Deployment of roadside units based on partial mobility information

This work presents an algorithm for deployment of roadside units based on partial mobility information. We propose the partition of the road network into same size urban cells, and we use the migration ratios between adjacent urban cells in order to infer the better locations for the deployment of the roadside units. Our goal is to identify those α locations maximizing the number of distinct vehicles experiencing at least one V2I contact opportunity. We compare our strategy to two deployment algorithms: MCP-g relies on full mobility information (full knowledge of the vehicles trajectories), while MCP-kp does not assume any mobility information at all. Results demonstrate that our strategy increases the number of distinct vehicles contacting the infrastructure in 6.8% when compared to MCP-kp. On the other hand, MCP-g overcomes our strategy by 8.5%. We must evaluate whether the 8.5% improvement worthies tracking the trajectories of vehicles. Complementary, the marginal contribution of adding a new roadside unit becomes much more assertive when employing our strategy, enabling a better evaluation of the return on investments by network designers. Such guarantees are not provided by MCP-kp, and they are too weak in MCP-g.

[1]  Hassan Artail,et al.  ROAMER: Roadside Units as message routers in VANETs , 2012, Ad Hoc Networks.

[2]  Ozan K. Tonguz Notice of Violation of IEEE Publication Principles Biologically inspired solutions to fundamental transportation problems , 2011, IEEE Communications Magazine.

[3]  G. Theraulaz,et al.  Response threshold reinforcements and division of labour in insect societies , 1998, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[4]  Hao Wu,et al.  An architecture study of infrastructure-based vehicular networks , 2005, MSWiM '05.

[5]  Junghoon Lee,et al.  A Roadside Unit Placement Scheme for Vehicular Telematics Networks , 2010, AST/UCMA/ISA/ACN.

[6]  Jérôme Härri,et al.  User/Operator Utility-Based Infrastructure Deployment Strategies for Vehicular Networks , 2011, 2011 IEEE Vehicular Technology Conference (VTC Fall).

[7]  Weihua Zhuang,et al.  Probabilistic Delay Control and Road Side Unit Placement for Vehicular Ad Hoc Networks with Disrupted Connectivity , 2011, IEEE Journal on Selected Areas in Communications.

[8]  Guoqiang Mao,et al.  Analysis of k-Hop Connectivity Probability in 2-D Wireless Networks with Infrastructure Support , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[9]  Daniel L. Gerlough,et al.  Use of Poisson Distribution in Highway Traffic. The Probability Theory Applied to Distribution of Vehicles on Two-Lane Highways , 1955 .

[10]  Margaret Martonosi,et al.  SignalGuru: leveraging mobile phones for collaborative traffic signal schedule advisory , 2011, MobiSys '11.

[11]  John R. Koza,et al.  Genetic programming - on the programming of computers by means of natural selection , 1993, Complex adaptive systems.

[12]  Eylem Ekici,et al.  Supporting real-time traffic in multihop vehicle-to-infrastructure networks , 2010 .

[13]  Zhiyong Liu,et al.  A Survey of Intelligence Methods in Urban Traffic Signal Control , 2007 .

[14]  Eylem Ekici,et al.  A cross-layer multihop data delivery protocol with fairness guarantees for vehicular networks , 2006, IEEE Transactions on Vehicular Technology.

[15]  Yuval Rabani,et al.  Linear Programming , 2007, Handbook of Approximation Algorithms and Metaheuristics.

[16]  Donald F. Towsley,et al.  Relays, base stations, and meshes: enhancing mobile networks with infrastructure , 2008, MobiCom '08.

[17]  Hao Wu,et al.  Vehicular networks in urban transportation systems , 2005, DG.O.

[18]  Wagner Meira,et al.  Probabilistic deployment of dissemination points in urban areas to support vehicular communication , 2014 .

[19]  Ian F. Akyildiz,et al.  Wireless mesh networks: a survey , 2005, Comput. Networks.

[20]  Prasun Sinha,et al.  Alpha Coverage: Bounding the Interconnection Gap for Vehicular Internet Access , 2009, IEEE INFOCOM 2009.

[21]  Marco Roccetti,et al.  How to let gamers play in infrastructure-based vehicular networks , 2008, ACE '08.

[22]  Claudio Casetti,et al.  Seamless Connectivity and Routing in Vehicular Networks with Infrastructure , 2011, IEEE Journal on Selected Areas in Communications.

