Towards Real-Time and Temporal Information Services in Vehicular Networks via Multi-Objective Optimization

被引:3
作者
Dai, Penglin [1 ]
Liu, Kai [1 ]
Feng, Liang [1 ]
Zhuge, Qingfeng [1 ]
Lee, Victor Chung Sing [2 ]
Son, Sang Hyuk
机构
[1] Chongqing Univ, Coll Comp Sci, Chongqing 400044, Peoples R China
[2] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
来源
2016 IEEE 41ST CONFERENCE ON LOCAL COMPUTER NETWORKS (LCN) | 2016年
关键词
vehicular networks; real-time data dissemination; temporal information service; multi-objective optimization; SYSTEM;
D O I
10.1109/LCN.2016.117
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Real-time and temporal information services are intrinsic characteristics in vehicular networks, where the timeliness of data dissemination and the maintenance of data quality interplay with each other and influence overall system performance. In this work, we present the system architecture where multiple road side units (RSUs) are cooperated to provide information services, and the vehicles can upload up-to-date information to RSUs via vehicle-to-infrastructure (V2I) communication. On this basis, we formulate the distributed temporal data management (DTDM) problem as a two-objective problem, which aims to enhance overall system performance on both the service quality and the service ratio simultaneously. Further, we propose a multi-objective evolutionary algorithm called MO-DTDM to obtain a set of pareto solutions and analyze how to fulfill given requirements on system performance with obtained pareto solutions. Finally, we build the simulation model and give a comprehensive performance evaluation, which demonstrates the superiority of the proposed optimization method.
引用
收藏
页码:671 / 679
页数:9
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