The DOI matches its Crossref record; 75 of the 75 references it cites were found in a registry or an index.
A Communications-Oriented Perspective on Traffic Management Systems for Smart Cities: Challenges and Innovative Approaches
Open accessAbstract
The growing size of cities and increasing population mobility have determined a rapid increase in the number of vehicles on the roads, which has resulted in many challenges for road traffic management authorities in relation to traffic congestion, accidents, and air pollution. Over the recent years, researchers from both industry and academia have been focusing their efforts on exploiting the advances in sensing, communication, and dynamic adaptive technologies to make the existing road traffic management systems (TMSs) more efficient to cope with the aforementioned issues in future smart cities. However, these efforts are still insufficient to build a reliable and secure TMS that can handle the foreseeable rise of population and vehicles in smart cities. In this survey, we present an up-to-date review of the different technologies used in the different phases involved in a TMS and discuss the potential use of smart cars and social media to enable fast and more accurate traffic congestion detection and mitigation. We also provide a thorough study of the security threats that may jeopardize the efficiency of the TMS and endanger drivers' lives. Furthermore, the most significant and recent European and worldwide projects dealing with traffic congestion issues are briefly discussed to highlight their contribution to the advancement of smart transportation. Finally, we discuss some open challenges and present our own vision to develop robust TMSs for future smart cities.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Wireless sensor networks: a survey
Akyildiz, I. F., Su, W., Sankarasubramaniam, Y., & Cayirci, E. (2002) · Computer Networks · doi:10.1016/s1389-1286(01)00302-4 · Cited by 17,418
GPSR: greedy perimeter stateless routing for wireless networks
Karp, B., & Kung, H. T. (2000) · Proceedings of the 6th annual international conference on Mobile computing and networking · doi:10.1145/345910.345953 · Cited by 7,050
Wireless sensor network survey
Yick, J., Mukherjee, B., & Ghosal, D. (2008) · Computer Networks · doi:10.1016/j.comnet.2008.04.002 · Cited by 6,255
The Dynamic Source Routing Protocol for Mobile Ad Hoc Networks (DSR)
Johnson, D. B. (2004) · Medical Entomology and Zoology · Cited by 3,206
A survey of mobile phone sensing
Lane, N., Miluzzo, E., Lu, H., Peebles, D., Choudhury, T., & Campbell, A. (2010) · IEEE Communications Magazine · doi:10.1109/mcom.2010.5560598 · Cited by 2,292
Mobile crowdsensing: current state and future challenges
Ganti, R., Ye, F., & Lei, H. (2011) · IEEE Communications Magazine · doi:10.1109/mcom.2011.6069707 · Cited by 2,054
Bidirectionally Coupled Network and Road Traffic Simulation for Improved IVC Analysis
Sommer, C., German, R., & Dressler, F. (2011) · IEEE Transactions on Mobile Computing · doi:10.1109/tmc.2010.133 · Cited by 1,553
SUMO - Simulation of Urban MObility An Overview
Behrisch, M., Bieker, L., Erdmann, J., & Krajzewicz, D. (2011) · elib (German Aerospace Center) · Cited by 1,472
Trust and privacy concern within social networking sites: A comparison of Facebook and MySpace
Dwyer, C. A., Hiltz, S. R., & Passerini, K. (2007) · Journal of the Association for Information Systems · Cited by 1,202
Routing in vehicular ad hoc networks: A survey
Li, F., & Wang, Y. (2007) · IEEE Vehicular Technology Magazine · doi:10.1109/mvt.2007.912927 · Cited by 1,124
VADD: Vehicle-Assisted Data Delivery in Vehicular Ad Hoc Networks