[23]  Xuemin Shen,et al.  Vehicles Meet Infrastructure: Toward Capacity–Cost Tradeoffs for Vehicular Access Networks , 2013, IEEE Transactions on Intelligent Transportation Systems.

[24]  Raffaele Bruno,et al.  Robust and efficient data collection schemes for vehicular multimedia sensor Networks , 2013, 2013 IEEE 14th International Symposium on "A World of Wireless, Mobile and Multimedia Networks" (WoWMoM).

[25]  Robert Gibbons,et al.  A primer in game theory , 1992 .

[26]  Wei Yan,et al.  MI-VANET: A New Mobile Infrastructure Based VANET Architecture for Urban Environment , 2010, 2010 IEEE 72nd Vehicular Technology Conference - Fall.

[27]  Jian Ma,et al.  RoadGate: Mobility-Centric Roadside Units Deployment for Vehicular Networks , 2013, Int. J. Distributed Sens. Networks.

[28]  Ali S. Hadi,et al.  Finding Groups in Data: An Introduction to Chster Analysis , 1991 .

[29]  Victor O. K. Li,et al.  The Probabilistic Maximum Coverage Problem in Social Networks , 2011, 2011 IEEE Global Telecommunications Conference - GLOBECOM 2011.

[30]  B. Scheuermann,et al.  The feasibility of information dissemination in vehicular ad-hoc networks , 2007, 2007 Fourth Annual Conference on Wireless on Demand Network Systems and Services.

[31]  Alexey V. Vinel,et al.  3GPP LTE Versus IEEE 802.11p/WAVE: Which Technology is Able to Support Cooperative Vehicular Safety Applications? , 2012, IEEE Wireless Communications Letters.

[32]  Claudiu Danilov,et al.  Fast handoff for seamless wireless mesh networks , 2006, MobiSys '06.

[33]  Marco Roccetti,et al.  Smart Access Points on the road for online gaming in vehicular networks , 2009, Entertain. Comput..

[34]  D. Vere-Jones Markov Chains , 1972, Nature.

[35]  Toru Nakamura WHITE PAPER, European transport policy for 2010 : time to decide , 2004 .

[36]  Donald R. McNeil,et al.  A solution to the fixed-cycle traffic light problem for compound Poisson arrivals , 1968 .

[37]  Jörg Ott,et al.  Drive-thru Internet: IEEE 802.11b for "automobile" users , 2004, IEEE INFOCOM 2004.

[38]  Victor C. S. Lee,et al.  RSU-based real-time data access in dynamic vehicular networks , 2010, 13th International IEEE Conference on Intelligent Transportation Systems.

[39]  S. Chiu,et al.  Adaptive traffic signal control using fuzzy logic , 1992, Proceedings of the Intelligent Vehicles `92 Symposium.

[40]  Li Peng,et al.  A Randomized Algorithm for Roadside Units Placement in Vehicular Ad Hoc Network , 2013, 2013 IEEE 9th International Conference on Mobile Ad-hoc and Sensor Networks.

[41]  Maytham Safar,et al.  Sensitivity Study of Sensors' Coverage within Wireless Sensor Networks , 2007, 2007 16th International Conference on Computer Communications and Networks.

[42]  Ryan Newton,et al.  The pothole patrol: using a mobile sensor network for road surface monitoring , 2008, MobiSys '08.

[43]  N. Nishizuka,et al.  Fuzzy Logic Phase Controller for Traffic Junctions in the One-way Arterial Road , 1984 .

[44]  Franz Aurenhammer,et al.  Voronoi diagrams—a survey of a fundamental geometric data structure , 1991, CSUR.

[45]  E. Mamdani,et al.  FUZZY LOGIC CONTROLLER FOR A TRAFFIC JUNCTION , 1977 .

[46]  Leandros Tassiulas,et al.  Throughput capacity of random ad hoc networks with infrastructure support , 2003, MobiCom '03.

[47]  J. Stapleton Introduction to Probability Theory and Statistical Inference , 1970 .

[48]  David J. Montana,et al.  Evolving control laws for a network of traffic signals , 1996 .

[49]  Ralph Gakenheimer,et al.  Urban mobility in the developing world , 1999 .

