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Reseach Article

Artificial Neural Network Model for Weather Predication

Published on September 2015 by Ratna Nayak
International Conference and Workshop on Communication, Computing and Virtualization
Foundation of Computer Science USA
ICWCCV2015 - Number 3
September 2015
Authors: Ratna Nayak
99ab6a02-1800-458b-b299-f452e5993069

Ratna Nayak . Artificial Neural Network Model for Weather Predication. International Conference and Workshop on Communication, Computing and Virtualization. ICWCCV2015, 3 (September 2015), 0-0.

@article{
author = { Ratna Nayak },
title = { Artificial Neural Network Model for Weather Predication },
journal = { International Conference and Workshop on Communication, Computing and Virtualization },
issue_date = { September 2015 },
volume = { ICWCCV2015 },
number = { 3 },
month = { September },
year = { 2015 },
issn = 2249-0868,
pages = { 0-0 },
numpages = 1,
url = { /proceedings/icwccv2015/number3/802-1573/ },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Proceeding Article
%1 International Conference and Workshop on Communication, Computing and Virtualization
%A Ratna Nayak
%T Artificial Neural Network Model for Weather Predication
%J International Conference and Workshop on Communication, Computing and Virtualization
%@ 2249-0868
%V ICWCCV2015
%N 3
%P 0-0
%D 2015
%I International Journal of Applied Information Systems
Abstract

Weather prediction is stimulating area of research for scientists. In this paper the application of artificial neural networks model to predict the weather has been proposed. Weather parameters like maximum temperature, minimum temperature and relative humidity etc. has been predicted. Execution of predictive modeling, the key criteria is always meticulousness. Using prediction model trying to predict future weather condition based upon above parameters by Artificial Neural Network. The model performance is analogized with Multi layered perceptron network. The proposed network is trained with actual data of the 10 years of Mumbai, Maharashtra and tested which comes from meteorological department. ANN is used with C4. 5 for classification.

References
  1. R. Rojas:Neural Networks,Springer-Verlag,Berlin, 1996.
  2. Y. Radhika and M. Shashi," Atmospheric Temperature Prediction using Support Vector Machines," International Journal of Computer Theory and Engineering, Vol. 1, No. 1, April 2009 1793-8201.
  3. Mohsen Hayati, and Zahra Mohebi," Application of Artificial Neural Networks for Temperature Forecasting," World Academy of Science, Engineering and Technology 28 2007.
  4. Brian A. Smith, Ronald W. McClendon, and Gerrit Hoogenboom," Improving Air Temperature Prediction with Artificial Neural Networks" International Journal of Computational Intelligence 3;3 2007.
  5. Arvind Sharma, Prof. Manish Manoria," A Weather Forecasting System using concept of Soft Computing," pp. 12-20 (2006)
  6. Ajith Abraham1, Ninan Sajith Philip2, Baikunth Nath3, P. Saratchandran4," Performance Analysis of Connectionist Paradigms for Modeling Chaotic Behavior of Stock Indices,"
  7. Surajit Chattopadhyay," Multilayered feed forward Artificial Neural Network model to predict the average summer-monsoon rainfall in India ," 2006
  8. http://www. wunderground. com/
  9. Paras, Sanjay Mathur, Avinash Kumar, and Mahesh Chandra. "A Feature Based Neural Network Model for Weather Forecasting"(2009).
  10. Dr. S. Santosh Baboo, I. Kadar Shereef " An Efficient Weather Forecasting System using Artificial Neural Network" IJESD, Vol. 1, No. 4, October 2010 ISSN: 2010-0264
  11. Zhi-Hua Zhou, Member, IEEE, and Yuan Jiang, IEEE Transactions on Information Technology in Biomedicine, Medical Diagnosis with C4. 5 Rule Preceded by Artificial Neural Network Ensemble
  12. Jan Chorowski, Jacek M. Zurada, Fellow, IEEE Extracting Rules from Neural Networks as Decision Diagrams.
  13. Amanpreet Kaur, J K Sharma, Sunil Agrawal, "Artificial neural networks in forecasting maximum and minimum relative humidity"IJCSNS , VOL. 11 No. 5, May 2011.
  14. Ratna Nayak,PS Patheja, Akhilesh Waoo. "An Enhanced Approach for Weather Forecasting Using Neural Network " Advances in Intelligent and Soft Computing Volume 131, 2012, pp 833-839.
Index Terms

Computer Science
Information Sciences

Keywords

Artificial Neural Networks Weather Prediction Single Layer Perceptron Multi Layer Perceptron Back Prapogation C4.5.