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Proceedings ArticleDOI

B2VDM: Blockchain Based Vehicular Data Management

01 Sep 2018-pp 2337-2343

TL;DR: B2VDM, a novel architecture for vehicular data management at RSUs, that provides a seamless access control using Blockchain technology is introduced that maintains the reliability by minimizing the number of packet drops at a heavily loaded RSU during peak hours.

AbstractSmart interconnected vehicles generate a huge amount of data to be used by a wide range of applications. Although cloud based data management is currently in practice, for many applications serving road safety or traffic regulation, it is utmost important that applications access these data at the site itself for improved quality of service. Road side units (RSUs) play a crucial role in handling these vast amount of vehicular data and serving the running applications in turn. In this current era of edge computing, in-place data access is also proven to be advantageous from cost point of view. As multiple applications from different service providers are interested to access different fragments of these data, a robust access control mechanism is needed to ensure desired level of security as well as reliability for these data. In this paper, we introduce B2VDM, a novel architecture for vehicular data management at RSUs, that provides a seamless access control using Blockchain technology. The proposed B2VDM framework also implements a simple load distribution module, which maintains the reliability by minimizing the number of packet drops at a heavily loaded RSU during peak hours. An extensive evaluation using Etherium Blockchain validates the effectiveness of the proposed architecture.

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Citations
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Journal ArticleDOI
TL;DR: The aim of this survey is to provide directions for future work in the area of Blockchain-based vehicular networks, and existing research works aiming to overcome vehicular challenges using the Blockchain technology are presented and compared.
Abstract: Vehicular networks are evolving towards a new paradigm, the Internet of Vehicles (IoV). With IoV, vehicles should be able to communicate with their environment using heterogeneous access technologies. To make it reality, security, privacy, cooperation and trust establishment in vehicular networks should be considered. Blockchain, a popular distributed ledger technology, could be a way to overcome these challenges. That is why the integration of this technology within vehicular networks is currently under study. The aim of this survey is to provide directions for future work in the area of Blockchain-based vehicular networks. To do so, existing research works aiming to overcome vehicular challenges using the Blockchain technology are presented and compared. Moreover, different requirements related to the deployment of Blockchain-based applications in vehicular networks are identified and analysed. Finally, challenges related to the integration of the Blockchain technology within vehicular networks are discussed.

23 citations

Journal ArticleDOI
TL;DR: A novel blockchain-enabled model sharing approach is proposed to improve the performance of object detection with cross-domain adaptation for autonomous driving systems using a domain-adaptive you-only-look-once (YOLOv2) model.
Abstract: Object detection for autonomous driving is a huge challenge in the cross-domain adaptation scenario, especially for the time- and resource-consuming task. Distributed deep learning (DDL) has demonstrated a considerably good balance between efficiency and computation complexity. However, the reliability of DDL is low. Moreover, the cost of training data and model is not priced well. In this article, a novel blockchain-enabled model sharing approach is proposed to improve the performance of object detection with cross-domain adaptation for autonomous driving systems. Based on the blockchain and mobile-edge computing (MEC) technology, a domain-adaptive you-only-look-once (YOLOv2) model is trained across nodes, which can reduce significantly the domain discrepancy for different object categories. Furthermore, smart contracts are developed to perform data storage and model sharing tasks efficiently. The reliability of model sharing is ensured with blockchain consensus. We evaluate the proposed method under public data sets. The simulation results demonstrate that the efficiency and reliability of the proposed approach are better than the reference model.

20 citations


Cites background from "B2VDM: Blockchain Based Vehicular D..."

  • ...Sharma and Chakraborty proposed a blockchain-based vehicular data management (B2VDM) framework [44], and the...

