INTELLIGENT CROP SELECTION SYSTEMS USING ML

For many people in India, agriculture is their primary source of income.Crop production is one of the good things about our country.Excessive and insufficient application of fertilizer rarely fails to result in poor crop quality.The recommended IoT and ML system makes soil testing possible using soil parameter identifying and tracking sensors.The method will prevent soil erosion and maintain crops.As per the scenario, various sensors of this type measure the temperature, humidity, moisture content, and pH of the soil and NPK nutrients.Types of Information collected The microcontroller that analyses the data used in machine learning like a random forest is stored in the Information gatherer.Suggestion as to the best crop to grow is then formulated.The main tool of the above project-method of identifying whether a The plant is vulnerable to being unhealthy is the convolutional neural network.

Publication Details

Journal
International Research Journal of Modernization in Engineering Technology and Science
Published
2025-09-02
DOI
https://doi.org/10.56726/irjmets82507
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
0.00
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article

INTELLIGENT CROP SELECTION SYSTEMS USING ML

International Research Journal of Modernization in Engineering Technology and Science
Smart Agriculture and AI
article

INTELLIGENT CROP SELECTION SYSTEMS USING ML

article en

Abstract

For many people in India, agriculture is their primary source of income.Crop production is one of the good things about our country.Excessive and insufficient application of fertilizer rarely fails to result in poor crop quality.The recommended IoT and ML system makes soil testing possible using soil parameter identifying and tracking sensors.The method will prevent soil erosion and maintain crops.As per the scenario, various sensors of this type measure the temperature, humidity, moisture content, and pH of the soil and NPK nutrients.Types of Information collected The microcontroller that analyses the data used in machine learning like a random forest is stored in the Information gatherer.Suggestion as to the best crop to grow is then formulated.The main tool of the above project-method of identifying whether a The plant is vulnerable to being unhealthy is the convolutional neural network.

International Research Journal of Modernization in Engineering Technology and Science
Openalex Percentile: Top 83%
Smart Agriculture and AI
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INTELLIGENT CROP SELECTION SYSTEMS USING ML · International Research Journal of Modernization in Engineering Technology and Science (2025) | TGRS Research Map | TGRS