DocumentCode
2618342
Title
Simulating air traffic blockage due to convective weather conditions
Author
Ren, Liling ; Chang, Dawei ; Solak, Senay ; Clarke, John-Paul B. ; Barnes, Earl ; Johnson, Ellis
Author_Institution
Georgia Inst. of Technol., Atlanta
fYear
2007
fDate
9-12 Dec. 2007
Firstpage
1897
Lastpage
1904
Abstract
A Monte Carlo methodology is proposed for simulating air traffic blockage patterns under the impact of convective weather. The simulation utilizes probabilistic convective weather forecasts such as those produced by the 1-6 hour national convective weather forecast. A matrix of random numbers is fed to the simulation process to obtain an instantiation of traffic blockage maps. Gaussian smoothing with varying Full Width at Half Maximum across the grid is employed to model the varying spatial correlation between cells. Special Cellular Automata techniques are employed to model the evolvement, i.e. the trend, growth, and dissipation of convection, between consecutive time intervals. Model parameters are obtained from analyzing historical convective weather data. A software tool is also developed to implement the simulation methodology. The simulation methodology thus provides a means to improve the utilization of short term probabilistic convective weather forecast products, and to improve air traffic efficiency in the large.
Keywords
Gaussian processes; Monte Carlo methods; air traffic; cellular automata; matrix algebra; smoothing methods; software tools; weather forecasting; Gaussian smoothing; Monte Carlo methodology; air traffic blockage; cellular automata; convective weather conditions; matrix; national convective weather forecast; software tool; spatial correlation; Aerospace engineering; Capacity planning; Context modeling; FAA; Predictive models; Smoothing methods; Storms; Traffic control; Uncertainty; Weather forecasting;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference, 2007 Winter
Conference_Location
Washington, DC
Print_ISBN
978-1-4244-1306-5
Electronic_ISBN
978-1-4244-1306-5
Type
conf
DOI
10.1109/WSC.2007.4419817
Filename
4419817
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