[50]  Ozan K. Tonguz,et al.  Cars as roadside units: a self-organizing network solution , 2013, IEEE Communications Magazine.

[51]  Falko Dressler,et al.  IVC in Cities: Signal Attenuation by Buildings and How Parked Cars Can Improve the Situation , 2014, IEEE Transactions on Mobile Computing.

[52]  Marco Fiore,et al.  Content downloading in vehicular networks: What really matters , 2011, 2011 Proceedings IEEE INFOCOM.

[53]  Hironao Kawashima,et al.  Japanese perspective of driver information systems , 1990 .

[54]  Martin Mauve,et al.  Challenge: peers on wheels - a road to new traffic information systems , 2007, MobiCom '07.

[55]  Mario Gerla,et al.  Evaluating vehicle network strategies for downtown Portland: opportunistic infrastructure and the importance of realistic mobility models , 2007, MobiOpp '07.

[56]  Jiming Chen,et al.  Engineering a Distributed Infrastructure for Large-Scale Cost-Effective Content Dissemination over Urban Vehicular Networks , 2014, IEEE Transactions on Vehicular Technology.

[57]  George B. Dantzig,et al.  Linear programming and extensions , 1965 .

[58]  Wagner Meira,et al.  Design of roadside infrastructure for information dissemination in vehicular networks , 2014, 2014 IEEE Network Operations and Management Symposium (NOMS).

[59]  Mohan M. Trivedi,et al.  Driving style recognition using a smartphone as a sensor platform , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[60]  Takashi Nagatani,et al.  Driving behavior and control in traffic system with two kinds of signals , 2014 .

[61]  Malay Ranjan Tripathy,et al.  VANET-Challenges in Selection of Vehicular Mobility Model , 2012, 2012 Second International Conference on Advanced Computing & Communication Technologies.

[62]  José García-Nieto,et al.  Swarm intelligence for traffic light scheduling: Application to real urban areas , 2012, Eng. Appl. Artif. Intell..

[63]  Barbara Kitchenham,et al.  Procedures for Performing Systematic Reviews , 2004 .

[64]  Christian Wewetzer,et al.  Data aggregation and roadside unit placement for a vanet traffic information system , 2008, VANET '08.

[65]  Deepak Garg,et al.  A Publish/Subscribe Communication Infrastructure for VANET Applications , 2011, 2011 IEEE Workshops of International Conference on Advanced Information Networking and Applications.

[66]  Weijia Jia,et al.  Connected coverage in wireless networks with directional antennas , 2011, 2011 Proceedings IEEE INFOCOM.

[67]  Marco Dorigo,et al.  Swarm intelligence: from natural to artificial systems , 1999 .

[68]  Gisele L. Pappa,et al.  Roadside unit deployment for information dissemination in a VANET: an evolutionary approach , 2012, GECCO '12.

[69]  Weihua Zhuang,et al.  Delay Analysis for a Reliable Message Delivery in Sparse Vehicular Ad Hoc Networks , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[70]  Farouk Kamoun,et al.  Centrality-based Access-Points deployment for vehicular networks , 2010, 2010 17th International Conference on Telecommunications.

[71]  Daniel F. Macedo,et al.  Vehicular networks using the IEEE 802.11p standard: An experimental analysis , 2014, Veh. Commun..

[72]  Walter J. Franz,et al.  FLEETNET - INTERNET ON THE ROAD , 2001 .

[73]  Claudio Casetti,et al.  Planning roadside infrastructure for information dissemination in intelligent transportation systems , 2010, Comput. Commun..

[74]  Liviu Iftode,et al.  RoadSpeak: enabling voice chat on roadways using vehicular social networks , 2008, SocialNets '08.

[75]  Hannes Hartenstein,et al.  An analysis of data traffic in cellular networks caused by inter-vehicle communication at intersections , 2011, 2011 IEEE Intelligent Vehicles Symposium (IV).

[76]  Kien A. Hua,et al.  Dynamic Plan Generation and Real-Time Management Techniques for Traffic Evacuation , 2008, IEEE Transactions on Intelligent Transportation Systems.

[77]  Antonio F. Gómez-Skarmeta,et al.  Deployment of a Secure Wireless Infrastructure Oriented to Vehicular Networks , 2010, 2010 24th IEEE International Conference on Advanced Information Networking and Applications.

