{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,6]],"date-time":"2025-11-06T12:15:58Z","timestamp":1762431358433,"version":"build-2065373602"},"reference-count":27,"publisher":"MDPI AG","issue":"8","license":[{"start":{"date-parts":[[2017,8,9]],"date-time":"2017-08-09T00:00:00Z","timestamp":1502236800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Symmetry"],"abstract":"<jats:p>A smart connected car in conjunction with the Internet of Things (IoT) is an emerging topic. The fundamental concept of the smart connected car is connectivity, and such connectivity can be provided by three aspects, such as Vehicle-to-Vehicle (V2V), Vehicle-to-Infrastructure (V2I), and Vehicle-to-Everything (V2X). To meet the aspects of V2V and V2I connectivity, we developed modules in accordance with international standards with respect to On-Board Diagnostics II (OBDII) and 4G Long Term Evolution (4G-LTE) to obtain and transmit vehicle information. We also developed software to visually check information provided by our modules. Information related to a user\u2019s driving, which is transmitted to a cloud-based Distributed File System (DFS), was then analyzed for the purpose of big data analysis to provide information on driving habits to users. Yet, since this work is an ongoing research project, we focus on proposing an idea of system architecture and design in terms of big data analysis. Therefore, our contributions through this work are as follows: (1) Develop modules based on Controller Area Network (CAN) bus, OBDII, and 4G-LTE; (2) Develop software to check vehicle information on a PC; (3) Implement a database related to vehicle diagnostic codes; (4) Propose system architecture and design for big data analysis.<\/jats:p>","DOI":"10.3390\/sym9080152","type":"journal-article","created":{"date-parts":[[2017,8,9]],"date-time":"2017-08-09T10:54:56Z","timestamp":1502276096000},"page":"152","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":19,"title":["A Study on Big Data Thinking of the Internet of Things-Based Smart-Connected Car in Conjunction with Controller Area Network Bus and 4G-Long Term Evolution"],"prefix":"10.3390","volume":"9","author":[{"given":"Donghwoon","family":"Kwon","sequence":"first","affiliation":[{"name":"Department of Computer Science, Texas A&M University-Commerce, Commerce, TX 75428, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Suwoo","family":"Park","sequence":"additional","affiliation":[{"name":"Rovitek Inc., Gyeongsan-si, Gyeongsangbuk-do 38479, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jeong-Tak","family":"Ryu","sequence":"additional","affiliation":[{"name":"School of Electronic and Communication Engineering, Daegu University, Gyeongsan 38453, Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2017,8,9]]},"reference":[{"key":"ref_1","unstructured":"KPMG (2016, November 09). KPMG\u2019s Global Automotive Executive Survey. Available online: https:\/\/assets.kpmg.com\/content\/dam\/kpmg\/xx\/pdf\/2017\/01\/global-automotive-executive-survey-2017.pdf."},{"key":"ref_2","unstructured":"Tesla (2016, November 09). Model S Software Release Notes v7.1. Available online: https:\/\/www.tesla.com\/sites\/default\/files\/pdfs\/release_notes\/tesla_model_s_software_7_1.pdf."},{"key":"ref_3","unstructured":"Baker, E., Crusius, D., Fischer, M., Gerling, W., Gnanaserakan, K., Kerstan, H., Kuhnert, F., Kusber, J., Mohs, J., and Schulte, M. (2016, December 08). Connected Car Report 2016: Opportunities, Risk, and Turmoil on the Road to Autonomous Vehicles. Available online: http:\/\/www.strategyand.pwc.com\/reports\/connected-car-2016-study."},{"key":"ref_4","unstructured":"Mercedes-Benz Technology (2017, February 24). Trend Analysis: Connected Car. Available online: https:\/\/www.mbtech-group.com\/fileadmin\/media\/pdf\/consulting\/downloads\/Trendanalyse_Vernetztes_Fahrzeug_2015_EN.pdf."},{"key":"ref_5","unstructured":"Karen, R., Eldridge, S., and Chapin, L. (2017, March 14). Internet Society. The Internet of Things: An Overview. Available online: https:\/\/pdfs.semanticscholar.org\/6d12\/bda69e8fcbbf1e9a10471b54e57b15cb07f6.pdf."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Hristu-Varsakelis, D., and Levine, W.S. (2005). Vehicle Applications of Controller Area Network. Handbook of Networked and Embedded Control Systems, Birkh\u00e4user Basel. [1st ed.].","DOI":"10.1007\/b137198"},{"key":"ref_7","unstructured":"Currie, R. (2017, March 14). Development in Car Hacking. Available online: https:\/\/www.sans.org\/reading-room\/whitepapers\/ICS\/developments-car-hacking-36607."},{"key":"ref_8","unstructured":"Cook, J.A., and Freudenberg, J.S. (2017, March 14). Controller Area Network (CAN). Available online: http:\/\/www.eecs.umich.edu\/courses\/eecs461\/doc\/CAN_notes.pdf."