Zhao, J., & Cao, G. (2008) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2007.901869 · Cited by 788
ANALYSIS OF FREEWAY TRAFFIC TIME-SERIES DATA BY USING BOX-JENKINS TECHNIQUES
Ahmed, M. S., & Cook, A. R. (1979) · Transportation Research Record Journal of the Transportation Research Board · Cited by 767
Urban multi-hop broadcast protocol for inter-vehicle communication systems
Korkmaz, G., Ekici, E., Özgüner, F., & Özgüner, Ü. (2004) · Proceedings of the 1st ACM international workshop on Vehicular ad hoc networks · doi:10.1145/1023875.1023887 · Cited by 672
Real-time road traffic prediction with spatio-temporal correlations
Min, W., & Wynter, L. (2011) · Transportation Research Part C: Emerging Technologies · doi:10.1016/j.trc.2010.10.002 · Cited by 668
Short‐term traffic forecasting: Overview of objectives and methods
Vlahogianni, E. I., Golias, J. C., & Karlaftis, M. G. (2004) · Transport Reviews · doi:10.1080/0144164042000195072 · Cited by 575
Smarter cities and their innovation challenges
Naphade, M., Banavar, G., Harrison, C., Paraszczak, J., & Morris, R. (2011) · Computer · doi:10.1109/mc.2011.187 · Cited by 567
Vehicle-to-Vehicle Communication: Fair Transmit Power Control for Safety-Critical Information
Torrent-Moreno, M., Mittag, J., Santi, P., & Hartenstein, H. (2009) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2009.2017545 · Cited by 562
Microscopic Traffic Flow Simulator VISSIM
Fellendorf, M., & Vortisch, P. (2010) · International Series in Operations Research & Management Science · doi:10.1007/978-1-4419-6142-6_2 · Cited by 551
Connectivity-Aware Routing (CAR) in Vehicular Ad-hoc Networks
Naumov, V., & Gross, T. R. (2007) · IEEE INFOCOM 2007 - 26th IEEE International Conference on Computer Communications · doi:10.1109/infcom.2007.223 · Cited by 525
MAC Essentials for Wireless Sensor Networks
Bachir, A., Dohler, M., Watteyne, T., & Leung, K. K. (2010) · IEEE Communications Surveys & Tutorials · doi:10.1109/surv.2010.020510.00058 · Cited by 523
A multivariate state space approach for urban traffic flow modeling and prediction
Stathopoulos, A., & Karlaftis, M. G. (2003) · Transportation Research Part C: Emerging Technologies · doi:10.1016/s0968-090x(03)00004-4 · Cited by 513
Short-Term Freeway Traffic Flow Prediction: Bayesian Combined Neural Network Approach
Zheng, W., Lee, D.-H., & Shi, Q. (2006) · Journal of Transportation Engineering · doi:10.1061/(asce)0733-947x(2006)132:2(114 · Cited by 440
ParkNet: drive-by sensing of road-side parking statistics
Mathur, S., Jin, T., Kasturirangan, N., Chandrasekaran, J., Xue, W., Gruteser, M., & Trappe, W. (2010) · Proceedings of the 8th international conference on Mobile systems, applications, and services · doi:10.1145/1814433.1814448 · Cited by 419
An integrated mobility and traffic model for vehicular wireless networks
Choffnes, D. R., & Bustamante, F. E. (2005) · Proceedings of the 2nd ACM international workshop on Vehicular ad hoc networks · doi:10.1145/1080754.1080765 · Cited by 390
Trust and nuanced profile similarity in online social networks
Golbeck, J. (2009) · ACM Transactions on the Web · doi:10.1145/1594173.1594174 · Cited by 374
Predictions of Freeway Traffic Speeds and Volumes Using Vector Autoregressive Models
Chandra, S. R., & Al-Deek, H. (2009) · Journal of Intelligent Transportation Systems · doi:10.1080/15472450902858368 · Cited by 362
Trust and privacy concern within social networking sites: A comparison of Facebook and MySpace
Alioui, A. (2007) · Cited by 346
Cheng, H. T., Shan, H., & Zhuang, W. (2011) · Mechanical Systems and Signal Processing · doi:10.1016/j.ymssp.2010.11.009 · Cited by 273
Decentralized discovery of free parking places