[78]  M. Dufwenberg Game theory. , 2011, Wiley interdisciplinary reviews. Cognitive science.

[79]  Mohammad Nekoui,et al.  The capacity of Vehicular Ad Hoc Networks with infrastructure , 2008, 2008 6th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks and Workshops.

[80]  Ana L. C. Bazzan,et al.  Traffic Lights Control with Adaptive Group Formation Based on Swarm Intelligence , 2006, ANTS Workshop.

[81]  Richard L. Tweedie,et al.  Markov Chains and Stochastic Stability , 1993, Communications and Control Engineering Series.

[82]  S. Yousefi,et al.  Vehicular Ad Hoc Networks (VANETs): Challenges and Perspectives , 2006, 2006 6th International Conference on ITS Telecommunications.

[83]  Bo Li,et al.  Infrastructure-assisted routing in vehicular networks , 2012, 2012 Proceedings IEEE INFOCOM.

[84]  André L. L. de Aquino,et al.  (CIA)2-ITS: Interconnecting mobile and ubiquitous devices for Intelligent Transportation Systems , 2012, 2012 IEEE International Conference on Pervasive Computing and Communications Workshops.

[85]  Suman Banerjee,et al.  Eliminating handoff latencies in 802.11 WLANs using multiple radios: applications, experience, and evaluation , 2005, IMC '05.

[86]  Mukund Seshadri,et al.  A city-wide vehicular infrastructure for wide-area wireless experimentation , 2008, WiNTECH '08.

[87]  Douglas C. Schmidt,et al.  Using Smartphones to Detect Car Accidents and Provide Situational Awareness to Emergency Responders , 2010, MOBILWARE.

[88]  Azzedine Boukerche,et al.  Vehicular Ad Hoc Networks: A New Challenge for Localization-Based Systems , 2008, Comput. Commun..

[89]  Hsiao-Hwa Chen,et al.  A Selective Downlink Scheduling Algorithm to Enhance Quality of VOD Services for WAVE Networks , 2009, EURASIP J. Wirel. Commun. Netw..

[90]  Hyunsun Park,et al.  Intersection-priority based optimal RSU allocation for VANET , 2013, 2013 Fifth International Conference on Ubiquitous and Future Networks (ICUFN).

[91]  Javier Gozálvez,et al.  Infrastructure-assisted geo-routing for cooperative vehicular networks , 2010, 2010 IEEE Vehicular Networking Conference.

[92]  João Fernando Machry Sarubbi,et al.  A real geographical application for the School Bus Routing Problem , 2014, 17th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[93]  Hui Liu,et al.  Optimal Placement and Configuration of Roadside Units in Vehicular Networks , 2012, 2012 IEEE 75th Vehicular Technology Conference (VTC Spring).

[94]  Ozan K. Tonguz,et al.  On the Routing Problem in Disconnected Vehicular Ad-hoc Networks , 2007, IEEE INFOCOM 2007 - 26th IEEE International Conference on Computer Communications.

[95]  Wagner Meira,et al.  Smart Traffic Light for Low Traffic Conditions , 2015, Mobile Networks and Applications.

[96]  R. K. Shyamasundar,et al.  Introduction to algorithms , 1996 .

[97]  Mario Gerla,et al.  Vehicular grid communications: the role of the internet infrastructure , 2006, WICON '06.

[98]  Hung-Yun Hsieh,et al.  INTERNETWORKING WWANS AND WLANS IN NEXT GENERATION WIRELESS DATA NETWORKS , 2002 .

[99]  Raja Sengupta,et al.  Empirical determination of channel characteristics for DSRC vehicle-to-vehicle communication , 2004, VANET '04.

[100]  Mario Gerla,et al.  Vehicular networks and the future of the mobile internet , 2011, Comput. Networks.

[101]  Marco Fiore,et al.  The networking shape of vehicular mobility , 2008, MobiHoc '08.

[102]  Félix Gómez Mármol,et al.  TRIP, a trust and reputation infrastructure-based proposal for vehicular ad hoc networks , 2012, J. Netw. Comput. Appl..

[103]  Susana Sargento,et al.  On the Performance of Sparse Vehicular Networks with Road Side Units , 2011, 2011 IEEE 73rd Vehicular Technology Conference (VTC Spring).

[104]  Ozan K. Tonguz,et al.  Enhancing VANET Connectivity Through Roadside Units on Highways , 2011, IEEE Transactions on Vehicular Technology.

