Crop Yield Prediction And Efficient Use Of Fertilizer.
Abstract & Details
Research Area
Computer Engineering
Keywords
Crop yield prediction
Fertilizer Prediction
Random forest algorithm
Back propagation
Linear regression
KNN regression
Decision tree regression.
Abstract
As we all know that India being an agricultural country it predominantly depends on the growth in agriculture field and also the agro-industry products. The emerging research field in analyzing the crop yield by the Data mining technique and has helped the sector growth drastically. In the recent years farmers are interested in knowing the yield that he/she is about to expect. As a result we analyze the various related attributes such as state name, district name, crop year, season, crop name, soil moisture, humidity, temperature and area, along with it, the percentage of nutrients like Nitrogen (N), Phosphorous (P), and Potassium (K) are considered. Later all the above attributes are analyzed and then trained using various machine learning algorithm such as Random forest regression algorithm for creating the model. Finally the model is to be precise and accurate in predicting the yield to be expected for the particular crop grown and also the fertilizers to be added to the crops to enhance the crop yield and increase the farmers’ revenue.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Srushti H N | Dayanand sagar academy of technology and management. |
| 2 | Srushty | Dayanand sagar academy of technology and management. |
| 3 | Sneha B R | Dayanand sagar academy of technology and management. |
| 4 | Sushmitha V | Dayanand sagar academy of technology and management. |
| 5 | Dr. Sumithra Devi K A | Dayanand sagar academy of technology and management. |
How to Cite
Use the following formats to cite this article in your research.
APA Style
N, Srushti H, Srushty, R, Sneha B, V, Sushmitha, & A, Dr. Sumithra Devi K (2021). Crop Yield Prediction And Efficient Use Of Fertilizer.. International Journal of Advance Research and Innovative Ideas In Education, 7(3), 2686-2694.
MLA Style
N, Srushti H, et al. "Crop Yield Prediction And Efficient Use Of Fertilizer.." International Journal of Advance Research and Innovative Ideas In Education, vol. 7, no. 3, 2021, pp. 2686-2694.
IEEE Style
Srushti H N, Srushty, Sneha B R, Sushmitha V, and Dr. Sumithra Devi K A, "Crop Yield Prediction And Efficient Use Of Fertilizer.," International Journal of Advance Research and Innovative Ideas In Education, vol. 7, no. 3, pp. 2686-2694, 2021.
Vancouver Style
N Srushti H, Srushty, R Sneha B, V Sushmitha, A Dr. Sumithra Devi K. Crop Yield Prediction And Efficient Use Of Fertilizer.. International Journal of Advance Research and Innovative Ideas In Education. 2021;7(3):2686-2694.
Harvard Style
N, Srushti H, Srushty, R, Sneha B, V, Sushmitha, & A, Dr. Sumithra Devi K (2021) 'Crop Yield Prediction And Efficient Use Of Fertilizer.', International Journal of Advance Research and Innovative Ideas In Education, 7(3), pp. 2686-2694.
Chicago Style
N, Srushti H, et al. "Crop Yield Prediction And Efficient Use Of Fertilizer.." International Journal of Advance Research and Innovative Ideas In Education 7, no. 3 (2021): 2686-2694.
Turabian Style
N, Srushti H, et al. "Crop Yield Prediction And Efficient Use Of Fertilizer.." International Journal of Advance Research and Innovative Ideas In Education 7, no. 3 (2021): 2686-2694.
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