A Novel IoT Based Intelligent Traffic Information System Using Integration and Agent Technology

C. Manikanta, G. Raghavendra, M. Arun Ku .

Abstract


In recent years popularity of private cars is getting urban traffic more and more crowded. As result traffic is becoming one of important problems in big cities in all over the world. Some of the traffic concerns are congestions and accidents which have caused a huge waste of time, property damage and environmental pollution. This research paper presents a novel intelligent traffic administration system, based on Internet of Things, which is featured by low cost, high scalability, high compatibility, easy to upgrade, to replace traditional traffic management system and the proposed system can improve road traffic tremendously. The Internet of Things is based on the Internet, network wireless sensing and detection technologies to realize the intelligent recognition on the tagged traffic object, tracking, monitoring, managing and processed automatically. The paper proposes an architecture that integrates internet of things with agent technology into a single platform where the agent technology handles effective communication and interfaces among a large number of heterogeneous highly distributed, and decentralized devices within the IoT.), wireless sensor technologies, object ad-hoc networking, and Internet-based information systems in which tagged traffic objects can be automatically represented, tracked, and queried over a network. This research presents an overview of a framework distributed traffic simulation model within NetLogo, an agent- based environment, for IoT traffic monitoring system using mobile agent technology.

Full Text:

PDF

References


Laisheng Xiao, ―Internet of Things: a New Application for Intelligent Traffic Monitoring System‖, Journal of Networks, 2011, vol. 6, No. 6.

J. R.Molina, J. F. Martínez, P. Castillejo and L. López, ―Combining Wireless Sensor Networks and Semantic Middleware for an Internet of Things-Based Sportsman/Woman Monitoring Application‖, Sensors, 2013, vol. 13, pp. 1787-1835.

European Lighthouse Integrated Project - 7th Framework, Internet of Things - Architecture. http://www.iot-a.eu/ , 2012.

K. Kotis, & A. Katasonov, ―Semantic Interoperability on the Web of Things: The Smart Gateway Framework‖, In Proceedings of the Sixth International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2012), Palermo, 2012.

A. J. Jara, S. Varakliotis, A. F. Skarmeta and P. Kirstein, ―Extending the Internet of Things to the Future Internet through IPv6 support‖, Mobile Information Systems, IOS Press, 2013.

Laura Jarvenpaa, et al, ―Mobile Agents for the Internet of Things‖, 17th International Conference on System Theory, Control and Computing (ICSTCC), 2013.

Leppänen, Teemu, Liu, Meirong, et al., ―Mobile Agents for Integration of Internet of Things and Wireless Sensor Networks‖, 2013 IEEE International Conference on Systems, Man, and Cybernetics.

L. Atzori, A. Iera and G. Morabito, ―The internet of things: A survey”, Comput. Netw, 2010, vol. 54, no. 15, pp. 2787–2805.

K. Ashton, ―That Internet of Things thing‖, RFiD Journal, 2009.

http://newsroom.cisco.com/release/1308288, 2014.

D. Bandyopadhyay and J. Sen, ―The internet of things - applications and challenges in technology and Standardization", Springer International Journal of Wireless Personal Communications, 2011, vol. 58, no. 1, pp. 49-69.

P. Guillemin and P. Friess, ―Internet of things strategic research roadmap‖, The Cluster of European Research Projects, Tech. Rep., September 2009, http://www.internet-of-things-research.eu/pdf/IoT Cluster Strategic Research Agenda 2009.pdf [Accessed on: 2011-08-15].

D. Singh, G. Tripathi and A. J. Jara, ―A survey of Internet-of-Things: Future Vision, Architecture, Challenges and Services‖, IEEE World of Forum on Internet of Things.

B. Xu, ―Key IOT Technology and Application Research‖, Applied Mechanics and Materials, 2014, vol. 543-547, pp. 3411-3414.

M. Pang and X. Zhao, ―Traffic Flow Prediction of Chaos Time Series by Using Subtractive Clustering for Fuzzy Neural Network Modelling,” Proceedings 2nd International Symposium Information Technology Application, Washington – DC, 2008, pp. 23-27.

S.Bhadra, A. Kundu and S. K. Guha, ―An Agent based Efficient Traffic Framework using Fuzzy‖, Fourth International Conference on Advanced Computing & Communication Technologies, 2014.

V.Katiyar, P. Kumar and N. Chand, ―An Intelligent Transportation System Architecture using Wireless Sensor Network‖, International Journal Computer Applications, 2011,vol. 14, pp. 22-26.

P. Spiess, S. Karnouskos, D. Guinard, D. Savio, O. Baecker, L. Souza, et al., ―SOA-based integration of the internet of things in enterprise services‖, In: Proceedings of IEEE ICWS 2009, Los Angeles, pp. 1–8.

Libelium Communications Distribuend as S.L., ―50 sensor applications for a smarter world‖, 2014, available at http://www.libelium.com/top 50 iot sensor applications ranking/.

D. Miorandi, S. Sicari, F. De Pellegrini and I. Chlamtac, ―Internet of things: Vision, applications and research challenges,‖ Ad Hoc Networks, 2012, vol. 10, no. 7, pp. 1497–1516.

M. C. Domingo, ―An overview of the internet of things for people with disabilities,‖ Journal of Network and Computer Applications, 2012, vol. 35, no. 2, pp. 584–596.

