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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Main Authors: Tatiana Tseytlina, Victor Balashov, Andrey Smirnov
Format: Article
Language:English
Published: Vilnius Gediminas Technical University 2013-03-01
Series:Aviation
Subjects:
Online Access:http://journals.vgtu.lt/index.php/Aviation/article/view/3594
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spelling 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.
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
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