{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T16:53:44Z","timestamp":1781110424550,"version":"3.54.1"},"reference-count":34,"publisher":"IGI Global Scientific Publishing","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,1,1]]},"abstract":"<p>The traffic controlling systems at present are microcontroller-based, which is semi-automatic in nature where time is the only parameter that is considered. With the introduction of IoT in traffic signaling systems, research is being done considering density as a parameter for automating the traffic signaling system and regulate traffic dynamically. Security is a concern when sensitive data of great volume is being transmitted wirelessly. Security protocols that have been implemented for IoT networks can protect the system against attacks and are purely based on standard cryptosystem. They cannot handle heterogeneous data type. To prevent the issues on security protocols, the authors have implemented SVM machine learning algorithm for analyzing the traffic data pattern and detect anomalies. The SVM implementation has been done for the UK traffic data set between 2011-2016 for three cities. The implementation been carried out in Raspberry Pi3 processor functioning as an edge router and SVM machine learning algorithm using Python Scikit Libraries.<\/p>","DOI":"10.4018\/ijiit.2019010102","type":"journal-article","created":{"date-parts":[[2019,1,17]],"date-time":"2019-01-17T07:50:51Z","timestamp":1547711451000},"page":"22-50","source":"Crossref","is-referenced-by-count":7,"title":["SVM-Based Traffic Data Classification for Secured IoT-Based Road Signaling System"],"prefix":"10.4018","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5145-510X","authenticated-orcid":true,"given":"Suresh","family":"Sankaranarayanan","sequence":"first","affiliation":[{"name":"SRM Institute of Science and Technology, Chennai, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Srijanee","family":"Mookherji","sequence":"additional","affiliation":[{"name":"SRM Institute of Science and Technology, Chennai, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJIIT.2019010102-0","doi-asserted-by":"publisher","DOI":"10.13052\/jcsm2245-1439.414"},{"key":"IJIIT.2019010102-1","author":"M.Abomhara","year":"2014","journal-title":"Security and privacy in the Internet of Things: Current status and open issues. In Proceedings of Privacy and Security in Mobile Systems"},{"key":"IJIIT.2019010102-2","unstructured":"Aher, C. (2015). Adaptive Traffic Control and Traffic Density Monitoring System using an image processing. International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering, 4(11)."},{"key":"IJIIT.2019010102-3","doi-asserted-by":"publisher","DOI":"10.1109\/ICCIC.2012.6510197"},{"issue":"1","key":"IJIIT.2019010102-4","first-page":"1","article-title":"Internet of things: Features, challenges, and vulnerabilities.","volume":"4","author":"E.Alsaadi","year":"2015","journal-title":"International Journal of Advanced Computer Science and Information Technology"},{"key":"IJIIT.2019010102-5","doi-asserted-by":"publisher","DOI":"10.5120\/ijca2016910557"},{"issue":"19","key":"IJIIT.2019010102-6","first-page":"8264","article-title":"IoT based Traffic Signaling System","volume":"12","author":"P. VAshok","year":"2017","journal-title":"International Journal of Applied Engineering and Research"},{"key":"IJIIT.2019010102-7","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2494502"},{"key":"IJIIT.2019010102-8","doi-asserted-by":"publisher","DOI":"10.1109\/PST.2016.7906930"},{"issue":"2","key":"IJIIT.2019010102-9","first-page":"102","article-title":"IoT-RFID testbed for supporting traffic light control.","volume":"5","author":"NChoosri","year":"2015","journal-title":"International Journal of Information and Electronics Engineering"},{"key":"IJIIT.2019010102-10","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2388550"},{"key":"IJIIT.2019010102-11","author":"HHammer","year":"2015","journal-title":"Automatic security classification by machine learning for cross-domain information exchange. In Proceedings of IEEE Military