The problem of modelling a trunk air route network
In this work we developed a fuzzy neural network-based model of the conditions for the existence of air routes, i.e. the rules underlying the emergence, existence and elimination of air routes (direct links between cities). The model belongs to the class of information models: the existence or non-...
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Vilnius Gediminas Technical University
2013-03-01
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doaj-83ecbcb3b7eb418091e579fabb40d47b2021-07-02T05:37:26ZengVilnius Gediminas Technical UniversityAviation1648-77881822-41802013-03-0117110.3846/16487788.2013.7749393594The problem of modelling a trunk air route networkTatiana Tseytlina0Victor Balashov1Andrey Smirnov2N. E. Zhukovsky Central Aerohydrodynamic Institute (TsAGI), Zhukovsky, Russian FederationN. E. Zhukovsky Central Aerohydrodynamic Institute (TsAGI), Zhukovsky, Russian FederationN. E. Zhukovsky Central Aerohydrodynamic Institute (TsAGI), Zhukovsky, Russian Federation In this work we developed a fuzzy neural network-based model of the conditions for the existence of air routes, i.e. the rules underlying the emergence, existence and elimination of air routes (direct links between cities). The model belongs to the class of information models: the existence or non-existence of an air route is considered dependent on a complex of parameters. These parameters characterise the transport link, as well as the generational and target capabilities of the connected cities. The model was constructed using genetic algorithm techniques and self-organising Kohonen maps (implemented by software features of the STATISTICA package), as well as software tools of the Fuzzy Logic Toolbox and the Neural Network Toolbox of the MatLab development environment. The model is used to forecast the development of the topology of the network. The forecast is a necessary component of long-term forecasts of demand in the aircraft market. http://journals.vgtu.lt/index.php/Aviation/article/view/3594air route networkconditions for the existence of air routesdirect linkfuzzy modellingnetwork development forecast |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tatiana Tseytlina Victor Balashov Andrey Smirnov |
spellingShingle |
Tatiana Tseytlina Victor Balashov Andrey Smirnov The problem of modelling a trunk air route network Aviation air route network conditions for the existence of air routes direct link fuzzy modelling network development forecast |
author_facet |
Tatiana Tseytlina Victor Balashov Andrey Smirnov |
author_sort |
Tatiana Tseytlina |
title |
The problem of modelling a trunk air route network |
title_short |
The problem of modelling a trunk air route network |
title_full |
The problem of modelling a trunk air route network |
title_fullStr |
The problem of modelling a trunk air route network |
title_full_unstemmed |
The problem of modelling a trunk air route network |
title_sort |
problem of modelling a trunk air route network |
publisher |
Vilnius Gediminas Technical University |
series |
Aviation |
issn |
1648-7788 1822-4180 |
publishDate |
2013-03-01 |
description |
In this work we developed a fuzzy neural network-based model of the conditions for the existence of air routes, i.e. the rules underlying the emergence, existence and elimination of air routes (direct links between cities). The model belongs to the class of information models: the existence or non-existence of an air route is considered dependent on a complex of parameters. These parameters characterise the transport link, as well as the generational and target capabilities of the connected cities. The model was constructed using genetic algorithm techniques and self-organising Kohonen maps (implemented by software features of the STATISTICA package), as well as software tools of the Fuzzy Logic Toolbox and the Neural Network Toolbox of the MatLab development environment. The model is used to forecast the development of the topology of the network. The forecast is a necessary component of long-term forecasts of demand in the aircraft market.
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topic |
air route network conditions for the existence of air routes direct link fuzzy modelling network development forecast |
url |
http://journals.vgtu.lt/index.php/Aviation/article/view/3594 |
work_keys_str_mv |
AT tatianatseytlina theproblemofmodellingatrunkairroutenetwork AT victorbalashov theproblemofmodellingatrunkairroutenetwork AT andreysmirnov theproblemofmodellingatrunkairroutenetwork AT tatianatseytlina problemofmodellingatrunkairroutenetwork AT victorbalashov problemofmodellingatrunkairroutenetwork AT andreysmirnov problemofmodellingatrunkairroutenetwork |
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