Crop Recommendation System using Machine learning Classifiers

被引:0
|
作者
Guharoy, Rabel [1 ]
Revar, Ashish [1 ]
Nalluri, Varshita [2 ]
Deshkar, Dhaval [1 ]
Lunagaria, Munindra [3 ]
机构
[1] Rashtriya Raksha Univ, SITAICS, Gandhinagar, India
[2] Bharati Vidyapeeth Univ, CSE AIML Dept, Navi Mumbai, India
[3] Marwadi Univ, CSE Dept, Rajkot, Gujarat, India
关键词
Machine Learning (ML); Decision Tree Classifier (DT); Random Forest Classifier (RF); Logistic Regression (LR); CatBoost Classifier (CC);
D O I
10.1109/SESAI61023.2024.10599445
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Indian economy is heavily dependent on its agricultural sector which employs several workers. But many times, due to low returns, farmers face problems which is a consequence of not knowing which crops to grow when concerning the climatic and soil conditions. This information gap is decreasing the progress of the agricultural industry. It can be solved using technology, especially Machine Learning, by assessing the soil and climatic data to generate farming recommendations that are specific to a particular plot. This technique increases the yield for the farmers as it reduces the choice of incorrect crops and helps the farmers make wise decisions.
引用
收藏
页码:126 / 131
页数:6
相关论文
共 50 条
  • [1] AgroConsultant: Intelligent Crop Recommendation System Using Machine Learning Algorithms
    Doshi, Zeel
    Nadkarni, Subhash
    Agrawal, Rashi
    Shah, Neepa
    2018 FOURTH INTERNATIONAL CONFERENCE ON COMPUTING COMMUNICATION CONTROL AND AUTOMATION (ICCUBEA), 2018,
  • [2] A Machine Learning Based Crop Recommendation System: A Survey
    Jadhav, Rohini
    Bhaladhare, Pawan
    JOURNAL OF ALGEBRAIC STATISTICS, 2022, 13 (01) : 426 - 430
  • [3] A Decision Support System for Crop Recommendation Using Machine Learning Classification Algorithms
    Senapaty, Murali Krishna
    Ray, Abhishek
    Padhy, Neelamadhab
    AGRICULTURE-BASEL, 2024, 14 (08):
  • [4] An Artificial Intelligence-based Crop Recommendation System using Machine Learning
    Apat, Shraban Kumar
    Mishra, Jyotirmaya
    Raju, K. Srujan
    Padhy, Neelamadhab
    JOURNAL OF SCIENTIFIC & INDUSTRIAL RESEARCH, 2023, 82 (05): : 558 - 567
  • [5] Fertilizer and Crop Recommendation using IoUT and Machine Learning
    Nehra, Vibha
    Anand, Akash
    Kumari, Neha
    Proceedings of the 13th International Conference on Cloud Computing, Data Science and Engineering, Confluence 2023, 2023, : 629 - 634
  • [6] An Acquisition Based Optimised Crop Recommendation System with Machine Learning Algorithm
    Choudhury, Sasmita Subhadarsinee
    Pandharbale, Priya B.
    Mohanty, Sachi Nandan
    Jagdev, Alok Kumar
    EAI ENDORSED TRANSACTIONS ON SCALABLE INFORMATION SYSTEMS, 2024, 11 (01)
  • [7] Sensor information-based crop recommendation system using machine learning for the fertile regions of Maharashtra
    Shingade, Sachin Dattatraya
    Mudhalwadkar, Rohini Prashant
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2023, 35 (23):
  • [8] AGRI FARM: CROP AND FERTILIZER RECOMMENDATION SYSTEM FOR HIGH YIELD FARMING USING MACHINE LEARNING ALGORITHMS
    Silpa, C.
    Arava, RamPrakash Reddy
    Baseer, K. K.
    INTERNATIONAL JOURNAL OF EARLY CHILDHOOD SPECIAL EDUCATION, 2022, 14 (02) : 6468 - 6482
  • [9] Machine learning enabled IoT system for soil nutrients monitoring and crop recommendation
    Islam, Md Reazul
    Oliullah, Khondokar
    Kabir, Md Mohsin
    Alom, Munzirul
    Mridha, M. F.
    JOURNAL OF AGRICULTURE AND FOOD RESEARCH, 2023, 14
  • [10] Farm-Level Smart Crop Recommendation Framework Using Machine Learning
    Amit Bhola
    Prabhat Kumar
    Annals of Data Science, 2025, 12 (1) : 117 - 140