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研究生:Mareg Marye Zegeye
研究生(外文):Mareg Marye Zegeye
論文名稱:轉乘式共乘問題
論文名稱(外文):The Share-a-Ride Problem with Transfers
指導教授:喻奉天喻奉天引用關係
指導教授(外文):Vincent F. Yu
口試委員:盧宗成蔡豐明林詩偉郭伯勳周碩彥
口試委員(外文):Chung-Cheng LuFeng-Ming TsaiShih-Wei LinPo-Hsun KuoShuo-Yan Chou
口試日期:2023-07-03
學位類別:博士
校院名稱:國立臺灣科技大學
系所名稱:工業管理系
學門:商業及管理學門
學類:其他商業及管理學類
論文種類:學術論文
論文出版年:2023
畢業學年度:111
語文別:英文
論文頁數:63
中文關鍵詞:Share-a-ride problemtransferssimulated annealingmutation strategy
外文關鍵詞:Share-a-ride problemtransferssimulated annealingmutation strategy
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People and goods are transported independently in city logistics. New approaches to city logistics are needed to ensure efficient urban mobility for both people and goods. To solve this issue, the share-a-ride problem was developed, in which the same taxi network managed both people and goods in a coordinated way. This system can reduce pollution and urban congestion from a city perspective. The parcel delivery service offers new advantages from the perspective of a taxi company. This research introduces the share-a-ride problem with transfers (SARP-T), which is an extension of the share-a-ride problem (SARP) that allows passengers and parcels to transfer from one taxi to another at the transfer nodes. The goal of the share-a-ride problem with transfers (SARP-T) is to maximize the profit from serving parcel and passenger requests with taxis that depart from a depot. We developed a mixed integer linear program for SARP-T and proposed the simulated annealing with mutation strategy (SAMS) algorithm to solve the problem. Computational findings indicate that for small SARP-T benchmark instances, both the commercial solver CPLEX and our proposed SAMS algorithm attain optimal solutions. Furthermore, for large SARP-T benchmark instances, comparison results demonstrate that the proposed SAMS algorithm achieves better solution values than the basic SA heuristic. Our analysis also shows that SARP-T solutions are better than the share-a-ride problem (SARP), the general share-a-ride problem (G-SARP), and the share-a-ride problem with flexible compartments (SARPFC) solutions.
TABLE OF CONTENTS
ABSTRACT ii
ACKNOWLEDGMENT iii
TABLE OF CONTENTS iv
LIST OF TABLES vii
LIST OF FIGURES viii
CHAPTER 1 1
INTRODUCTION 1
1.1. Background 1
1.2. Research objective and contribution 2
1.3. Scope and limitations 3
1.4. Research procedures 3
1.5. Organization of thesis 4
CHAPTER 2 6
LITERATURE REVIEW 6
2.1. The Dial-a-Ride Problem 6
2.2. The Share-a-Ride Problem 8
2.3. Transfers of requests 10
2.4. Benefits of transfers 12
CHAPTER 3 15
MODEL DEVELOPMENT 15
3.1. Problem Definition 15
3.2. Model development 16
CHAPTER 4 21
SOLUTION METHODOLOGY 21
4.1. Simulated Annealing Heuristic 21
4.2. Solution representation 22
4.3. The initial solution 25
4.4. Neighborhood moves 27
4.4.1. Swap move 27
4.4.2. Insertion move 27
4.4.3. Reverse move 28
4.4.4. Mutation move 28
4.5. Time slack strategy and penalty mechanism 28
4.5.1. Penalty mechanism 28
4.5.2. Time slack strategy 29
4.6. The general outline of SAMS 30
CHAPTER 5 33
COMPUTATIONAL RESULTS 33
5.1. Description of the benchmark instances 33
5.1.1. Generating small instances 33
5.1.2. Generating large instances 33
5.2. Parameter setting 34
5.3. Performance of SAMS algorithm for solving SARP-T benchmark instances 37
5.3.1. Comparison of CPLEX, basic SA and the proposed SAMS algorithm on small instances …………………………………………………………………………………..38
5.3.2. Comparison of the basic SA and the proposed SAMS for large SARP-T instances…………. 38
5.3.3. Comparison of SARP-T model with SARP, G-SARP and SARPFC models 40
CHAPTER 6 46
CONCLUSION AND FUTURE RESEARCH 46
6.1. Conclusion 46
6.2. Future Research 46
REFERENCES 48
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