Optimizing the Routing of Urban Logistics by Context-Based Social Network and Multi-Criteria Decision Analysis

被引:9
|
作者
Wu, Mei-Yu [1 ]
Ke, Chih-Kun [2 ]
Lai, Szu-Cheng [2 ]
机构
[1] Natl Taichung Univ Sci & Technol, Dept Business Management, 129,Sec 3,Sanmin Rd, Taichung 404, Taiwan
[2] Natl Taichung Univ Sci & Technol, Dept Informat Management, 129,Sec 3,Sanmin Rd, Taichung 404, Taiwan
来源
SYMMETRY-BASEL | 2022年 / 14卷 / 09期
关键词
urban logistics; symmetry; asymmetry traffic context data; context-based social network; vehicle-traffic routing; multi-criteria decision analysis; RECOMMENDER SYSTEMS; POINT; MODEL; SERVICES;
D O I
10.3390/sym14091811
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The proper vehicle-route selection is a key challenge affecting the quality of urban logistics since any delay may cause disasters. This study proposes a novel approach of using symmetry/asymmetry traffic context data and multi-criteria decision analysis to optimize vehicle-route selection as part of urban-logistical planning. The traffic context data are collected from official urban transportation databases and metadata of Google Maps route planning to construct a context-based social network. The traffic features and routing criteria have symmetry/asymmetry properties to influence the decision of path selection. Multi-criteria decision analysis can generate a ranking of candidate paths based on an evaluation of traffic data in context-based social networks to recommend to the deliveryman. The deliveryman can select a reasonable path for delivering products according to the ranking of candidate paths. A case study demonstrates the steps of the proposed approach. Experimental results show that the precision is 79.65%, recall is 80.70%, and F1-score is 80.17%, thus proving the vehicle-route recommendation effectiveness. The contribution of this work is to optimize traffic-routing solutions for improved urban logistics in smart cities. It helps deliverymen send products as soon as possible to customers to retain quality, especially in cold-chain logistics.
引用
收藏
页数:17
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