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Journal ArticleDOI
TL;DR: Comprehensive security analysis and experimental results based on the real-world dataset show that BSFP achieves fairness, reliability and privacy protection with high efficiency.
Abstract: The convenience of using private cars has an accompanying parking challenge which becomes a significant issue in congested metropolitans and downtown areas. The explosive increase in the number of vehicles has substantially raised the issue of finding a suitable parking spot, which is both time and resource consuming. At the same time, many private parking spots remain idle, while their owners are not present at home. To promote the utility of private parking spots and mitigate parking issues, smart parking apps can be used. Unfortunately, some of them suffer from privacy issues that affect participation willingness, while others work in a centralized environment where the availability of service is not guaranteed in the presence of malicious users. In this work, we propose Blockchain-based Smart parking with Fairness, reliability and Privacy protection, called BSFP. Specifically, group signatures, bloom filters, and vector-based encryption are leveraged to protect the user's privacy. The decentralized nature of blockchain is utilized to achieve reliability in smart parking, and the smart contract is used to realize fairness. Comprehensive security analysis and experimental results based on the real-world dataset show that BSFP achieves fairness, reliability and privacy protection with high efficiency.

15 citations


Cites background from "B2VDM: Blockchain Based Vehicular D..."

  • ...[34] introduced B2VDM, a decentralized architecture for vehicular data management in a vehicular network....

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Journal ArticleDOI
Kexin Shi1, Liehuang Zhu1, Can Zhang1, Lei Xu1, Feng Gao1 
TL;DR: A privacy-preserving scheme based on blockchain for multimedia data sharing in VSNs that uses cryptographical primitives to hide the real identity of users, vehicles and RSUs and uses blockchain to ensure reliable data sources and keep attackers from tampering or forging multimedia data.
Abstract: The rapid development of the vehicular ad-hoc network (VANET) promotes the development of vehicle electronics, networking, and intelligence. In addition, each vehicle can establish social relationships with others freely in vehicular social networks (VSNs). Multimedia also plays an important entity in vehicles’ data sharing. However, VSNs are still in the early stage of development, and it may bring many security challenges in the process of sharing multimedia data. Both the users’ and vehicles’ privacy may be leaked, and users’ communication habits are easy to be analyzed by adversaries. In addition, the shared multimedia data are more likely to be maliciously tampered with or forged. In this paper, we propose a privacy-preserving scheme based on blockchain for multimedia data sharing in VSNs. We use cryptographical primitives to hide the real identity of users, vehicles and RSUs. At the same time, we use blockchain to ensure reliable data sources and keep attackers from tampering or forging multimedia data. Finally, the feasibility of our scheme is proved by theoretical security analysis and comprehensive experimental evaluation.

6 citations


Cites methods from "B2VDM: Blockchain Based Vehicular D..."

  • ...[14] implemented a blockchain-based RSU vehicle data management architecture to maintain consistency among distributed RSU networks, thus providing data security and privacy....

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References
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01 Jan 2013
TL;DR: Ethereum as mentioned in this paper is a transactional singleton machine with shared state, which can be seen as a simple application on a decentralised, but singleton, compute resource, and it provides a plurality of resources, each with a distinct state and operating code but able to interact through a message-passing framework with others.
Abstract: The blockchain paradigm when coupled with cryptographically-secured transactions has demonstrated its utility through a number of projects, not least Bitcoin. Each such project can be seen as a simple application on a decentralised, but singleton, compute resource. We can call this paradigm a transactional singleton machine with shared-state. Ethereum implements this paradigm in a generalised manner. Furthermore it provides a plurality of such resources, each with a distinct state and operating code but able to interact through a message-passing framework with others. We discuss its design, implementation issues, the opportunities it provides and the future hurdles we envisage.

