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The Bilevel Design Problem for Communication Networks on Trains: Model, Algorithm, and Verification
Author(s) -
Yin Tian,
Honghui Dong,
Limin Jia,
Yong Qin,
Siyu Li
Publication year - 2014
Publication title -
mathematical problems in engineering
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.262
H-Index - 62
eISSN - 1026-7077
pISSN - 1024-123X
DOI - 10.1155/2014/840619
Subject(s) - reliability (semiconductor) , bilevel optimization , train , computer science , genetic algorithm , network topology , mathematical optimization , topology (electrical circuits) , algorithm , mathematics , optimization problem , computer network , machine learning , power (physics) , physics , cartography , quantum mechanics , combinatorics , geography
This paper proposes a novel method to solve the problem of train communication network design. Firstly, we put forward a general description of such problem. Then, taking advantage of the bilevel programming theory, we created the cost-reliability-delay model (CRD model) that consisted of two parts: the physical topology part aimed at obtaining the networks with the maximum reliability under constrained cost, while the logical topology part focused on the communication paths yielding minimum delay based on the physical topology delivered from upper level. We also suggested a method to solve the CRD model, which combined the genetic algorithm and the Floyd-Warshall algorithm. Finally, we used a practical example to verify the accuracy and the effectiveness of the CRD model and further applied the novel method on a train with six carriages

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