T.S. Lo´pez, D.C. Ranasinghe and M. H. Duncan McFarlane, "Adding sense to the Internet of Things An architecture framework for Smart Object systems‖, Personal Ubiquitous Computing, 2012, vol. 16, pp. 291–308.

P. Pyykonen, J. Laitinen, J. Viitanen, P. Eloranta and Korhonen, ―IoT for Intelligent Traffic System, IoT for intelligent traffic system‖, International Conference on Intelligent Computer Communication and Processing (ICCP), 2013 IEEE.

C.Yulian, L. Wenfeng and J. Zhang, ―Real-Time Traffic Information Collecting and, Monitoring System Based on the Internet of Things‖, 6th International Conference on Pervasive Computing and Applications (ICPCA), 2011 IEEE.

X. Yu, F. Sun and X. Cheng, ―Intelligent Urban Traffic Management System Based on Cloud Computing and Internet of Things‖, International Conference on Computer Science & Service System, 2012 IEEE, pp. 2169 – 2172.

Y. Yin and J. Dalin, ―Research and Application on Intelligent Parking Solution Based on Internet of Things‖, 5th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2013, pp. 101 – 105.

C. Goumopoulos and A. Kameas, "Smart Objects as Components of UbiComp Applications", International Journal of Multimedia and Ubiquitous Engineering, vol. 4, no. 3.

F. Kawsar, "A Document based Framework for User Centric Smart Object Systems", Ph.D. Dissertation, Waseda University, Tokyo.

F. Kawsar and T. Nakajima, "A Document Centric Framework for Building Distributed Smart Object Systems", in 2009 IEEE International Symposium on ObjectiComponentiService-Oriented Real-Time Distributed Computing, Tokyo, 17-20 March 2009, pp. 71-79.

G. Nakamiti, V.E. Silva and J.H. Ventura, ―An Agent-Based Simulation System for Traffic Control in the Brazilian Intelligent Cities Project Context‖, Proc. 2012 Agent Direct Simulation Conference, Orlando FL.

B.Chen, H.H. Cheng, and J. Palen, ―Integrating mobile agent technology with multi agent systems for distributed traffic detection and management systems‖, Transport Research, 2009, vol.17, no. 1, pp. 1- 10.

T. Karthikeyan and S.Sujatha, ―Optimization of Traffic System using TCL Algorithm through FMSA and IMAC Agents‖, International Journal of Advanced Research in Computer Engineering & Technology (IJARCET), 2012, vol. 1, no 6.

G.Fortino, A. Guerrieri, W. Russo and Cl. Savaglio, ―Integration of Agent-based and Cloud Computing for the Smart Objects-oriented IoT‖, Proceedings of the 18th International Conference on Computer Supported Cooperative Work in Design, 2014 IEEE.

W. W. Godfrey, S. S. Jha and B. N.Shivashankar, ―On A Mobile Agent Framework for an Internet of Things‖, 2013 International Conference on Communication Systems and Network Technologies.

A. Katasonov, O. Kaykova, et al.,‖Smart Semantic Middleware for the Internet of Things,‖ In: Proceedings of the 5th International Conference on Informatics in Control, Automation and Robotics, Intelligent Control Systems and Optimization, 2008, pp. 169-178.

T.Leppanen, L.Meirong , et al., ―Mobile Agents for Integration of Internet of Things and Wireless Sensor Networks‖, 2013 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 14 – 21.

Evizal,T. Abd Rahman, S. K. Abdul Rahim, ―RFID Vehicle Plate Number (e-Plate) for Tracking and Management System‖, 2013 EEE International Conference on Parallel and Distributed Systems, pp: 611 – 616.

M. Chen, S. González, Q. Zhang and V. C.M. Leung, ―Code-Centric RFID System Based on Software Agent Intelligence‖, IEEE Intelligent Systems, 2010.

M. Chen, S. Gonzalez-Valenzuela, Q. Zhang and V. Leung, “Software agent-based intelligence for code-centric RFID Systems,” IEEE Intelligent Systems, 2010, vol. 99.

M. C. Chung, G. M. Lee, N. Crespi and C. C. Tseng, ―RFID Object Tracking with IP Compatibility for the Internet of Things‖, 2012 IEEE International Conference on Green Computing and Communications, Conference on Internet of Things, and Conference on Cyber, Physical and Social Computing.

W. Suh, M. P. Hunter and Richard Fujimoto, ―Ad hoc distributed simulation for transportation system monitoring and near-term prediction‖, Journal of Simulation Modelling Practice and Theory, 2014, vol. 41, pp. 1–14.

U. Wilensky, NetLogo User Manual version 4.1.3, Center for Connected Learning and Computer-Based Modelling, Northwestern University, Evanston, IL. Available at: http://ccl.northwestern.edu/netlogo/. As accessed on July 2014.

R. J. F. Rossetti, R. H. Bordini and A. L. C. Bazzan, ―Using BDI agents to improve driver modelling in a commuter scenario‖, Transportation Research, Part C, pp. 373–398, 2002.




DOI: https://doi.org/10.23956/ijarcsse.v8i6.743

Refbacks

  • There are currently no refbacks.




© International Journals of Advanced Research in Computer Science and Software Engineering (IJARCSSE)| All Rights Reserved | Powered by Advance Academic Publisher.