A method for driving event detection using SAX with resource usage exploration on smartphone platform

Eurasip Journal on Wireless Communications and Networking

Volumn 2014, Issue 1, 2014, Pages

  Chaovalit, Pimwadee ^a   Saiprasert, Chalermpol ^a   Pholprasit, Thunyasit ^a  

^a NATIONAL ELECTRONICS AND COMPUTER TECHNOLOGY CENTER   (Thailand)

Author keywords

Driving behavior; Driving event detection; SAX; Smartphone

Indexed keywords

ACCIDENTS; APPROXIMATION ALGORITHMS; AUTOMOBILE DRIVERS; ECONOMIC AND SOCIAL EFFECTS; FLEET OPERATIONS; HIGHWAY TRAFFIC CONTROL; ROADS AND STREETS; SMARTPHONES;

AGGRESSIVE DRIVING; AGGRESSIVE DRIVING BEHAVIORS; DETECTION ALGORITHM; DRIVING BEHAVIOR; DRIVING EVENTS; LINEAR RELATIONSHIPS; ROAD TRAFFIC ACCIDENTS; SYMBOLIC AGGREGATE APPROXIMATION (SAX);

ADVANCED DRIVER ASSISTANCE SYSTEMS;

EID: 84928533824     PISSN: 16871472     EISSN: 16871499     Source Type: Journal    
DOI: 10.1186/1687-1499-2014-135     Document Type: Article

References (15)

1. Hickman JS, Geller ES: Self-management to increase safe driving among short-haul truck drivers.J. Organ. Behav. Manag 2005,23(4):1–20.
2. Toledo T, Lotan T: In-vehicle data recorder for evaluation of driving behavior and safety.Transport Res. Rec. J. Transport. Res. Board 2006,1953(1):112–119. 10.3141/1953-13
3. Pérez A, Garcia MI, Nieto M, Pedraza JL, Rodríguez S, Zamorano J: Argos: an advanced in-vehicle data recorder on a massively sensorized vehicle for car driver behavior experimentation.IEEE Trans. Intell. Transport. Syst 2010,11(2):463–473.
4. Lytx: Delivering insights.Driving results. Accessed 04 Aug 2014 http://www.lytx.com/
5. Thong STS, Han CT, Rahman TA: Intelligent fleet management system with concurrent GPS & GSM real-time positioning technology. In Telecommunications, 2007. ITST’07. 7th International Conference on ITS. IEEE, Sophia Antipolis; 2007:1–6.
6. Bekiaris D, Amditis A: Advanced driver monitoring: the awake project. In E-safety Congress and Exhibition. Transportation Research Board (TRB), Lyon; 2002.
7. Amin S, Andrews S, Apte S, Arnold J, Ban J, Benko M, Bayen RM, Chiou B, Claudel C, Claudel C, Dodson T, Elhamshary O, Flens-batina C, Gruteser M, Herrera J-C, Herring R, Hoh B, Jacobson Q, Iwuchukwu T, Lew J, Litrico X, Luddington L, Margulici Jd, Mortazavi A, Pan X, Rabbani T, Racine T, Sherlock-thomas E, Sutter D, Tinka A: Mobile century using GPS mobile phones as traffic sensors: a field experiment. In Proceedings of the 15th World Congress Intelligent Transport Systems: November 2008; New York. Edited by: Citeseer. World Congress Intelligent Transport Systems, New York; 2008.
8. Chan C-Y: On the detection of vehicular crashes-system characteristics and architecture.IEEE Trans. Veh. Tech 2002,51(1):180–193. 10.1109/25.992078
9. Needham P: Collision prevention: the role of an accident data recorder (adr). In Advanced Driver Assistance Systems, 2001. ADAS. International Conference on (IEE Conf. Publ. No. 483). IET, Birmingham; 2001:48–51.
10. Gozick B, Dantu R, Bhukhiya M, Gonzalez MC, MsFazeen: Safe driving using mobile phones.IEEE Trans. Intell. Transport. Syst 2012,13(3):1462–1468.
11. Johnson DA, Trivedi MM: Driving style recognition using a smartphone as a sensor platform. In Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference On. IEEE, Washington DC; 2011:1609–1615.
12. Mohan P, Padmanabhan VN, Ramjee R: Nericell: Rich monitoring of road and traffic conditions using mobile smartphones. In Proceedings of the 6th ACM Conference on Embedded Network Sensor Systems. ACM, Raleigh; 2008:323–336.
13. Saiprasert C, Pholprasit T, Pattara-atikom W: Detecting driving events using smartphone. In 20th ITS World Congress. World Congress Intelligent Transport Systems, Tokyo; 2013.
14. Lin J, Keogh E, Lonardi S, Chiu B: A symbolic representation of time series, with implications for streaming algorithms. In Proceedings of the 8th ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery. ACM, New York; 2003:2–11.
15. Symbolic Aggregate Approximation. Accessed 04 Aug 2014 http://www.cs.gmu.edu/~jessica/sax.htm