Cloud Computing in VANETs: Architecture, Taxonomy, and Challenges

ABSTRACT Cloud computing in VANETs (CC-V) has been investigated into two major themes of research including vehicular cloud computing (VCC) and vehicle using cloud (VuC). VCC is the realization of autonomous cloud among vehicles to share their abundant resources. VuC is the efficient usage of conventional cloud by on-road vehicles via a reliable Internet connection. Recently, a number of advancements have been made to address the issues and challenges in VCC and VuC. This paper qualitatively reviews CC-V with the emphasis on layered architecture, network component, taxonomy, and future challenges. Specifically, a four-layered architecture for CC-V is proposed including perception, coordination, artificial intelligence and smart application layers. Three network components of CC-V, namely, vehicle, connection, and computation are explored with their cooperative roles. A taxonomy for CC-V is presented considering major themes of research in the area including design of architecture, data dissemination, security, and applications. Related literature on each theme is critically investigated with comparative assessment of recent advances. Finally, some open research challenges are identified as future issues. The challenges are the outcome of the critical and qualitative assessment of the literature on CC-V.

[1]  Tony English,et al.  Connected Vehicle Pilot Deployment Program Phase 2, Interface Control Document –WYDOT CV Pilot , 2020 .

[2]  Gongjun Yan,et al.  The Next Paradigm Shift: From Vehicular Networks to Vehicular Clouds , 2013, Mobile Ad Hoc Networking.

[3]  Agustín Zaballos,et al.  Resource Allocation on a Hybrid Cloud for Smart Grids , 2016, Netw. Protoc. Algorithms.

[4]  Wu He,et al.  Developing Vehicular Data Cloud Services in the IoT Environment , 2014, IEEE Transactions on Industrial Informatics.

[5]  Chao Yang,et al.  Provable Ownership of Encrypted Files in De-duplication Cloud Storage , 2015, Ad Hoc Sens. Wirel. Networks.

[6]  Muhammad Altaf,et al.  Multi-source video streaming in a wireless vehicular ad hoc network , 2010, IET Commun..

[7]  Renato Lo Cigno,et al.  Automatic Emergency Braking: Realistic Analysis of Car Dynamics and Network Performance , 2013, IEEE Transactions on Vehicular Technology.

[8]  Falko Dressler,et al.  Towards a vehicular cloud - using parked vehicles as a temporary network and storage infrastructure , 2014, WiMobCity '14.

[9]  Chi-Cheng Chuang,et al.  A Service-Oriented Cloud Computing Network Management Architecture for Wireless Sensor Networks , 2014, Ad Hoc Sens. Wirel. Networks.

[10]  Young-Sik Jeong,et al.  s-ITSF: a service based intelligent transportation system framework for smart accident management , 2015, Human-centric Computing and Information Sciences.

[11]  Silvia Giordano,et al.  The Next Paradigm Shift: From Vehicular Networks to Vehicular Clouds , 2013 .

[12]  Yu Yang,et al.  Study and application on the architecture and key technologies for IOT , 2011, 2011 International Conference on Multimedia Technology.

[13]  Jia-Lun Tsai,et al.  An Efficient Conditional Privacy-Preserving Authentication Scheme for Vehicular Sensor Networks Without Pairings , 2016, IEEE Transactions on Intelligent Transportation Systems.

[14]  Mario Gerla,et al.  Internet of vehicles: From intelligent grid to autonomous cars and vehicular clouds , 2014, 2014 IEEE World Forum on Internet of Things (WF-IoT).

[15]  K. Ashokkumar,et al.  Cloud Based Intelligent Transport System , 2015 .

[16]  Naveen K. Chilamkurti,et al.  Optimized clustering for data dissemination using stochastic coalition game in vehicular cyber-physical systems , 2015, The Journal of Supercomputing.

[17]  Jialiang Li,et al.  Delay-Aware Transmission Range Control for VANETs , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[18]  Sherali Zeadally,et al.  VANET-cloud: a generic cloud computing model for vehicular Ad Hoc networks , 2015, IEEE Wireless Communications.

[19]  Mario Gerla,et al.  Vehicular Cloud Computing , 2012, 2012 The 11th Annual Mediterranean Ad Hoc Networking Workshop (Med-Hoc-Net).

[20]  Deze Zeng,et al.  Migrate or not? Exploring virtual machine migration in roadside cloudlet‐based vehicular cloud , 2015, Concurr. Comput. Pract. Exp..

[21]  Xianghan Zheng,et al.  Distributed multi-hop clustering algorithm for VANETs based on neighborhood follow , 2015, EURASIP J. Wirel. Commun. Netw..

