LPPTE: A lightweight privacy-preserving trust evaluation scheme for facilitating distributed data fusion in cooperative vehicular safety applications
| Autor: | Li Yuxian, Feiran Huang, Jianfeng Ma, Jian Weng, Yongdong Wu, Zhiquan Liu, Linfeng Wei |
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| Rok vydání: | 2021 |
| Předmět: |
Scheme (programming language)
Traffic efficiency Vehicular ad hoc network Computer science Distributed computing Computation 020206 networking & telecommunications 02 engineering and technology Sensor fusion Privacy preserving Hardware and Architecture Signal Processing 0202 electrical engineering electronic engineering information engineering 020201 artificial intelligence & image processing computer Software Information Systems computer.programming_language |
| Zdroj: | Information Fusion. 73:144-156 |
| ISSN: | 1566-2535 |
| Popis: | Vehicular networks have tremendous potential to improve road safety, traffic efficiency, and driving comfort, where cooperative vehicular safety applications are a significant branch. In cooperative vehicular safety applications, through the distributed data fusion for large amounts of data from multiple nearby vehicles, each vehicle can intelligently perceive the surrounding conditions beyond the capability of its own onboard sensors. Trust evaluation and privacy preservation are two primary concerns for facilitating the distributed data fusion in cooperative vehicular safety applications. They have conflicting requirements and a good balance between them is urgently needed. Meanwhile, the computation, communication, and storage overheads will all influence the applicability of a candidate scheme. In this paper, we propose a Lightweight Privacy-Preserving Trust Evaluation (LPPTE) scheme which can primely balance the trust evaluation and privacy preservation with low overheads for facilitating the distributed data fusion in cooperative vehicular safety applications. Furthermore, we provide exhaustive theoretical analysis and simulation evaluation for the LPPTE scheme, and the results demonstrate that the LPPTE scheme can obviously improve the accuracy of fusion results and is significantly superior to the state-of-the-art schemes in multiple aspects. |
| Databáze: | OpenAIRE |
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