[105]  Matteo Cesana,et al.  Non-cooperative RSU deployment in vehicular networks , 2012, 2012 9th Annual Conference on Wireless On-Demand Network Systems and Services (WONS).

[106]  Ozan K. Tonguz,et al.  UV-CAST: An urban vehicular broadcast protocol , 2010, 2010 IEEE Vehicular Networking Conference.

[107]  Andrew W. Moore,et al.  Reinforcement Learning: A Survey , 1996, J. Artif. Intell. Res..

[108]  Rui Esteves Araujo,et al.  Driving coach: A smartphone application to evaluate driving efficient patterns , 2012, 2012 IEEE Intelligent Vehicles Symposium.

[109]  Ozan K. Tonguz,et al.  Modeling urban traffic: A cellular automata approach , 2009, IEEE Communications Magazine.

[110]  Tung Le,et al.  Adaptive signal-vehicle cooperative controlling system , 2011, 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC).

[111]  Tan Yan,et al.  Access Points Planning in Urban Area for Data Dissemination to Drivers , 2014, IEEE Transactions on Vehicular Technology.

[112]  V. P. Harigovindan,et al.  Proportional fair resource allocation in vehicle-to-infrastructure networks for drive-thru Internet applications , 2014, Comput. Commun..

[113]  Shao Shihuang A FUZZY CONTROLLER OF TRAFFIC SYSTEMS AND ITS NEURAL NETWORK IMPLEMENTATION , 1992 .

[114]  W. A. M. Weijermars Analysis of Urban Traffic Patterns Using Clustering , 2007 .

[115]  Marco Fiore,et al.  Cooperative Download in Vehicular Environments , 2012, IEEE Transactions on Mobile Computing.

[116]  Weihua Zhuang,et al.  Cooperative data dissemination via roadside WLANs , 2012, IEEE Communications Magazine.

[117]  Azzedine Boukerche,et al.  A geometry-based coverage strategy over urban VANETs , 2013, PE-WASUN '13.

[118]  Chung-Ju Chang,et al.  A Cost-Effective Strategy for Road-Side Unit Placement in Vehicular Networks , 2012, IEEE Transactions on Communications.

[119]  Hannes Hartenstein,et al.  A tutorial survey on vehicular ad hoc networks , 2008, IEEE Communications Magazine.

[120]  Jian Ma,et al.  File downloading oriented Roadside Units deployment for vehicular networks , 2013, J. Syst. Archit..

[121]  Martin Mauve,et al.  Compact Vehicular Trajectory Encoding , 2011, 2011 IEEE 73rd Vehicular Technology Conference (VTC Spring).

[122]  Jörg Ott,et al.  The ONE simulator for DTN protocol evaluation , 2009, SIMUTools 2009.

[123]  Wolfgang Banzhaf,et al.  Genetic Programming: An Introduction , 1997 .

[124]  John C. Harsanyi,et al.  Общая теория выбора равновесия в играх / A General Theory of Equilibrium Selection in Games , 1989 .

[125]  Sok-Lan Sou,et al.  A Power-Saving Model for Roadside Unit Deployment in Vehicular Networks , 2010, IEEE Communications Letters.

[126]  Jing Zhao,et al.  On scheduling vehicle-roadside data access , 2007, VANET '07.

[127]  Antonio Capone,et al.  MobiMESH: a Complete Solution for Wireless Mesh Networking , 2007, 2007 IEEE Internatonal Conference on Mobile Adhoc and Sensor Systems.

[128]  Stefan Savage,et al.  SyncScan: practical fast handoff for 802.11 infrastructure networks , 2005, Proceedings IEEE 24th Annual Joint Conference of the IEEE Computer and Communications Societies..

[129]  A.-L. Beylot,et al.  Geo-localized virtual infrastructure for urban vehicular networks , 2008, 2008 8th International Conference on ITS Telecommunications.

[130]  A. Di Maio,et al.  Di Maio, A , 2012 .

[131]  Jeonghee Chi,et al.  An Effective RSU Allocation Strategy for Maximizing Vehicular Network Connectivity , 2013 .

[132]  Hannes Federrath,et al.  A privacy aware and efficient security infrastructure for vehicular ad hoc networks , 2008, Comput. Stand. Interfaces.

