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The Use of Neural Network in Determining the Ideality of Day for Cloud Seeding by Cuesta , Yvanne Christine R. Uy, Ma. Ro-anne R. CLOUD SEEDING. A type of weather modification
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The Use of Neural Network in Determining the Ideality of Day for Cloud SeedingbyCuesta, Yvanne Christine R.Uy, Ma. Ro-anne R.
CLOUD SEEDING • A type of weather modification • Treatment used to increase precipitation – to provide water on dams and agricultural fields during drought seasons
ISSUES • Requires large amount of funds • Doesn’t produce enough rain • Rain do not fall on the right location • Some believe that it does not work successfully at all… In other words… A large amount of money is wasted There is no established quantitative way of pursuing cloud seeding.
Neural Network • information processing model inspired by the human brain • used in classification through pattern based learning
Process Flowchart Acquisition and Compilation of Cloud Seeding Data • Acquisition and Programming of Implementing Software Conversion of data into data input Training of program Testing and Validation of Program
Conclusion • The ranges in which cloud seeding operations are likely to be successful • It is possible to establish a more accurate and precise way of predicting the ideality of Day for cloud seeding.
Recommendations • Wide range of cloud seeding data wherein taking into consideration other factors besides from the given factors • Usage of BackpropagationNeural Network
Bibliography • American Friends of Tel Aviv University (2010, November 1). 'Cloud seeding' not effective at producing rain as once thought, new research shows. ScienceDaily. Retrieved December 10, 2010, from http://www.sciencedaily.com /releases/2010/11/101101125949.htm • Hagan, M.T. (1996). Neural Network Design. Boston, MA: PWS Publishing. • Macfarlane, M. (2009, February 3). Major study proves cloud seeding effective.Cosmomagazine. Retrieved July 21, 2010 from http://www.cosmosmagazine.com/news/2514/major- study-proves-cloud-seeding-effective. • Matthew, J. (2000). An Introduction to Neural Networks. Retrieved July 21, 2010 from http://www.generation5.org/content/2000/nnintro.asp. • Moseman, A. (2009, February 19). Does cloud seeding work?. Scientific American. Retrieved August 11, 2010 from http://www.scientificamerican.com/article.cfm?id=cloud-seeding-china- snow • Shoukat, U. & Zakia, H. (2005). Improve an efficiency of feedforward multilayer perceptrons by Serial training. Journal of Theoretical and Applied Information Technology, 6(1), 017 – 020. Retrieved August 11, 2010 from http://www.jatit.org/volumes/research- papers/Vol6No1/2Vol6No1.pdf. • XLMiner (n.d.). Online Help. Retrieved January 22, 2011 from http://www.resample.com/xlminer/help/Index.htm