Open Access   Article Go Back

Rash Driving Detection Through Data Analytics

Arushi Agrawal1 , Isha Gupta2

Section:Research Paper, Product Type: Journal Paper
Volume-07 , Issue-07 , Page no. 37-43, Mar-2019

Online published on Mar 30, 2019

Copyright © Arushi Agrawal, Isha Gupta . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

View this paper at   Google Scholar | DPI Digital Library

How to Cite this Paper

  • IEEE Citation
  • MLA Citation
  • APA Citation
  • BibTex Citation
  • RIS Citation

IEEE Style Citation: Arushi Agrawal, Isha Gupta, “Rash Driving Detection Through Data Analytics,” International Journal of Computer Sciences and Engineering, Vol.07, Issue.07, pp.37-43, 2019.

MLA Style Citation: Arushi Agrawal, Isha Gupta "Rash Driving Detection Through Data Analytics." International Journal of Computer Sciences and Engineering 07.07 (2019): 37-43.

APA Style Citation: Arushi Agrawal, Isha Gupta, (2019). Rash Driving Detection Through Data Analytics. International Journal of Computer Sciences and Engineering, 07(07), 37-43.

BibTex Style Citation:
@article{Agrawal_2019,
author = {Arushi Agrawal, Isha Gupta},
title = {Rash Driving Detection Through Data Analytics},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {3 2019},
volume = {07},
Issue = {07},
month = {3},
year = {2019},
issn = {2347-2693},
pages = {37-43},
url = {https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=900},
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
UR - https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=900
TI - Rash Driving Detection Through Data Analytics
T2 - International Journal of Computer Sciences and Engineering
AU - Arushi Agrawal, Isha Gupta
PY - 2019
DA - 2019/03/30
PB - IJCSE, Indore, INDIA
SP - 37-43
IS - 07
VL - 07
SN - 2347-2693
ER -

           

Abstract

This paper proposes ananalytical solution for binary classification of driving behaviourinto safe or rash.A methodology is designed and developed which consists of cleaning and scrubbing of raw driving data throughidentification of best set of parameters, iterative cluster-analysis, creation of target variables by benchmarking against theoretical relations and eventually performing supervised regression using support vector machine on the prepared dataset to classify a fresh driving data point into safe or rash driving. A bad and careless driving is depicted as ‘rash driving’ while a good and efficient driving is depicted as ‘safe driving’. The proposed methodology has the potential of applying to real-world driver profiling system.

Key-Words / Index Term

Classification, rash driving analysis, on board diagnostic, driver profiling, hierarchical clustering, principal component analysis, support vector machine

References

[1]. Miyaji, M., Danno, M., Oguri, K.,“Analysis of driver behaviour based on traffic incidents for driver monitor systems”, In Intelligent Vehicles Symposium, IEEE(2008) pp. 930-935.
[2]. Liang, J., Cheng, X., Chen, X.,“The research of car rear-end warning model based on mas and behavior”, In: Power Electronics and Intelligent Transportation System, IEEE (2008), pp. 305-309.
[3]. Chen, S., Pan, J. and Lu, K. (2018),“Driving Behaviour Analysis Based on Vehicle OBD Information and AdaBoost Algorithms”, [online] Iaeng.org.
[4]. "E/E Diagnostic Test Modes". Vehicle E E System Diagnostic Standards Committee. J1979. SAE International. 2017-02-16. doi:10.4271/J1979_201702.
[5]. "Digital Annex of E/E Diagnostic Test Modes". Vehicle E E System Diagnostic Standards Committee. J1979-DA. SAE International. 2017-02-16. doi: 10.4271/J1979DA_201702.
[6]. Enrique, et al. “PCA - Principal Component Analysis Essentials.” Correlation Matrix : A Quick Start Guide to Analyze, Format and Visualize a Correlation Matrix Using R Software - Easy Guides - Wiki - STHDA, 23 Sept. 2017.
[7]. Barreto, Cephas. “OBD-II Datasets.” RSNA Pneumonia Detection Challenge | Kaggle, 21 Aug. 2018, www.kaggle.com/cephasax/obdii-ds3
[8]. "Hierarchical Clustering", Saedsayad.com, 2018. [Online]. Available:https://www.saedsayad.com/clustering_hierarchical.htm
[9]. Khedkar, Sujata et al, "driver evaluation system using mobile phone and OBD-II system", In International Journal of Computer Science and Information Technologies (IJCSIT) 2018, Vol. 6 (3), 2015, 2738-2745
[10]. Cortes, C., &Vapnik, V. (1995). Support-vector networks. Machine learning, Vol. 20(3), 273-297.
[11]. Prabhu, M., Deorukhakar, D., Amberkar, S., & Ambre, K. (2016), “A Review on Rash Driving Detection and Alert System”, In IOSR Journal of Computer Engineering (IOSR-JCE), Conf. 16051, e-ISSN: 2278-0661, p-ISSN: 2278-8727 pp. 47-49
[12]. Dixit, S., Thomas, P., & Agarwal, C. (2016).“A Cloud-based Driver Monitoring for Inefficient Driving Behavior using OBD2 Telematics”. In International Journal of Computer Applications (0975 – 8887) Vol. 153, Issue. 9, November 2016
[13]. Lakhe, A., Patel, C., Raut, H., &Shinde, S. (2017),“Smart Phone based Rash Driving Detection”. In International Journal of Innovations & Advancement in Computer Science (IJIACS) ISSN 2347 – 8616, Vol. 6, Issue. 11, November 2017
[14]. Patel, L., Gaurav, K., & V, D. (2018), “Detection of rash driving on highways”,In International Journal of Engineering Development and Research (IJEDR), Vol. 6, Issue. 3, ISSN: 2321-9939
[15]. Juneja, P. (2019),Reinforcement Theory of Motivation, Retrieved from https://www.managementstudyguide.com/reinforcement-theory-motivation.htm
[16]. Zhao, Y., Karypis, G., & Fayyad, U. (2005). Hierarchical clustering algorithms for document datasets. Data mining and knowledge discovery, 10(2), 141-168.
[17]. Iwavesystems.com. (2019). OBD II Connected Car Device | iWave Systems. [online] Available at: https://www.iwavesystems.com/obd-ii-connected-car-device.html
[18]. Hareendran (2017). Hands-on review: When hacking an OBD-II adapter, choose carefully. [online] Electronic Products. Available at: https://www.electronicproducts.com/Interconnections/Wire_and_Cable/Hands_on_review_When_hacking_an_OBD_II_adapter_choose_carefully.aspx [Accessed 24 Jan. 2019].