Communications Conference"},{"key":"IJIIT.2019010102-12","doi-asserted-by":"publisher","DOI":"10.1109\/IDAACS.2011.6072866"},{"key":"IJIIT.2019010102-13","doi-asserted-by":"publisher","DOI":"10.4018\/IJIIT.2015100101"},{"key":"IJIIT.2019010102-14","doi-asserted-by":"publisher","DOI":"10.1109\/QRS-C.2016.58"},{"key":"IJIIT.2019010102-15","author":"RMahmoud","year":"2015","journal-title":"Internet of things (IoT) security: Current status, challenges and prospective measures. In Proceedings of Internet Technology and Secured Transactions"},{"key":"IJIIT.2019010102-16","doi-asserted-by":"publisher","DOI":"10.1109\/ICET.2014.7021016"},{"issue":"1","key":"IJIIT.2019010102-17","first-page":"12","article-title":"A framework for automating security analysis of the internet of things.","volume":"83","author":"GMengmeng","year":"2017","journal-title":"Journal of Network and Computer Applications"},{"key":"IJIIT.2019010102-18","doi-asserted-by":"publisher","DOI":"10.17762\/ijritcc2321-8169.150309"},{"key":"IJIIT.2019010102-19","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2015.05.099"},{"key":"IJIIT.2019010102-20","first-page":"2825","article-title":"Scikit-learn: Machine Learning in Python","volume":"12","author":"Pedregosa","year":"2011","journal-title":"Journal of Machine Learning Research"},{"key":"IJIIT.2019010102-21","doi-asserted-by":"publisher","DOI":"10.1109\/NaBIC.2013.6617852"},{"key":"IJIIT.2019010102-22","doi-asserted-by":"publisher","DOI":"10.1109\/SysSec.2011.16"},{"key":"IJIIT.2019010102-23","doi-asserted-by":"crossref","unstructured":"Sakran, A., & Hasan, O. (2015). Intelligent traffic information system based on integration of Internet of Things and Agent technology. International Journal of Advanced Computer Science and Applications, 6(2), 37-43.","DOI":"10.14569\/IJACSA.2015.060206"},{"issue":"1","key":"IJIIT.2019010102-24","first-page":"101","article-title":"Network intrusion detection system using fuzzy logic.","volume":"2","author":"R.Shanmugavadivu","year":"2011","journal-title":"Indian Journal of Computer Science and Engineering"},{"key":"IJIIT.2019010102-25","doi-asserted-by":"publisher","DOI":"10.1109\/CSNT.2014.221"},{"issue":"9","key":"IJIIT.2019010102-26","first-page":"1","article-title":"Automated Traffic Control Network Using Secure Wireless","volume":"3","author":"SSinha","year":"2013","journal-title":"International Journal of Scientific and Research Publications"},{"key":"IJIIT.2019010102-27","article-title":"Traffic Data Classification for Security in IoT Based Road Signalling System.","author":"M.Srijanee","year":"2018","journal-title":"Proceedings of 1st International Conference on Soft Computing and Data analytics"},{"key":"IJIIT.2019010102-28"},{"key":"IJIIT.2019010102-29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCECT.2012.28"},{"key":"IJIIT.2019010102-30","doi-asserted-by":"publisher","DOI":"10.1016\/j.clsr.2009.11.008"},{"key":"IJIIT.2019010102-31","unstructured":"Xiao, L. (2018). IoT Security Techniques Based on Machine Learning. arXiv preprint arXiv:1801.06275"},{"key":"IJIIT.2019010102-32","author":"AYazidi","year":"2016","journal-title":"On the feasibility of machine learning as a tool for automatic security classification: A position paper. In Proceedings of Computing, Networking and Communications"},{"key":"IJIIT.2019010102-33","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2016.2613997"}],"container-title":["International Journal of Intelligent Information Technologies"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=221352","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,16]],"date-time":"2023-01-16T16:23:57Z","timestamp":1673886237000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJIIT.2019010102"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2019,1,1]]},"references-count":34,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2019,1]]}},"URL":"https:\/\/doi.org\/10.4018\/ijiit.2019010102","relation":{},"ISSN":["1548-3657","1548-3665"],"issn-type":[{"value":"1548-3657","type":"print"},{"value":"1548-3665","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,1,1]]}}}