[22]  Yen-Wen Lin,et al.  Cloud-Supported Seamless Internet Access in Intelligent Transportation Systems , 2013, Wirel. Pers. Commun..

[23]  Kiho Lim,et al.  Protecting Vehicular Cloud against malicious nodes using zone authorities , 2015, SoutheastCon 2015.

[24]  Xiaonan Wang IPv6-Based Vehicular Cloud Networking , 2015, IEEE Communications Letters.

[25]  Sangjin Kim,et al.  Rethinking Vehicular Communications: Merging VANET with cloud computing , 2012, 4th IEEE International Conference on Cloud Computing Technology and Science Proceedings.

[26]  Jenq-Neng Hwang,et al.  Multimedia Services in Cloud-Based Vehicular Networks , 2015, IEEE Intelligent Transportation Systems Magazine.

[27]  Xiaojiang Du,et al.  Toward Vehicle-Assisted Cloud Computing for Smartphones , 2015, IEEE Transactions on Vehicular Technology.

[28]  Hariharan Krishnan,et al.  Analysis of Information Dissemination in Vehicular Ad-Hoc Networks With Application to Cooperative Vehicle Safety Systems , 2011, IEEE Transactions on Vehicular Technology.

[29]  Lorena González-Manzano,et al.  Security Models in Vehicular Ad-hoc Networks: A Survey , 2014 .

[30]  Abhinav Jha,et al.  Road condition monitoring and alert application: Using in-vehicle Smartphone as Internet-connected sensor , 2012, 2012 IEEE International Conference on Pervasive Computing and Communications Workshops.

[31]  Jaime Lloret Mauri,et al.  Multi-Agent based Framework for Secure and Reliable Communication among Open Clouds , 2014, Netw. Protoc. Algorithms.

[32]  Dirk Pesch,et al.  A network centric simulation environment for CALM-based cooperative vehicular systems , 2010, SimuTools.

[33]  Stephan Olariu,et al.  Taking VANET to the clouds , 2010, Int. J. Pervasive Comput. Commun..

[34]  Xiaodong Lin,et al.  An Efficient Pseudonymous Authentication Scheme With Strong Privacy Preservation for Vehicular Communications , 2010, IEEE Transactions on Vehicular Technology.

[35]  Zhonghai Wang,et al.  Vehicular Cyber-Physical Systems with Mobile Cloud Computing Support , 2013, CloudComp.

[36]  Christopher Cox,et al.  An Introduction to LTE: LTE, LTE-Advanced, SAE and 4G Mobile Communications , 2012 .

[37]  Al-Sakib Khan Pathan,et al.  On Protecting Data Storage in Mobile Cloud Computing Paradigm , 2014 .

[38]  D. Manivannan,et al.  Secure Incentive-Based Architecture for Vehicular Cloud , 2015, ADHOC-NOW.

[39]  Jian Ma,et al.  The insights of message delivery delay in VANETs with a bidirectional traffic model , 2013, J. Netw. Comput. Appl..

[40]  Dhananjay Singh,et al.  Secure and reliable cloud networks for smart transportation services , 2015, 2015 17th International Conference on Advanced Communication Technology (ICACT).

[41]  Victor C. M. Leung,et al.  Connectivity-aware minimum-delay geographic routing with vehicle tracking in VANETs , 2011, Ad Hoc Networks.

[42]  Hossam S. Hassanein,et al.  Enabling Cooperative Relaying VANET Clouds Over LTE-A Networks , 2015, IEEE Transactions on Vehicular Technology.

[43]  Omprakash Kaiwartya,et al.  Guaranteed Geocast Routing Protocol for Vehicular Adhoc Networks in Highway Traffic Environment , 2015, Wirel. Pers. Commun..

[44]  Weihua Zhuang,et al.  Wireless access technologies for vehicular network safety applications , 2016, IEEE Network.

[45]  Lianyu Chu,et al.  Estimation of vehicular emissions by capturing traffic variations , 2005 .

[46]  Sarmad Ullah Khan,et al.  Future Internet: The Internet of Things Architecture, Possible Applications and Key Challenges , 2012, 2012 10th International Conference on Frontiers of Information Technology.

[47]  Hannes Hartenstein,et al.  VANET: Vehicular Applications and Inter-Networking Technologies , 2010, VANET.

[48]  Enzo Baccarelli,et al.  Reliable Adaptive Resource Management for Cognitive Cloud Vehicular Networks , 2015, IEEE Transactions on Vehicular Technology.

[49]  Yong-Hwan Lee,et al.  Secure and privacy-aware traffic information as a service in VANET-based clouds , 2015, Pervasive Mob. Comput..

