Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery
碩士 === 國立成功大學 === 工業與資訊管理學系 === 107 === With the increasing popularity of on-line shopping and cloud kitchens, the same-day delivery demands have rapidly grown and caused much city logistics challenges. More vehicles for shipping huge amount of origin-destination (OD) deliveries inside a city lead t...
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ndltd-TW-107NCKU50410662019-10-26T06:24:19Z http://ndltd.ncl.edu.tw/handle/vbu8u7 Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery 以無人車執行最初與最後一哩路配送之軸輻式城市物流網路設計問題研究 Chia HaoLiao 廖嘉豪 碩士 國立成功大學 工業與資訊管理學系 107 With the increasing popularity of on-line shopping and cloud kitchens, the same-day delivery demands have rapidly grown and caused much city logistics challenges. More vehicles for shipping huge amount of origin-destination (OD) deliveries inside a city lead to more traffic jams, accidents, energy consumption and air pollutions. We proposed a Hub-and-Spoke (HS) framework to design the logistics network for these OD shipments, where small autonomous vehicles are used to conduct the first-and-last mile delivery that connect customers to a hub, and then trucks tranship those shipments between hubs. Such an HS logistics network helps reduce the number of vehicles required for inidividual OD shipmeents. Given the estimated amount of OD shipments in each time period during one day, we seek optimal schedules and routes for transshipment trucks between hubs. Moreover, by treating the autonomous vehicles as shared vehicles, we can also reposition these autonomous vehicles between hubs in different time periods to increase the utilization of autonomous vehicles and trucks. We have proposed Integer Programs on a time-space network to calculate exact optimal solutions, but it is too time consuming. To solve more practical cases of larger sizes, we propose a greedy algorithm and a Genetic Algorithm to find good feasible truck routes in short time. Then we propose a framework that iteratively solves a smaller time-space network of few periods in a rolling horizon fashion, which produces the best results in our computational experiments. I-Lin Wang 王逸琳 2019 學位論文 ; thesis 48 zh-TW |
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碩士 === 國立成功大學 === 工業與資訊管理學系 === 107 === With the increasing popularity of on-line shopping and cloud kitchens, the same-day delivery demands have rapidly grown and caused much city logistics challenges. More vehicles for shipping huge amount of origin-destination (OD) deliveries inside a city lead to more traffic jams, accidents, energy consumption and air pollutions. We proposed a Hub-and-Spoke (HS) framework to design the logistics network for these OD shipments, where small autonomous vehicles are used to conduct the first-and-last mile delivery that connect customers to a hub, and then trucks tranship those shipments between hubs. Such an HS logistics network helps reduce the number of vehicles required for inidividual OD shipmeents. Given the estimated amount of OD shipments in each time period during one day, we seek optimal schedules and routes for transshipment trucks between hubs. Moreover, by treating the autonomous vehicles as shared vehicles, we can also reposition these autonomous vehicles between hubs in different time periods to increase the utilization of autonomous vehicles and trucks. We have proposed Integer Programs on a time-space network to calculate exact optimal solutions, but it is too time consuming. To solve more practical cases of larger sizes, we propose a greedy algorithm and a Genetic Algorithm to find good feasible truck routes in short time. Then we propose a framework that iteratively solves a smaller time-space network of few periods in a rolling horizon fashion, which produces the best results in our computational experiments.
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author2 |
I-Lin Wang |
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I-Lin Wang Chia HaoLiao 廖嘉豪 |
author |
Chia HaoLiao 廖嘉豪 |
spellingShingle |
Chia HaoLiao 廖嘉豪 Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery |
author_sort |
Chia HaoLiao |
title |
Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery |
title_short |
Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery |
title_full |
Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery |
title_fullStr |
Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery |
title_full_unstemmed |
Strategic Design of Hub-and-Spoke City Logistics Network using Autonomous Vehicle for the First and Last Mile Delivery |
title_sort |
strategic design of hub-and-spoke city logistics network using autonomous vehicle for the first and last mile delivery |
publishDate |
2019 |
url |
http://ndltd.ncl.edu.tw/handle/vbu8u7 |
work_keys_str_mv |
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