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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: December 2025
Volume 10 | Issue 12
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 10
Issue Published : 115
Article Submitted : 19623
Article Published : 8077
Total Authors : 21364
Total Reviewer : 770
Total Countries : 147
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Published Paper Details
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| Paper Title: | Intelligent Decision-Making for Sustainable Farming Using Machine Learning |
| Authors Name: | Shiwani Wasnik , Mayuri Sawant , Sakshi Shirishkar , Prof. Sujata Kullur |
| Download E-Certificate: | Download |
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IJRTI_203510
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| Published Paper Id: | IJRTI2505080 |
| Published In: | Volume 10 Issue 5, May-2025 |
| DOI: | |
| Abstract: | —Sustainable agriculture demand precise, data-driven strategies to maximize crop productivity while minimizing environmental harm. This study presents an innovative, scalable, and intelligent decision- making framework that leverages Machine Learning (ML) algorithm such as random forest regression (RFR) to estimate the nutrients requirement. Decision Tree classifier for smart crop recommendation. Predictive analytics for fertilizer recommendation on the basis of N, P, K values in the soil. Also, Convolutional Neural Network (CNN) with RaceNet for diseases detection, to help farmer in assisting proper plant health. Beyond enhancing farming efficiency, this research aspires to drive technological advancements in agriculture by demonstrating the transformative power of AI, ML, and data analytics. By integrating cutting-edge technology with traditional farming methods, this study envisions a future where precision agriculture empowers farmers, strengthens global food security, and supports eco-friendly agricultural evolution. |
| Keywords: | —Sustainable farming, Random Forest Regression, Nutrient Prediction, Crop Recommendation, Disease Detection, Weather Forecasting, Machine Learning |
| Cite Article: | "Intelligent Decision-Making for Sustainable Farming Using Machine Learning", International Journal of Science & Engineering Development Research (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 5, page no.a674-a678, May-2025, Available :http://www.ijrti.org/papers/IJRTI2505080.pdf |
| Downloads: | 000292 |
| ISSN: |
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2505080
Registration ID:203510
Published In: Volume 10 Issue 5, May-2025
DOI (Digital Object Identifier):
Page No: a674-a678 Country: Mumbai, Maharashtra, India Research Area: Information Technology Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2505080 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2505080 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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