Abstract

During the procedure, a location-based service (LBS) query, the real location provided by the vehicle user may results in the disclosure of vehicle location privacy. Moreover, the point of interest retrieval service requires high accuracy of location information. However, some privacy preservation methods based on anonymity or obfuscation will affect the service quality. Hence, we study the location privacy-preserving method based on dummy locations in this paper. We propose a vehicle location privacy-preservation method based on dummy locations under road restriction in Internet of vehicles (IoV). In order to improve the validity of selected dummy locations under road restriction, entropy is used to represent the degree of anonymity, and the effective distance is introduced to represent the characteristics of location distribution. We present a dummy location selection algorithm to maximize the anonymous entropy and the effective distance of candidate location set consisting of vehicle user’s location and dummy locations, which ensures the uncertainty and dispersion of selected dummy locations. The proposed location privacy-preservation method does not need a trustable third-party server, and it protects the location privacy of vehicles as well as guaranteeing the LBS quality. The performance analysis and simulation results show that the proposed location privacy-preservation method can improve the validity of dummy locations and enhance the preservation of location privacy compared with other methods based on dummy locations.

Highlights

  • With the development and application of wireless networks, the vehicular ad hoc network (VANET) is becoming an important part of future intelligent transport system

  • With increasing number of vehicles being connected to the Internet of things, the conventional VANET is changing into the Internet of vehicles (IoV)

  • We propose a vehicle location privacy-preservation method based on dummy locations

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Summary

Introduction

With the development and application of wireless networks, the vehicular ad hoc network (VANET) is becoming an important part of future intelligent transport system. The location privacy-preservation schemes based on anonymity or obfuscation cannot guarantee the accuracy of location information, which affects the quality of LBS [10,11,12,13]. In the location privacy-preservation method based on dummy locations, a location set containing (or implied) the user’s real location is provide to the LBS server. This method can ensure the accuracy of POI retrieval results [14]. We propose a vehicle location privacy-preservation method based on dummy locations.

Related Work
Anonymous Entropy
Adversary Model
Problem Formulation
Parameter Settings
Security Analysis
Collusion Attack
Inference Attack
Computation Overhead
Communication Overhead
Full Text
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