Caliskan, M., Graupner, D., & Mauve, M. (2006) · Proceedings of the 3rd international workshop on Vehicular ad hoc networks · doi:10.1145/1161064.1161070 · Cited by 245
PATH at 20—History and Major Milestones
Shladover, S. E. (2007) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2007.903052 · Cited by 238
Enhancing VANET Performance by Joint Adaptation of Transmission Power and Contention Window Size
Rawat, D. B., Popescu, D. C., Yan, G., & Olariu, S. (2011) · IEEE Transactions on Parallel and Distributed Systems · doi:10.1109/tpds.2011.41 · Cited by 234
Toward a secure batch verification with group testing for VANET
Lee, C.-C., & Lai, Y.-M. (2013) · Wireless Networks · doi:10.1007/s11276-013-0543-7 · Cited by 230
Chabini, I., & Lan, S. (2002) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/6979.994796 · Cited by 221
A multicast protocol in ad hoc networks inter-vehicle geocast
Bachir, A., & Benslimane, A. (2004) · The 57th IEEE Semiannual Vehicular Technology Conference, 2003. VTC 2003-Spring. · doi:10.1109/vetecs.2003.1208832 · Cited by 213
Metaheuristics for the Vehicle Routing Problem and Its Extensions: A Categorized Bibliography
Michel Gendreau, A., Potvin, J., Bräumlaysy, O., Hasle, G., & Løkketangen, A. (2008) · Operations research, computer science. Interface series · doi:10.1007/978-0-387-77778-8_7 · Cited by 203
A static-node assisted adaptive routing protocol in vehicular networks
Ding, Y., Wang, C., & Xiao, L. (2007) · Proceedings of the fourth ACM international workshop on Vehicular ad hoc networks · doi:10.1145/1287748.1287758 · Cited by 202
Wireless sensor networks in intelligent transportation systems
Tubaishat, M., Zhuang, P., Qi, Q., & Shang, Y. (2009) · Wireless Communications and Mobile Computing · doi:10.1002/wcm.616 · Cited by 196
Predicting Parking Lot Occupancy in Vehicular Ad Hoc Networks
Caliskan, M., Barthels, A., Scheuermann, B., & Mauve, M. (2007) · 2007 IEEE 65th Vehicular Technology Conference - VTC2007-Spring · doi:10.1109/vetecs.2007.69 · Cited by 187
Performance Evaluation of Short-Term Time-Series Traffic Prediction Model
Ishak, S., & Al-Deek, H. (2002) · Journal of Transportation Engineering · doi:10.1061/(asce)0733-947x(2002)128:6(490 · Cited by 184
Unicast routing protocols for vehicular ad hoc networks: A critical comparison and classification
Bernsen, J., & Manivannan, D. (2009) · Pervasive and Mobile Computing · doi:10.1016/j.pmcj.2008.09.001 · Cited by 163
QoE-Driven User-Centric VoD Services in Urban Multihomed P2P-Based Vehicular Networks
Xu, C., Zhao, F., Guan, J., Zhang, H., & Muntean, G.-M. (2013) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2012.2228682 · Cited by 160
Self-citationGPS-based message broadcasting for inter-vehicle communication
Sun, M.-T., Feng, W., Lai, T., Yamada, K., Okada, H., & Fujimura, K. (2002) · Proceedings of the International Conference on Parallel Processing · doi:10.1109/icpp.2000.876143 · Cited by 146
Emergency Broadcast Protocol for Inter-Vehicle Communications
Durrësi, M., Arjan Durresi, A., & Barolli, L. (2006) · IEEE International Conference on Parallel and Distributed Systems (ICPADS) · doi:10.1109/icpads.2005.147 · Cited by 145
Adaptive Traffic Light Control with Wireless Sensor Networks
Tubaishat, M., Shang, Y., & Shi, H. (2007) · 2007 4th IEEE Consumer Communications and Networking Conference · doi:10.1109/ccnc.2007.44 · Cited by 139
MURU: A Multi-Hop Routing Protocol for Urban Vehicular Ad Hoc Networks
Mo, Z., Zhu, H., Makki, K., & Pissinou, N. (2006) · EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MobiQuitous) · doi:10.1109/mobiq.2006.340406 · Cited by 128
Real‐time road traffic forecasting using regime‐switching space‐time models and adaptive LASSO