[50]  Joel J. P. C. Rodrigues,et al.  Replication-Aware Data Dissemination for Vehicular Ad Hoc Networks using Location Determination , 2015, Mob. Networks Appl..

[51]  Abdelhamid Mellouk,et al.  Cloud Computing-Based Message Dissemination Protocol for Vehicular Ad Hoc Networks , 2015, WWIC.

[52]  Yusheng Ji,et al.  How to Utilize Interflow Network Coding in VANETs: A Backbone-Based Approach , 2016, IEEE Transactions on Intelligent Transportation Systems.

[53]  Xuemin Shen,et al.  An SMDP-Based Resource Allocation in Vehicular Cloud Computing Systems , 2015, IEEE Transactions on Industrial Electronics.

[54]  Hariharan Krishnan,et al.  Performance evaluation of safety applications over DSRC vehicular ad hoc networks , 2004, VANET '04.

[55]  Xiaohui Liang,et al.  A Dynamic Privacy-Preserving Key Management Scheme for Location-Based Services in VANETs , 2012, IEEE Transactions on Intelligent Transportation Systems.

[56]  Kyung-Ah Shim,et al.  ${\cal CPAS}$: An Efficient Conditional Privacy-Preserving Authentication Scheme for Vehicular Sensor Networks , 2012, IEEE Transactions on Vehicular Technology.

[57]  Tinghuai Ma,et al.  Real time services for future cloud computing enabled vehicle networks , 2011, 2011 International Conference on Wireless Communications and Signal Processing (WCSP).

[58]  Rajkumar Buyya,et al.  A survey on vehicular cloud computing , 2014, J. Netw. Comput. Appl..

[59]  Wenhui Zhang,et al.  Car-2-Car Communication Consortium - Manifesto , 2007 .

[60]  Xiaolei Dong,et al.  Secure and Privacy Preserving Protocol for Cloud-Based Vehicular DTNs , 2015, IEEE Transactions on Information Forensics and Security.

[61]  Sana Ullah,et al.  An intelligent clustering scheme for distributed intrusion detection in vehicular cloud computing , 2015, Cluster Computing.

[62]  Mario Gerla,et al.  Vehicular cloud networking: architecture and design principles , 2014, IEEE Communications Magazine.

[63]  Rashid Mehmood,et al.  Intelligent disaster management system based on cloud-enabled vehicular networks , 2011, 2011 11th International Conference on ITS Telecommunications.

[64]  OhHeekuck,et al.  Secure and privacy-aware traffic information as a service in VANET-based clouds , 2015 .

[65]  M. Hemalatha,et al.  Intelligent parking system using vehicular data cloud services , 2015, 2015 International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS).

[66]  Abdul Hanan Abdullah,et al.  Performance Improvement in Geographic Routing for Vehicular Ad Hoc Networks , 2014, Sensors.

[67]  Reza Ebrahimi Atani,et al.  A cluster-based vehicular cloud architecture with learning-based resource management , 2014, 2014 IEEE 6th International Conference on Cloud Computing Technology and Science.

[68]  Khaleel Ur Rahman Khan,et al.  A data dissemination model for Cloud enabled VANETs using In-Vehicular resources , 2014, 2014 International Conference on Computing for Sustainable Global Development (INDIACom).

[69]  Ch. Ramesh Babu,et al.  Internet of Vehicles: From Intelligent Grid to Autonomous Cars and Vehicular Clouds , 2016 .

[70]  Jae Dong Lee,et al.  VCC-SSF: Service-Oriented Security Framework for Vehicular Cloud Computing , 2015 .

[71]  Heekuck Oh,et al.  Cooperation-Aware VANET Clouds: Providing Secure Cloud Services to Vehicular Ad Hoc Networks , 2014, J. Inf. Process. Syst..

[72]  Heekuck Oh,et al.  A Paradigm Shift from Vehicular Ad Hoc Networks to VANET-Based Clouds , 2015, Wireless Personal Communications.

[73]  Wei Ren,et al.  uLeepp: An Ultra-Lightweight Energy-Efficient and Privacy-Protected Scheme for Pervasive and Mobile WBSN-Cloud Communications , 2015, Ad Hoc Sens. Wirel. Networks.

[74]  Yan Zhang,et al.  A Reinforcement Learning-Based Data Storage Scheme for Vehicular Ad Hoc Networks , 2017, IEEE Transactions on Vehicular Technology.

[75]  Leonard Barolli,et al.  Performance of optimized link state routing protocol for video streaming application in vehicular ad‐hoc networks cloud computing , 2015, Concurr. Comput. Pract. Exp..