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Trust-Aware Service Offloading for Video Surveillance in Edge Computing Enabled Internet of Vehicles

Xiaolong Xu, Qi Wu, Lianyong Qi, Wanchun Dou, Sang‐Bing Tsai, Md Zakirul Alam Bhuiyan

2020IEEE Transactions on Intelligent Transportation Systems111 citationsDOI

Abstract

Internet of Vehicles (IoV) supports multiple traffic services by processing abundant data from sensors and video surveillance devices. With edge computing, video surveillance services can be certainly improved due to the handy resource provision for video storage and processing. Generally, to reduce the hardware and maintenance investment, it is a popular manner to deploy the limited amount of edge nodes along with the surveillance devices. However such edge node layout leads to the unstable service distribution and complicated data transmission across the surveillance devices and edge nodes, which consequently decreases the quality of the surveillance services. In addition, the service trustworthiness is suspected since the privacy information may be revealed to some extent during the data transmission. To combat these challenges, a trust-aware task offloading method (TOM) for video surveillance in edge computing enabled IoV is presented for minimizing the response time of the services, achieving the load balance of the edge nodes and realizing privacy protection. Technically, SPEA2 (improving the strength Pareto evolutionary algorithm) is employed to acquire balanced task offloading solutions. Then, TOPSIS (Technique for Order Preference by Similarity to Ideal Solution) and MCDM (Multiple Criteria Decision Making) are exercised to ascertain the optimal solution. Finally, the experimental simulation demonstrates that TOM performs efficient and trust.

Topics & Concepts

Computer scienceEdge computingComputer networkThe InternetEnhanced Data Rates for GSM EvolutionTask (project management)Quality of serviceResource allocationService (business)Artificial intelligenceEngineeringEconomyWorld Wide WebEconomicsSystems engineeringIoT and Edge/Fog ComputingBlockchain Technology Applications and SecurityAdvanced Neural Network Applications
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