A Dynamic QoS-Aware Logistics Service Composition Algorithm Based on Social Network

被引:9
|
作者
Yu, Yang [1 ]
Chen, Jian [2 ]
Lin, Shangquan [2 ]
Wang, Ying [2 ]
机构
[1] Sun Yat Sen Univ, Sch Software, Guangzhou 510275, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Sch Informat Sci & Technol, Guangzhou 510275, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Logistics path planning; service composition; social network; QoS; big data;
D O I
10.1109/TETC.2014.2316524
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The public logistics platform aims to provide customers with end-to-end logistics services by finding and composing a huge quantity of web services from logistics service providers. But, traditional service composition required predefined business process so that its flexibility is far from satisfactory in the problem. Path planning can be a solution of finding a suitable business path during service composition, but the search space will increase dramatically with the growth of service quantity and is hard to get a result within a tolerable interaction time. In the context of big data, to quickly build a service path with the optimal global QoS has become a problem demanding prompt solution. Sociologists point out that companies prefer familiar partners in the commercial environment. Using this principle, a concept of partner circle is defined, which can significantly reduce the search space in path planning. Combining path planning with service composition, a PartnerFirst algorithm is presented based on the social network, which is the cooperation network of service providers here. Simulation experiment shows that the PartnerFirst algorithm outperforms current approaches over 10 times in efficiency, with just about 10% loss in QoS. The relationship between efficiency and service quantity of the PartnerFirst algorithm is nearly linear. It proves that using social network in dynamic service composition is efficient and effective.
引用
收藏
页码:399 / 410
页数:12
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