Weather Forecasting with Back Propagation of Neural Network using MATLAB

Authors

  • Sri Sankari G  Department of Computer Applications, Anna University, BIT Campus, Tiruchirappalli, Tamil Nadu, India
  • Dr. A. Valarmathi  Department of Computer Applications, Anna University, BIT Campus, Tiruchirappalli, Tamil Nadu, India

Keywords:

Neural Network (NN), Fuzzy, Genetic Algorithm, Back Propagation Algorithm (BP), MATLAB, nntool, Data Training.

Abstract

Neural network is highly related with human brain. Back Propagation Algorithm is the best one to give the output with less error. So Back Propagation algorithm is used for analysis of Weather Forecasting for the month of one month with three sets of data. This paper explains the implementation of the Back propagation Algorithm tool. This paper also explains the graphical output obtained in the process with three data sets and one target data set. MATLAB R2012b is used for the simulation of process.

References

  1. http://radio.feld.cvut.cz/matlab/toolbox/nnet/traingdx.html
  2. http://cens.ioc.ee/local/man/matlab/toolbox/nnet/logsig.html
  3. www.mathworks.com
  4. Fuzzy set and Fuzzy logic Theory and applications - George J Klir, Bo Yuan
  5. Implementation of back propagation algorithm by Amit Goyal, Gurleen Kaur, Simrajeet Kaur.
  6. Using MATLAB to develop artificial neural network models for predicting global solar radiation in AI Ain City-UAE by Maitha.H, Al Shamisi, Ali H Assi and Hassan A, Hejase.
  7. Implementation of back-propagation neural network with MATLAB by Jamshid Nazari, Okan K Ersoy.
  8. Neural Networks: MATLAB examples, Neural Networks course (practical examples) © 2012 Primoz Potocnik, Primoz Potocnik, University of Ljubljana, Faculty of Mechanical Engineering,
  9. www.neural.si | primoz.potocnik@fs.uni-lj.si
  10. Gui based matlab program to train an ann model using backpropagation by Dr. Rajib Kumar Bhattacharjya
  11. Neural networks deep learning in http://neuralnetworksanddeeplearning.com
  12. Chennai Month Weather - AccuWeather Forecast for Tamil Nadu India.html
  13. Daily Weather Forecasting using Artificial Neural Network by Meera Narvekar, Priyanca Fargose
  14. Artificial Neural Network and Fuzzy Logic in forecasting short-term Temperature by Chao Xi,Erihe
  15. Research Paper on Basic of Artificial Neural Network by Sonali. B. Maind, Priyanka Wankar
  16. Application of Artificial Neural Networks in Weather Forecasting: A Comprehensive Literature Review by  Gyanesh Shrivastava, Sanjeev Karmakar, Pulak Guhathakurta, Manoj Kumar Kowar 
  17. Implementation of Neural Network Back Propagation Training Algorithm on FPGA by S. L. Pinjare, Arun Kumar
  18. Efficient Weather Prediction By Back-Propagation Algorithm by Manisha Kharola1 and Dinesh Kumar

IInternational Journal of Scientific Research in Computer Science, Engineering and Information Technology

Downloads

Published

2017-04-30

Issue

Volume 2, Issue 2, March-April-2017

Section

Research Articles

License

Copyright (c) IJSRCSEIT

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Sri Sankari G, Dr. A. Valarmathi, " Weather Forecasting with Back Propagation of Neural Network using MATLAB" International Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 2, Issue 2, pp.1111-1114, March-April-2017.