International Journal of Bio-resource and Stress Management
  • Year: 2026
  • Volume: 17
  • Issue: 2

Machine Learning-driven Prioritization of Adoption Drivers and Constraints in Agro-climatic Zone-specific Integrated Farming Systems

  • Author:
  • Avijit Haldar1,*, Dipankar Ghorai2, Satyendra Nath Mandal3, Prasenjit Pal4, Upama Das5, Swagat Ghosh6, Srabani Das7, Rakesh Roy8, Rahul Deb Mukherjee9, Prasanta Chatterjee10, Pranab Barma11, Moutusi Dey12, Moumita Dey Gupta13, Manas Kumar Das14, Malay Kumar Samanta15, Madhuchhanda Khan16, Kunal Roy17, Kaushik Pal18, Dhiman Mahato19, Biswajit Goswami20, Arkaprabha Shee21, Rupak Goswami22, Sanjit Maiti23
  • Total Page Count: 13
  • Page Number: 1 to 13

1Animal Reproduction Division, ICAR-Agricultural Technology Application Research Institute, Kolkata, West Bengal (700 097), India

10Dept. of Fisheries, Ramkrishna Ashram Krishi Vigyan Kendra, Nimpith, South 24 Parganas, West Bengal (743 338), India

11Dept. of Plant Protection, Darjeeling Krishi Vigyan Kendra, UBKV, Kalimpong, West Bengal (734 301), India

12Dept. of Horticulture, Uttar Dinajpur Krishi Vigyan Kendra, UBKV, Chopra, Uttar Dinajpur, West Bengal (733 207), India

13Dept. of Agriculture Extension, Bankura Krishi Vigyan Kendra, West Bengal Comprehensive Area Development Corporation, Sonamukhi, Bankura, West Bengal (722 207), India

14Dept. of Animal Science, Jalpaiguri Krishi Vigyan Kendra, West Bengal University of Animal and Fishery Sciences, Ramshai, Jalpaiguri, West Bengal (735 219), India

15Dept. of Horticulture, Nadia Krishi Vigyan Kendra, BCKV, Gayeshpur, Nadia, West Bengal (741 234), India

16Dept. of Animal Science, Rathindra Krishi Vigyan Kendra, Palli Siksha Bhavana, Institute of Agriculture, Visva-Bharati, Sriniketan, Birbhum, West Bengal (731 236), India

17Dept. of Information Technology, Kalyani Government Engineering College, Kalyani, Nadia, West Bengal (741 235), India

18Dept. of Animal Science, North 24 Parganas Krishi Vigyan Kendra, West Bengal University of Animal and Fishery Sciences, Ashokenagar, North 24 Parganas, West Bengal (743 223), India

19Dept. of Agriculture Engineering, Kalyan Krishi Vigyan Kendra, Jahajpur, Biltora, Purulia, West Bengal (723 126), India

2Soil Science Division, Burdwan Krishi Vigyan Kendra, ICAR-Central Research Institute for Jute & Allied Fibres, Bud Bud, Purba Bardhaman, West Bengal (713 403), India

20Dept. of Fisheries, Dakshin Dinajpur Krishi Vigyan Kendra, Uttar Banga Krishi Viswavidyalaya, Majhian, Patiram, Dakshin Dinajpur, West Bengal (733 133), India

21Dept. of Animal Science, Dhaanyaganga Krishi Vigyan Kendra, Ramakrishna Mission Ashrama, Sargachhi Ashrama, Murshidabad, West Bengal (742 408), India

22Dept. of Agriculture Extension, School of Agriculture and Rural Development, Ramakrishna Mission Vivekananda Educational and Research Institute, Narendrapur Campus, South 24 Parganas, West Bengal (700 103), India

23Dairy Extension Division, ICAR-National Dairy Research Institute, Karnal, Haryana (132 001), India

3Dept. of Information Technology, Kalyani Government Engineering College, Kalyani, Nadia, West Bengal (741 235), India

4Division of Fisheries Economics, Extension and Statistics, ICAR-Central Institute of Fisheries Education, Indian Council of Agricultural Research, Andheri (West), Mumbai, Maharashtra (400 061), India

5Animal Reproduction Division, ICAR-Agricultural Technology Application Research Institute, Indian Council of Agricultural Research, Kolkata, West Bengal (700 097), India

6Fisheries Division, Sasya Shyamala Krishi Vigyan Kendra, Ramakrishna Mission Vivekananda Educational and Research Institute, South 24 Parganas, Kolkata, West Bengal (700 150), India

7Dept. of Horticulture, Jhargram Krishi Vigyan Kendra, Regional Research Station, Bidhan Chandra Krishi Viswavidyalaya, Jhargram, West Bengal (721 507), India

8Dept. of Animal Science, Malda Krishi Vigyan Kendra, UBKV, Ratua, Malda, West Bengal (732 205), India

9Dept. of Animal Science, Coochbehar Krishi Vigyan Kendra, UBKV, Pundibari, Coochbehar, West Bengal (736 165), India

*Corresponding E-mail: vetavijit@gmail.com

Online Published on 20 March, 2026.

Abstract

The experiment was conducted during the month of April to November in 2022 to study integrated farming systems (IFSs) in West Bengal. IFSs offered holistic solutions to food security, resource efficiency, and rural livelihoods, yet adoption remained limited in India due to socio-economic, ecological, and institutional barriers. A significant gap existed in empirical evidence regarding the relative importance of the enabling and constraining factors influencing the adoption and scalability of IFS in the Indian context. This study aimed to bridge that gap by identifying and ranking key factors influencing the adoption of IFSs in Eastern India. A multi-stage sampling approach was used to select 60 farmers practicing IFS for data collection across six agro-climatic zones (ACZs) in West Bengal, India from April to November in 2022. This study identified and ranked key factors, based on relative closeness values (ranging from 0 to 1), influencing IFS adoption in West Bengal through a SWOC (Strengths, Weaknesses, Opportunities, and Challenges)– TOPSIS (Technique for Order of Preference by Similarity to Ideal Solution) analysis, a Multi-Criteria Decision-Making (MCDM) method grounded in machine learning principles. Zone-specific insights revealed strengths and/ or opportunities like women’s participation, income enhancement, farm production improvement, sustainable livelihood security, and scope of organic farming, alongside major weaknesses and challenges like intensive water requirement, higher labour engagement, greater capital start-up cost, natural calamities, and market volatility. The integrated methodology presented a replicable model for contextual planning and informed decision-making in West Bengal and similar agro-climatic regions across India and beyond.

Keywords

IFS, West Bengal, Machine learning, SWOC–TOPSIS, Decision-making, Policy