},{"key":"ref_9","unstructured":"Wolf, M., Weimerskirch, A., and Paar, C. (2017, March 15). Security in Automotive Bus Systems. Available online: http:\/\/www.weika.eu\/papers\/WolfEtAl_SecureBus.pdf."},{"key":"ref_10","unstructured":"Zhang, W. (2010). Fault Detection and Diagnosis for In-Vehicle Networks, InTech. [1st ed.]."},{"key":"ref_11","unstructured":"Ueda, H., Kurachi, R., Takada, H., and Mizutani, T. (2017, March 16). Security Authentication System for In-Vehicle Network. Available online: http:\/\/global-sei.com\/technology\/tr\/bn81\/pdf\/81-01.pdf."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"110","DOI":"10.2174\/1874129001307010110","article-title":"The Application of Microcontroller MC9S08DZ60 in Automotive CAN Bus Electronic Control Unit","volume":"7","author":"Wang","year":"2013","journal-title":"Open Electr. Electron. Eng. J."},{"key":"ref_13","unstructured":"Harding, J., Power, G., Yoon, R., Fikentscher, J., Doyle, C., Sade, D., Lukuc, M., Simons, J., and Wang, J. (2017, March 16). Vehicle-to-Vehicle Communications: Readiness of V2V Technology for Application, Available online: https:\/\/www.nhtsa.gov\/sites\/nhtsa.dot.gov\/files\/readiness-of-v2v-technology-for-application-812014.pdf."},{"key":"ref_14","first-page":"1","article-title":"Hybrid vehicular communications based on V2V-V2I protocol switching","volume":"2","author":"Vegni","year":"2011","journal-title":"Int. J. Veh. Inf. Commun. Syst."},{"key":"ref_15","unstructured":"Auer, A., Feese, S., and Lockwood, S. (2017, March 17). History of Intelligent Transportation Systems, Available online: https:\/\/ntl.bts.gov\/lib\/59000\/59200\/59263\/download1.pdf."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1109\/MCOM.2013.6515060","article-title":"LTE for Vehicular Networking: A Survey","volume":"2","author":"Araniti","year":"2013","journal-title":"IEEE Commun. Mag."},{"key":"ref_17","first-page":"1","article-title":"Survey of Promising Technologies for 5G Networks","volume":"2016","author":"Le","year":"2016","journal-title":"Mob. Inf. Syst."},{"key":"ref_18","unstructured":"Qualcomm Technologies Inc. (2017, March 17). Leading the World to 5G: Cellular Vehicle-To-Everything (C-V2X) Technologies. Available online: http:\/\/2pe5rtjld2w41m0dy17n5an1.wpengine.netdna-cdn.com\/wp-content\/uploads\/2016\/10\/Qualcomm-Cellular-V2X-AESIN-Oct-2016.pdf."},{"key":"ref_19","first-page":"607","article-title":"Addressing Big Data Solution enabled Connected Vehicle Services using Hadoop","volume":"19","author":"Nkenyereye","year":"2015","journal-title":"J. Korea Inst. Inf. Commun. Eng."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"5395","DOI":"10.3390\/s100605395","article-title":"Data Acquisition, Analysis and Transmission Platform for a Pay-As-You-Drive System","volume":"10","author":"Boquete","year":"2010","journal-title":"Sensors"},{"key":"ref_21","unstructured":"(2017, August 08). The R Foundation. Available online: https:\/\/www.r-project.org\/."},{"key":"ref_22","unstructured":"(2017, August 08). The MathWorks Inc.. Available online: https:\/\/www.mathworks.com\/products\/matlab.html."},{"key":"ref_23","unstructured":"(2017, August 08). Python Software Foundation. Available online: https:\/\/www.python.org\/."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Ghemawat, S., Gobioff, H., and Leung, S. (2003, January 11\u201322). The Google file system. Proceedings of the 19th ACM Symposium on Operating Systems Principles, Bolton Langding, NY, USA.","DOI":"10.1145\/945445.945450"},{"key":"ref_25","unstructured":"Borthakur, D. (2017, March 17). HDFS Architecture Guide. Available online: https:\/\/hadoop.apache.org\/docs\/r1.2.1\/hdfs_design.html."},{"key":"ref_26","unstructured":"(2017, March 17). AWS Storage Services Overview. Available online: https:\/\/d0.awsstatic.com\/whitepapers\/AWS%20Storage%20Services%20Whitepaper-v9.pdf."},{"key":"ref_27","unstructured":"Chappell, D. (2017, March 17). Introducing the Windows Azure Platform. Available online: http:\/\/www.davidchappell.com\/writing\/white_papers\/Introducing_the_Windows_Azure_Platform,_v1.4--Chappell.pdf."}],"container-title":["Symmetry"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2073-8994\/9\/8\/152\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T18:41:56Z","timestamp":1760208116000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2073-8994\/9\/8\/152"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,8,9]]},"references-count":27,"journal-issue":{"issue":"8","published-online":{"date-parts":[[2017,8]]}},"alternative-id":["sym9080152"],"URL":"https:\/\/doi.org\/10.3390\/sym9080152","relation":{},"ISSN":["2073-8994"],"issn-type":[{"type":"electronic","value":"2073-8994"}],"subject":[],"published":{"date-parts":[[2017,8,9]]}}}