SLA-Based Service Provisioning Optimization in Vehicular Cloud Networks Using Fuzzy Logic

被引:0
|
作者
Kaleibar, Farhoud Jafari [1 ]
St-Hilaire, Marc [1 ]
机构
[1] Carleton Univ, Sch Informat Technol, Ottawa, ON K1S 5B6, Canada
来源
IEEE ACCESS | 2024年 / 12卷
基金
加拿大自然科学与工程研究理事会;
关键词
Cloud computing; Costs; Heuristic algorithms; Pricing; Resource management; Optimization; Delays; Service level agreements; Vehicular ad hoc networks; Vehicular network; cloud services; service level agreement (SLA); service provisioning; SYSTEMS;
D O I
10.1109/ACCESS.2024.3430826
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Vehicular Cloud Networks (VCNs) enable vehicles to act as servers and share their abundant computing and storage resources. However, resource allocation in VCNs faces challenges due to factors like service pricing, resource variability, and mobility. This paper proposes a comprehensive approach for service provisioning in VCNs to address key challenges of quality of service, availability, and fair pricing. First, a mathematical model that considers service provider mobility, data volume, delay, cost, and location suitability is formulated. A high-level controller oversees network-wide service management by using fuzzy logic and calculating fit factors between requests and providers. Finally, a tailored heuristic algorithm is proposed to solve the NP-hard optimization problem efficiently. Simulations demonstrate the approach's effectiveness in maximizing allocation suitability under realistic VCN conditions.
引用
收藏
页码:101727 / 101744
页数:18
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