Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military
碩士 === 國防大學理工學院 === 兵器系統工程碩士班 === 97 === The travel time of a vehicle is varied with traffic conditions such as traffic jam, accidents or climate situations. To simulate these traffic conditions of road network, this thesis aims at active transportation in military to construct a vehicle routing mod...
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ndltd-TW-097CCIT01570082016-05-06T04:10:36Z http://ndltd.ncl.edu.tw/handle/60741026332433899648 Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military 建構隨機運補時間之車輛途程模式處理地區補給庫運補路徑問題 Yang, Chih-Kai 楊智凱 碩士 國防大學理工學院 兵器系統工程碩士班 97 The travel time of a vehicle is varied with traffic conditions such as traffic jam, accidents or climate situations. To simulate these traffic conditions of road network, this thesis aims at active transportation in military to construct a vehicle routing model with random travel time. Furthermore, a hybrid particle swam optimization (HPSO) is proposed to optimize the constructed model and thus determine the routing path of the active transportation in military. The contributions of this thesis are expected to be capable of utilizing the limited logistics resources efficiently by shrinking routing length, reducing required number of vehicles, and improving loading rate of vehicles to enhance the logistics capacity. The proposed HPSO is on the basis of improving a developed discrete PSO at which the sweep method and nearest addition method are adopted to generate the excellent initial PSO population. Moreover, the response surface methodology (RSM) derived from designs of experiments is employed to determine the optimal settings of HPSO search parameters. The international CVRP benchmark problems are applied to verify the effectiveness of the proposed HPSO. Finally the proposed approach is employed to solve an actual military problem in active transportation. Wang, Chung-Ho 王春和 2009 學位論文 ; thesis 91 zh-TW |
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碩士 === 國防大學理工學院 === 兵器系統工程碩士班 === 97 === The travel time of a vehicle is varied with traffic conditions such as traffic jam, accidents or climate situations. To simulate these traffic conditions of road network, this thesis aims at active transportation in military to construct a vehicle routing model with random travel time. Furthermore, a hybrid particle swam optimization (HPSO) is proposed to optimize the constructed model and thus determine the routing path of the active transportation in military. The contributions of this thesis are expected to be capable of utilizing the limited logistics resources efficiently by shrinking routing length, reducing required number of vehicles, and improving loading rate of vehicles to enhance the logistics capacity. The proposed HPSO is on the basis of improving a developed discrete PSO at which the sweep method and nearest addition method are adopted to generate the excellent initial PSO population. Moreover, the response surface methodology (RSM) derived from designs of experiments is employed to determine the optimal settings of HPSO search parameters. The international CVRP benchmark problems are applied to verify the effectiveness of the proposed HPSO. Finally the proposed approach is employed to solve an actual military problem in active transportation.
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author2 |
Wang, Chung-Ho |
author_facet |
Wang, Chung-Ho Yang, Chih-Kai 楊智凱 |
author |
Yang, Chih-Kai 楊智凱 |
spellingShingle |
Yang, Chih-Kai 楊智凱 Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military |
author_sort |
Yang, Chih-Kai |
title |
Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military |
title_short |
Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military |
title_full |
Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military |
title_fullStr |
Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military |
title_full_unstemmed |
Constructing a Model of Vehicle Routing Problem with Stochastic Travel Times to Solve the Transportation Problem of Local Supply in Military |
title_sort |
constructing a model of vehicle routing problem with stochastic travel times to solve the transportation problem of local supply in military |
publishDate |
2009 |
url |
http://ndltd.ncl.edu.tw/handle/60741026332433899648 |
work_keys_str_mv |
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