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Title: :  crop yield prediction using DL
PaperId: :  23624
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-23624
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Bale Yeshwanthdon bosco institute of technology
Darshan Rdon bosco institute of technology
Divyashree Kdon bosco institute of technology
Amulya Pdon bosco institute of technology

Abstract

Information Engineering
Neural Network, Support Vector Regression, Random Forest Regression, Linear Regression, ReLu, Adam Optimizer
Agriculture provides a living for around 58 percent of India's population. Agriculture, forestry, and fisheries were expected to generate ₹19.48 lakh crore in FY20. Given the significance of agriculture in India, farmers might benefit from early forecasting of agricultural yields. The study focuses on predicting agricultural yield,, for Karnataka state using the regression with neural network model. The final constructed dataset takes parameters like agricultural area, crop, taluka, year, season, district wise annual rainfall (mm), district wise maximum and minimum temperature (˚C) and harvest or yield for the time period of 1997 to 2017. The underlying model is built utilizing a Multilayer Perceptron Neural Network, a ReLu Activation function, an Adam Optimizer, and 50 epochs with a batch size of 200. The end of the training gained 96.43% accuracy on test data. Several additional well-known regression algorithms such as Multinomial Linear Regression, Random Forest Regression and Support Vector Machine are also constructed and trained using the same dataset so as to compare their performance to the base model. From the final comparison results it was found that neural network model has outperformed classic machine models for crop yield prediction in terms of both mean absolute error and accuracy

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IJARIIE Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P. "crop yield prediction using DL" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 374-384
MLA Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P. "crop yield prediction using DL." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 374-384.
APA Bale Yeshwanth, Darshan R, Divyashree K, & Amulya P. (2024). crop yield prediction using DL. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 374-384.
Chicago Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P. "crop yield prediction using DL." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 374-384.
Oxford Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P. 'crop yield prediction using DL', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 374-384. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/crop__yield_prediction_using_DL_ijariie23624.pdf (Accessed : ).
Harvard Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P. (2024) 'crop yield prediction using DL', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 374-384IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/crop__yield_prediction_using_DL_ijariie23624.pdf (Accessed : )
IEEE Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P, "crop yield prediction using DL," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 374-384, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/crop__yield_prediction_using_DL_ijariie23624.pdf [Accessed : ].
Turabian Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P. "crop yield prediction using DL." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 ().
Vancouver Bale Yeshwanth, Darshan R, Divyashree K, and Amulya P. crop yield prediction using DL. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(3) : 374-384. Available from: https://ijariie.com/AdminUploadPdf/crop__yield_prediction_using_DL_ijariie23624.pdf
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