2,750 citations

Journal ArticleDOI
TL;DR: The research challenge of routing in VANETs is discussed and recent routing protocols and related mobility models for VANets are surveyed.
Abstract: Vehicular ad hoc network (VANET) is an emerging new technology integrating ad hoc network, wireless LAN (WLAN) and cellular technology to achieve intelligent inter-vehicle communications and improve road traffic safety and efficiency. VANETs are distinguished from other kinds of ad hoc networks by their hybrid network architectures, node movement characteristics, and new application scenarios. Therefore, VANETs pose many unique networking research challenges, and the design of an efficient routing protocol for VANETs is very crucial. In this article, we discuss the research challenge of routing in VANETs and survey recent routing protocols and related mobility models for VANETs.

1,089 citations

Journal ArticleDOI
TL;DR: In this article, the authors present aspects related to this field to help researchers and developers to understand and distinguish the main features surrounding VANET in one solid document, without the need to go through other relevant papers and articles.
Abstract: Vehicular ad hoc networks (VANETs) are classified as an application of mobile ad hoc network (MANET) that has the potential in improving road safety and in providing travellers comfort. Recently VANETs have emerged to turn the attention of researchers in the field of wireless and mobile communications, they differ from MANET by their architecture, challenges, characteristics and applications. In this paper we present aspects related to this field to help researchers and developers to understand and distinguish the main features surrounding VANET in one solid document, without the need to go through other relevant papers and articles starting from VANET architecture and ending up with the most appropriate simulation tools to simulate VANET protocols and applications.

1,059 citations


"B2VDM: Blockchain Based Vehicular D..." refers background in this paper

  • ...Road side Units (RSU) play a vital role in disseminating this vast amount of data from the VANET platform to the backend servers....

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  • ...They have explained various challenges of data management in VANET including information relevance determination, data dissemination and aggregation, resource management, etc....

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  • ...Recent advancement in the field of Information and Communication Technologies (ICT) and Intelligent Transportation Systems (ITS) has conceived a new research scope to explore Big Data solutions [4] for vehicular ad hoc network (VANET) [2]....

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  • ...In a typical VANET scenario, interconnected smart vehicles generate data and forwards them to the RSUs or cloud servers either directly (V2R communication) or through multi-hop path (V2V communication) using any underlying communication technology like WiFi, IEEE 802.11p or 3GPP/LTE [9], [11]....

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  • ...In [8] Ethereum based decentralized and self-managed VANET system has been proposed with challenge-response-based authentication....

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Journal ArticleDOI
TL;DR: The state-of-the-art approaches, solutions, and technologies across a broad range of projects for vehicular communication systems are surveyed.
Abstract: Numerous technologies have been deployed to assist and manage transportation. But recent concerted efforts in academia and industry point to a paradigm shift in intelligent transportation systems. Vehicles will carry computing and communication platforms, and will have enhanced sensing capabilities. They will enable new versatile systems that enhance transportation safety and efficiency and will provide infotainment. This article surveys the state-of-the-art approaches, solutions, and technologies across a broad range of projects for vehicular communication systems.

816 citations

Journal ArticleDOI
TL;DR: It is argued that blockchain (BC), a disruptive technology that has found many applications from cryptocurrencies to smart contracts, is a potential solution to these challenges and is proposed a BC-based architecture to protect the privacy of users and to increase the security of the vehicular ecosystem.
Abstract: Interconnected smart vehicles offer a range of sophisticated services that benefit the vehicle owners, transport authorities, car manufacturers, and other service providers. This potentially exposes smart vehicles to a range of security and privacy threats such as location tracking or remote hijacking of the vehicle. In this article, we argue that blockchain (BC), a disruptive technology that has found many applications from cryptocurrencies to smart contracts, is a potential solution to these challenges. We propose a BC-based architecture to protect the privacy of users and to increase the security of the vehicular ecosystem. Wireless remote software updates and other emerging services such as dynamic vehicle insurance fees are used to illustrate the efficacy of the proposed security architecture. We also qualitatively argue the resilience of the architecture against common security attacks.

432 citations


"B2VDM: Blockchain Based Vehicular D..." refers background in this paper

  • ...[6], have focused on security and privacy challenges of VANET users....

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