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Development of ANN Model for Wind Speed Prediction as a Support for Early Warning System
Joint Authors
Sušanj, Ivana
Marović, Ivan
Ožanić, Nevenka
Source
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-12-20
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
The impact of natural disasters increases every year with more casualties and damage to property and the environment.
Therefore, it is important to prevent consequences by implementation of the early warning system (EWS) in order to announce the possibility of the harmful phenomena occurrence.
In this paper, focus is placed on the implementation of the EWS on the micro location in order to announce possible harmful phenomena occurrence caused by wind.
In order to predict such phenomena (wind speed), an artificial neural network (ANN) prediction model is developed.
The model is developed on the basis of the input data obtained by local meteorological station on the University of Rijeka campus area in the Republic of Croatia.
The prediction model is validated and evaluated by visual and common calculation approaches, after which it was found that it is possible to perform very good wind speed prediction for time steps Δt=1 h, Δt=3 h, and Δt=8 h.
The developed model is implemented in the EWS as a decision support for improvement of the existing “procedure plan in a case of the emergency caused by stormy wind or hurricane, snow and occurrence of the ice on the University of Rijeka campus.”
American Psychological Association (APA)
Marović, Ivan& Sušanj, Ivana& Ožanić, Nevenka. 2017. Development of ANN Model for Wind Speed Prediction as a Support for Early Warning System. Complexity،Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1142711
Modern Language Association (MLA)
Marović, Ivan…[et al.]. Development of ANN Model for Wind Speed Prediction as a Support for Early Warning System. Complexity No. 2017 (2017), pp.1-10.
https://search.emarefa.net/detail/BIM-1142711
American Medical Association (AMA)
Marović, Ivan& Sušanj, Ivana& Ožanić, Nevenka. Development of ANN Model for Wind Speed Prediction as a Support for Early Warning System. Complexity. 2017. Vol. 2017, no. 2017, pp.1-10.
https://search.emarefa.net/detail/BIM-1142711
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1142711