajit Kumar Nayak, Mr. Ajay Gajananrao Akhare,
Mr. Rushikesh Maruti Gaikwad, Mr. Sourabh Vijay Rangate,
Mr. Vimal Prajapati, Mr. Vishwajit Sadashiv Mali
18. Creation of Cropping Pattern Map of Ahmednagar District during Last 20 Years for Rabi Seasons using GEE Platform........................................................................291
Mrs. Vanita Pandey, Dr. Y. Archana Karuni, Dr. Sharmila Shinde,
Ms. Dipali Ramdas Valvi, Ms. Geeta Gorakh Jawane,
Ms. Nikita Ananda Suryawanshi
