journal article·2020-10-14Open access

Heuristic Route Adjustment for Balanced Working Time in Urban Logistics with Driver Experience and Time-Dependent Traffic Information

Tipaluck Krityakierne, Wasakorn Laesanklang

Applied Sciences· Volume 10· Issue 20

Abstract

This article proposes a method to reduce working time violations of a real-world courier service in the urban logistics with time-dependent traffic information. The challenge is to reduce working time violation without creating significant changes to the urban logistics plan which provides city coverage to each driver. Furthermore, courier businesses require time-dependent traffic information to have an integrated traffic routing plan. This process will require very long enquiry time as the traffic information is available online, but a good decision must be made as soon as possible. To tackle the problem, we first propose a heuristic method for route adjustment using a particular traffic time instance (single traffic time). The route solution obtained from the single traffic time is subsequently transferred to the time-dependent traffic scenario. Computational results demonstrate that the heuristic route adjustment algorithm could decrease working time violations and create a balanced working time solution. We include also in-depth analyses on the optimal working time, and the effect of using a single traffic time solution in the time-dependent traffic information environment. The obtained results illustrate the effectiveness of our approach in solving the real applications of time-dependent vehicle routing in urban logistics.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Urban and Freight Transport Logistics · Vehicle Routing Optimization Methods · Advanced Manufacturing and Logistics Optimization

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Mathematics, Faculty of Science, Mahidol University, Bangkok 10400, Thailand

Centre of Excellence in Mathematics, CHE, Bangkok 10400, Thailand

Funding

Centre of Excellence in Mathematics, CHE, Thailand

References (34)

Show source-provided references
1. Gevaers, R., Van de Voorde, E., and Vanelslander, T. (2011). Characteristics and typology of last-mile logistics from an innovation perspective in an urban context. City Distribution and Urban Freight Transport: Multiple Perspectives, Edward Elgar Publishing.10.4337/9780857932754.00009 ↗
2. New city logistics paradigm: From the “last mile” to the “last 50 miles” sustainable distribution10.3390/su71114873 ↗
3. Suraraksa, J., and Shin, K.S. (2019). Urban Transportation Network Design for Fresh Fruit and Vegetables Using GIS—The Case of Bangkok. Appl. Sci., 9.10.3390/app9235048 ↗
4. Vehicle routing under time-dependent travel times: The impact of congestion avoidance10.1016/j.cor.2011.05.027 ↗
5. Research in urban logistics: A systematic literature review10.1108/IJPDLM-01-2016-0008 ↗
6. A classification of city logistics measures and connected impacts10.1016/j.sbspro.2010.04.044 ↗
7. 50th Anniversary Invited Article—City Logistics: Challenges and Opportunities10.1287/trsc.2016.0675 ↗
8. Taniguchi, E., and Thompson, R.G. (2018). City Logistics 1: New Opportunities and Challenges, John Wiley & Sons.10.1002/9781119425519 ↗
9. Assessment of collaboration in city logistics: From the aspects of profit and CO2 emissions10.1080/13675567.2019.1594733 ↗
10. Towards enhancing the last-mile delivery: An effective crowd-tasking model with scalable solutions10.1016/j.tre.2016.06.002 ↗
11. Innovative logistics model and containers solution for efficient last mile delivery10.1016/j.sbspro.2012.06.1126 ↗
12. An interactive freight-pooling service for efficient last-mile delivery10.1109/MDM.2015.60 ↗
13. Handoko, S.D., Nguyen, D.T., and Lau, H.C. (2014, January 18–22). An auction mechanism for the last-mile deliveries via urban consolidation centre. Proceedings of the 2014 IEEE International Conference on Automation Science and Engineering (CASE), Taipei, Taiwan.10.1109/CoASE.2014.6899390 ↗
14. A study of vehicle routing problems with load-balancing10.1108/09600039910300019 ↗
15. Ribeiro, R., and Ramalhinho Dias Lourenço, H. (2020, August 22). A Multi-Objective Model for a Multi-Period Distribution Management Problem. Available online: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=273419.
16. Jozefowiez, N., Semet, F., and Talbi, E.G. (2002). Parallel and hybrid models for multi-objective optimization: Application to the vehicle routing problem. International Conference on Parallel Problem Solving from Nature, Springer.10.1007/3-540-45712-7_26 ↗
17. A multi-start split based path relinking (MSSPR) approach for the vehicle routing problem with route balancing10.1016/j.engappai.2014.10.024 ↗
18. Lozano, J., González-Gurrola, L., Rodríguez-Tello, E., and Lacomme, P. (2016, January 23–29). A Statistical Comparison of Objective Functions for the Vehicle Routing Problem with Route Balancing. Proceedings of the 2016 Fifteenth Mexican International Conference on Artificial Intelligence (MICAI), Cancun, Mexico.10.1109/MICAI-2016.2016.00028 ↗
19. Multi-Objective Optimization for the Vehicle Routing Problem With Outsourcing and Profit Balancing10.1109/TITS.2019.2910274 ↗
20. Balanced k-means algorithm for partitioning areas in large-scale vehicle routing problem10.1109/IITA.2009.307 ↗
21. The truck dispatching problem10.1287/mnsc.6.1.80 ↗
22. The waste collection vehicle routing problem with time windows in a city logistics context10.1016/j.sbspro.2012.03.105 ↗
23. Gong, I., Lee, K., Kim, J., Min, Y., and Shin, K. (2020). Optimizing Vehicle Routing for Simultaneous Delivery and Pick-Up Considering Reusable Transporting Containers: Case of Convenience Stores. Appl. Sci., 10.10.20944/preprints202005.0313.v1 ↗
24. Time dependent vehicle routing problems: Formulations, properties and heuristic algorithms10.1287/trsc.26.3.185 ↗
25. Modelling intra-city time-dependent travel speeds for vehicle scheduling problems10.1057/jors.1992.49 ↗
26. A restricted dynamic programming heuristic algorithm for the time dependent traveling salesman problem10.1016/0377-2217(94)00299-1 ↗
27. Vehicle dispatching with time-dependent travel times10.1016/S0377-2217(02)00147-9 ↗
28. A dynamic vehicle routing problem with time-dependent travel times10.1016/j.cor.2004.04.013 ↗
29. Using traffic information for time-dependent vehicle routing10.1016/j.sbspro.2012.03.103 ↗
30. An integer programming approach for the time-dependent traveling salesman problem with time windows10.1016/j.cor.2017.06.026 ↗
31. Time-dependent routing problems: A review10.1016/j.cor.2015.06.001 ↗
32. (2020, August 22). Longdo Map. Available online: https://map.longdo.com/.
33. (2020, August 22). Thai Traffic Foundation (iTIC). Available online: https://www.iticfoundation.org/.
34. Tabu Search for the Time-Dependent Vehicle Routing Problem with Time Windows on a Road Network10.1016/j.ejor.2020.05.041 ↗