Kamarianakis, Y., Shen, W., & Wynter, L. (2012) · Applied Stochastic Models in Business and Industry · doi:10.1002/asmb.1937 · Cited by 121
Reliable Pretrip Multipath Planning and Dynamic Adaptation for a Centralized Road Navigation System
Chen, Y., Bell, M. G. H., & Bogenberger, K. (2007) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2006.889437 · Cited by 113
A New Combination Rules of Evidence Theory
Ye, X. (2000) · Dianzi xuebao · Cited by 111
Adaptive traffic management for secure and efficient emergency services in smart cities
Djahel, S., Salehie, M., Tal, I., & Jamshidi, P. (2013) · IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops) · doi:10.1109/percomw.2013.6529511 · Cited by 105
Self-citationCongestion control in vehicular ad hoc networks
Wischhof, L., & Rohling, H. (2006) · IEEE International Conference on Vehicular Electronics and Safety (ICVES) · doi:10.1109/icves.2005.1563614 · Cited by 100
A shortest path algorithm with novel heuristics for dynamic transportation networks
Huang, B., Wu, Q., & Zhan, F. B. (2007) · International Journal of Geographical Information Systems · doi:10.1080/13658810601079759 · Cited by 98
Li, H., & Irick, D. K. (2010) · IEEE Vehicular Technology Conference · doi:10.1109/vetecs.2010.5494005 · Cited by 91
A comparative study of vehicles’ routing algorithms for route planning in smart cities
Ngoc-Nha, V. T., Djahel, S., & Murphy, J. (2012) · Arrow@dit (Dublin Institute of Technology) · doi:10.34961/701 · Cited by 86
Self-citationToulminet, G., Boussuge, J., & Laurgeau, C. (2008) · IEEE International Conference on Intelligent Transportation Systems (ITSC) · doi:10.1109/itsc.2008.4732652 · Cited by 85
VANET-based approach for parking space availability
Panayappan, R., Trivedi, J. M., Studer, A. M., & Perrig, A. (2007) · International Workshop on VehiculAr Inter-NETworking · doi:10.1145/1287748.1287763 · Cited by 84
Analyzing the potential of cooperative Cognitive Radio technology on inter-vehicle communication
Felice, M. D., Chowdhury, K. R., & Bononi, L. (2010) · IFIP Wireless Days · doi:10.1109/wd.2010.5657770 · Cited by 80
A cooperative reservation protocol for parking spaces in vehicular ad hoc networks
Delot, T., Cenerario, N., Ilarri, S., et al. (2009) · doi:10.1145/1710035.1710065 · Cited by 72
A robust congestion control scheme for fast and reliable dissemination of safety messages in VANETs
Djahel, S., & Ghamri-Doudane, Y. M. (2012) · IEEE Wireless Communications and Networking Conference · doi:10.1109/wcnc.2012.6214170 · Cited by 70
Self-citationKanoh, H., & Hara, K. (2008) · Genetic and Evolutionary Computation Conference (GECCO) · doi:10.1145/1389095.1389226 · Cited by 62
Zhang, D., Li, Y., Zhang, F., Lu, M., Liu, Y., & He, T. (2013) · ACM Conference on Embedded Networked Sensor Systems (SenSys) · doi:10.1145/2517351.2517361 · Cited by 58
A Real-Time Vehicle Navigation Algorithm in Sensor Network Environments
Chen, C. L. P., Zhou, J., & Zhao, W. (2012) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2012.2201478 · Cited by 51
iTETRIS: Adaptation of ITS Technologies for Large Scale Integrated Simulation
Kumar, V., Lin, L., Krajzewicz, D., Hrizi, F., Martínez, Ó., Gozálvez, J., & Bauza, R. (2010) · IEEE Vehicular Technology Conference · doi:10.1109/vetecs.2010.5494182 · Cited by 46
Starting European Field Tests for CAR-2-X Communication: The DRIVE C2X Framework
Stahlmann, R., Festag, A., Tomatis, A., Radusch, I., & Fischer, F. W. (2011) · 18th ITS World CongressTransCoreITS AmericaERTICO - ITS EuropeITS Asia-Pacific · Cited by 45
Opportunistically assisted parking service discovery: Now it helps, now it does not
Kokolaki, E., Karaliopoulos, M., & Stavrakakis, I. (2011) · Pervasive and Mobile Computing · doi:10.1016/j.pmcj.2011.06.003 · Cited by 44
