Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM)
Abstract & Details
Research Area
Mathematics
Keywords
Rainfall
Support Vector Machine (SVM)
Artificial Neural Network (ANN)
Abstract
Artificial Neural Network (ANN) and Support Vector Machine (SVM) are the most widely used supervised techniques for data analysis and modeling. In this chapter we used the back propagation neural network model for predicting the average monthly rainfall of Nainital town based on wet bulb, dry bulb, minimum temperature, maximum temperature and wind speed in Nainital town. Our results show that the ANN techniques extremely well with the actual data values as compared to the SVM techniques. From these results we can predict the rainfall for the future.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Deepa Bisht | D.S.B. Campus, Kumaun University, Nainital, Uttarakhand |
| 2 | Mahesh C. Joshi | D.S.B. Campus, Kumaun University, Nainital, Uttarakhand |
| 3 | Ashish Mehta | D.S.B. Campus, Kumaun University, Nainital, Uttarakhand |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Bisht, Deepa, Joshi, Mahesh C., & Mehta, Ashish (2015). Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM). International Journal of Advance Research and Innovative Ideas In Education, 1(3), 400-406.
MLA Style
Bisht, Deepa, et al. "Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM)." International Journal of Advance Research and Innovative Ideas In Education, vol. 1, no. 3, 2015, pp. 400-406.
IEEE Style
Deepa Bisht, Mahesh C. Joshi, and Ashish Mehta, "Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM)," International Journal of Advance Research and Innovative Ideas In Education, vol. 1, no. 3, pp. 400-406, 2015.
Vancouver Style
Bisht Deepa, Joshi Mahesh C., Mehta Ashish. Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM). International Journal of Advance Research and Innovative Ideas In Education. 2015;1(3):400-406.
Harvard Style
Bisht, Deepa, Joshi, Mahesh C., & Mehta, Ashish (2015) 'Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM)', International Journal of Advance Research and Innovative Ideas In Education, 1(3), pp. 400-406.
Chicago Style
Bisht, Deepa, Mahesh C. Joshi, and Ashish Mehta. "Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM)." International Journal of Advance Research and Innovative Ideas In Education 1, no. 3 (2015): 400-406.
Turabian Style
Bisht, Deepa, Mahesh C. Joshi, and Ashish Mehta. "Prediction of Monthly Rainfall of Nainital Region using Artificial Neural Network (ANN) and Support Vector Machine (SVM)." International Journal of Advance Research and Innovative Ideas In Education 1, no. 3 (2015): 400-406.
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