Study on ANN Based Forecast Model of Weather Disease

Article Preview

Abstract:

Forecasting the weather diseases is a complex process with strong uncertainty. In order to improve the forecast accuracy, the paper proposed a sort of forecast model for weather diseases based on the artificial neural network. By means of ANN, lots of sample data could be trained so as to optimize the connecting weighting value of ANN, finally the forecast effect of weather diseases has been intuitively verified by experiment simulation. The factor resulted in weather diseases could be the following weather parameters, such as temperature of a day, relative humidity, air pressure, wind speed and so on. The paper takes respiratory disease treatment records as an example, the simulation result points out that it is consistent between the change trend of being sick and the actual situation. The study result shows that the model is reasonable and feasible, and could forecast weather disease more effectively.

You might also be interested in these eBooks

Info:

Periodical:

Pages:

77-81

Citation:

Online since:

June 2011

Authors:

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2011 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

[1] Gao Lei, Liu Bing, Li Qiao. Application of Neural Network in Forecasting Emergencies Caused by Meteorological Factors. Chinese Journal of Medical Physics, Vol. 27(2010), p.1806-p.1820.

Google Scholar

[2] Mateou N., Andreou A., Stylianou C. Evolutionary Multilayered Fuzzy Cognitive Maps: A Hybrid System Design to Handle Large-Scale, Complex, Real-World Problems. Information and Communication Technologies, 2006. ICTTA '06. 2nd , Vol. 1(2006).

DOI: 10.1109/ictta.2006.1684634

Google Scholar

[3] Chong-Wang Chang, Guo-Dang Gao, Hang Chen, Wei-Xin Li. Study on the diagnosis of Parkinson's disease with artificial neural network. Chinese Journal Clinical Rehabilitation, Vol. 28(2003), p.21~p.23.

Google Scholar

[4] Sanjukta Pal; Amir Konar Cognitive reasoning using fuzzy neural nets, Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on, Vol. 26, Issue: 4, 1996, Page(s): 616 – 619.

DOI: 10.1109/3477.517036

Google Scholar

[5] Yang Yaping, Hu Junjie. Application of Fuzzy Cognitive-map in Collaborative Medical Diagnosis System. Computer Engineering applications. Vol. 7 (2006), p.218~p.220.

Google Scholar

[6] ELPINIKI I. PAPAGEORGIOU. A new methodology for Decisions in Medical Informatics using fuzzy cognitive maps based on fuzzy rule-extraction techniques. Applied Soft Computing, Vol. 11 (2010), p.500-p.533.

DOI: 10.1016/j.asoc.2009.12.010

Google Scholar

[7] J. JIANG, P. TRUNDLE, J. REN. Medical image analysis with artificial neural networks. Computerized Medical Imaging and Graphics. Vol. 11(2010), p.543~p.551.

DOI: 10.1016/j.compmedimag.2010.07.003

Google Scholar