[133]  Satish Vadlamani,et al.  Security in Wireless Networks: A Tutorial , 2014, Examining Robustness and Vulnerability of Networked Systems.

[134]  Yang Zhang,et al.  The CarTel mobile sensor computing system , 2006, SenSys '06.

[135]  Shang-Hua Teng,et al.  Mutually Repellant Sampling , 1995 .

[136]  Tai-Hoon Kim,et al.  A Novel Approach for Infrastructure Deployment for VANET , 2008, 2008 Second International Conference on Future Generation Communication and Networking.

[137]  Yu Zhang,et al.  Multi-Hop Connectivity Probability in Infrastructure-Based Vehicular Networks , 2012, IEEE Journal on Selected Areas in Communications.

[138]  Yang Yang,et al.  Analysis of Access and Connectivity Probabilities in Infrastructure-Based Vehicular Relay Networks , 2010, 2010 IEEE Wireless Communication and Networking Conference.

[139]  Xuemin Shen,et al.  Provisioning QoS controlled media access in vehicular to infrastructure communications , 2012, Ad Hoc Networks.

[140]  Yuguang Fang,et al.  Optimal Placement of Gateways in Vehicular Networks , 2007, IEEE Transactions on Vehicular Technology.

[141]  Jing Zhao,et al.  Service Scheduling of Vehicle-Roadside Data Access , 2010, Mob. Networks Appl..

[142]  Ariel Rubinstein,et al.  A Course in Game Theory , 1995 .

[143]  Aniruddha S. Gokhale,et al.  Voronoi-based placement of road-side units to improve dynamic resource management in Vehicular Ad Hoc Networks , 2013, 2013 International Conference on Collaboration Technologies and Systems (CTS).

[144]  Jarkko Niittymäki,et al.  Signal control using fuzzy logic , 2000, Fuzzy Sets Syst..

[145]  David E. Goldberg,et al.  SIGNAL TIMING DETERMINATION USING GENETIC ALGORITHMS , 1992 .

[146]  Prasun Sinha,et al.  Maximizing the Contact Opportunity for Vehicular Internet Access , 2010, 2010 Proceedings IEEE INFOCOM.

[147]  E. Polak Introduction to linear and nonlinear programming , 1973 .

[148]  Tony White,et al.  Distributed and adaptive traffic signal control within a realistic traffic simulation , 2013, Eng. Appl. Artif. Intell..

[149]  Juan-Carlos Cano,et al.  Providing accident detection in vehicular networks through OBD-II devices and Android-based smartphones , 2011, 2011 IEEE 36th Conference on Local Computer Networks.

[150]  Y. Koucheryavy,et al.  State of the Art and Research Challenges for VANETs , 2008, 2008 5th IEEE Consumer Communications and Networking Conference.

[151]  Roy D. Yates,et al.  The Infostations challenge: balancing cost and ubiquity in delivering wireless data , 2000, IEEE Wirel. Commun..

[152]  Baber Aslam,et al.  Optimal roadside units placement in urban areas for vehicular networks , 2012, 2012 IEEE Symposium on Computers and Communications (ISCC).

[153]  Mustafa K. Mehmet Ali,et al.  Generalized Performance Modeling of Vehicular Ad Hoc Networks (VANETs) , 2007, 2007 12th IEEE Symposium on Computers and Communications.

[154]  Srinivasan Keshav,et al.  MV-MAX: improving wireless infrastructure access for multi-vehicular communication , 2006, CHANTS '06.

[155]  Weihua Zhuang,et al.  On a Stochastic Delay Bound for Disrupted Vehicle-to-Infrastructure Communication with Random Traffic , 2009, GLOBECOM 2009 - 2009 IEEE Global Telecommunications Conference.

[156]  Ming Xu,et al.  Roadside Infrastructure Placement for Information Dissemination in Urban ITS Based on a Probabilistic Model , 2013, NPC.

[157]  Mohammed J. Zaki Data Mining and Analysis: Fundamental Concepts and Algorithms , 2014 .

[158]  Osman Demirci,et al.  Fuzzy logic based smart traffic light simulator design and hardware implementation , 2010, Appl. Soft Comput..

[159]  Yang Wang,et al.  Adaptive traffic signal control using vehicle-to-infrastructure communication: a technical note , 2010, IWCTS '10.