Travel time prediction for dynamic routing using Ant Based Control
Tatomir, B., Rothkrantz, L. J. M., & Suson, A. C. (2009) · Winter Simulation Conference · doi:10.1109/wsc.2009.5429648 · Cited by 39
Balancing broadcast reliability and transmission range in VANETs
Lu, H., & Poellabauer, C. (2010) · IEEE Vehicular Networking Conference (VNC) · doi:10.1109/vnc.2010.5698263 · Cited by 38
Properties of the MAC layer in safety vehicular Ad Hoc networks
Stanica, R., Chaput, E., & Beylot, A. (2012) · IEEE Communications Magazine · doi:10.1109/mcom.2012.6194402 · Cited by 37
Time-dependent Hyperstar algorithm for robust vehicle navigation
Bell, M. G. H., Trozzi, V., Hosseinloo, S. H., Gentile, G., & Fonzone, A. (2012) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2012.02.002 · Cited by 28
Formal Analysis of a VANET Congestion Control Protocol through Probabilistic Verification
Konur, S., & Fisher, M. (2011) · IEEE Vehicular Technology Conference · doi:10.1109/vetecs.2011.5956327 · Cited by 26
Misbehavior detection in vehicular ad-hoc networks
Heijden, V. D. R., Dietzel, S., & Kargl, F. (2013) · Cited by 24
A cooperative and fully-distributed congestion control approach within VANETs
Bouassida, M. S., & Shawky, M. (2009) · doi:10.1109/itst.2009.5399299 · Cited by 23
Evenepoel, S., Ooteghem, J. V., Verbrugge, S., Colle, D., & Pickavet, M. (2014) · Transactions on Emerging Telecommunications Technologies · doi:10.1002/ett.2776 · Cited by 20
Modeling and simulating ITS applications with iTETRIS
Härri, J., Cataldi, P., Krajzewicz, D., Blokpoel, R. J., Lopez, Y., Leguay, J., Bonnet, C., & Bieker, L. (2011) · ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks · doi:10.1145/2069087.2069093 · Cited by 15
Real-time road traffic fusion and prediction with GPS and fixed-sensor data
Shen, W., & Wynter, L. (2012) · Singapore Management University Institutional Knowledge (InK) (Singapore Management University) · Cited by 10
SAFESPOT applications for infrastructure based co-operative road-safety
Bonnefoil, F., Bellotti, F., Schendzielorz, T., & Visintainer, F. (2007) · PROCEEDINGS OF THE 14TH WORLD CONGRESS ON INTELLIGENT TRANSPORT SYSTEMS (ITS), HELD BEIJING, OCTOBER 2007 · Cited by 8
Cited by
Smart Cities: A Survey on Data Management, Security, and Enabling Technologies
Gharaibeh, A., Salahuddin, M. A., Hussini, S. J., Khreishah, A., Khalil, I., Guizani, M., & Al-Fuqaha, A. (2017) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2017.2736886 · Cited by 628
Smart cities survey: Technologies, application domains and challenges for the cities of the future
Sánchez-Corcuera, R., Nuñez-Marcos, A., Sesma-Solance, J., Bilbao-Jayo, A., Mulero, R., Zulaika, U., Azkune, G., & Almeida, A. (2019) · International Journal of Distributed Sensor Networks · doi:10.1177/1550147719853984 · Cited by 331
Realizing an Internet of Secure Things: A Survey on Issues and Enabling Technologies
Hamad, S. A., Sheng, Q. Z., Zhang, W. E., & Nepal, S. (2020) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2020.2976075 · Cited by 100
Djahel, S., Jabeur, N., Barrett, R., & Murphy, J. (2015) · 2015 International Symposium on Networks, Computers and Communications (ISNCC) · doi:10.1109/isncc.2015.7238584 · Cited by 79
Self-citation
Metadata
- Authors
- Djahel, S., Doolan, R., Muntean, G.-M., & Murphy, J.
- Venue
- IEEE Communications Surveys & Tutorials
- Published
- 2015
- Volume
- 17
- Issue
- 1
- Pages
- 125-151
- ISSN
- 1553-877X (ISSN-L)
- 2373-745X
- OpenAlex
- W2061052237
- Cited by
- 440
- References
- 75
- FWCI
- 32.75
- Type
- journal article
- Language
- en
- Open access
- green
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
