PREDICTING AGRICULTURE YIELDS USING MACHINE LEARNING

SHAIK AMRIN; B MURALI

PREDICTING AGRICULTURE YIELDS USING MACHINE LEARNING

Authors: SHAIK AMRIN, B MURALI

Unique Paper ID: 168497
Volume: 11
Issue: 5
PageNo: 1030-1035

Keywords: Crop Yield Prediction Machine Learning Agriculture Food Security Sustainable Agriculture

Abstract:
Agriculture contributes a significant amount to the economy of India due to the dependence on human beings for their survival. The main obstacle to food security is population expansion leading to rising prediction, technology can assist farmers in producing more. This project main goal is to predict crop yields utilizing the features of amount of rainfall, crop, area, production, pesticides and fertilizers that have posed a serious threat to the long-term viability of agriculture. Crop yield prediction is a decision support tool that uses machine learning algorithms, that can be used to make decisions about which crops to produce. To estimate the agriculture yield, machine learning techniques: Decision Tree, Random Forest, Support Vector Machine, K Nearest Neighbors Regressor and XG-Boost have been used and for performance evaluation accuracy, root mean square error, mean square error and mean absolute error are compared.

Download article

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 11
Issue: 5
PageNo: 1030-1035

PREDICTING AGRICULTURE YIELDS USING MACHINE LEARNING

Available:https://ijirt.org/Article?manuscript=168497

16 Oct, 2024

ECG-Based Heart Failure Detection Using Deep Convolutional Neural Networks

15 Oct, 2024

DETECTION OF HEART FAILURE USING A CONVOLUTIONAL NEURAL NETWORK VIA ECG SIGNALS

27 Sep, 2024

MULTI-SOURCE MEDICAL DATA INTEGRATION AND MINING FOR HEALTHCARE SERVICES

25 Sep, 2024

LOW POWER HIGH ACCURACY APPROXIMATE MULTIPLIER USING APPROXIMATE HIGH ORDER COMPRESSORS

25 Sep, 2024

ROUNDING BASED APPROXIMATION MULTIPLIER FOR HIGH-SPEED YET ENERGY EFFICIENT DIGITAL SIGNAL PROCESSING

25 Sep, 2024

LOW POWER HIGH SPEED ACCURACY CONTROLLABLE APPROXIMATE MULTIPLIER DESIGN

19 Sep, 2024

GROUND WATER LEVEL PRIDUCTION USING RANDOM FOREST ALGORITM &DCNN

19 Sep, 2024

EXPERIMENTAL BEHAVIOUR OF BEAM COLUMN-JOINTS WITH HYBRID FIBRE REINFORCED CONCRETE

27 Aug, 2024

DETECTION ANDIDENTIFICATION OFPILLS USING MACHINE LEARNING MODELS

27 Aug, 2024

DETECTION OF CYBERBULLYING ON SOCIAL MEDIA BY USING MACHINE LEARNING

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry