Концептуальне моделювання спалахів лісових пожеж на основі онтологічного підходу datamining. Частина 1
The heliocentric hypothesis of causes of forest fires outbreaks has been tested. We found evidence of correlation between the sudden arrival of charged particles from the Sun and the occurrence of forest fires with a delay of one to four days. In this research, the comparative analysis was made betw...
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| Date: | 2014 |
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| Main Authors: | , , , , , , , |
| Format: | Article |
| Language: | Ukrainian |
| Published: |
The National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute"
2014
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| Online Access: | http://journal.iasa.kpi.ua/article/view/37430 |
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| Journal Title: | System research and information technologies |
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System research and information technologies| Summary: | The heliocentric hypothesis of causes of forest fires outbreaks has been tested. We found evidence of correlation between the sudden arrival of charged particles from the Sun and the occurrence of forest fires with a delay of one to four days. In this research, the comparative analysis was made between ANFIS and Neuron Networks in the task of searching a functional dependence between the occurrence of forest fires and the factors which characterize the solar activity. For this purpose, we used several methods (R/S analysis, Hurst index, DataMining) for establishing potential links between the influx of some parameters from the Sun and the occurrence of forest fires with lag of several days. We found an evidence for a connection and developed a forecasting scenario based on the ANFIS and Neuron Network techniques. This scenario, in some cases, allows to predict occurrences of forest fires with up to 93% accuracy. |
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