TVAR modeling of EEG to detect audio distraction during simulated driving

Journal of Neural Engineering

Volumn 11, Issue 3, 2014, Pages

  Dahal, Nabaraj ^a   Nandagopal, D ^a   Cocks, Bernadine ^a   Vijayalakshmi, Ramasamy ^b   Dasari, Naga ^a   Gaertner, Paul ^c  

^a UNIVERSITY OF SOUTH AUSTRALIA   (Australia)

^b PSG COLLEGE OF TECHNOLOGY   (India)

^c DEFENCE SCIENCE AND TECHNOLOGY ORGANISATION   (Australia)

Author keywords

Cognition; Distraction in driving; Event related synchronization desynchronization; Modeling EEG

Indexed keywords

BIOMEDICAL ENGINEERING; ENGINEERING TECHNOLOGY; NEUROLOGY;

ALL-POLE MODELING; COGNITION; DESYNCHRONIZATION; DISTRACTION IN DRIVING; DRIVING CONDITIONS; EVENT-RELATED SYNCHRONIZATIONS; SIMULATED DRIVING; TIME-VARYING AUTOREGRESSIVE;

POLES;

ADULT; ALGORITHM; ATTENTION; CAR DRIVING; COGNITION; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; FEMALE; HEARING; HUMAN; MALE; MIDDLE AGED; PERCEPTION; PHYSIOLOGY; PROCEDURES; PSYCHOMOTOR PERFORMANCE; REGRESSION ANALYSIS; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL MODEL; VISION; YOUNG ADULT;

ADULT; ALGORITHMS; ATTENTION; AUDITORY PERCEPTION; AUTOMOBILE DRIVING; COGNITION; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MALE; MIDDLE AGED; MODELS, STATISTICAL; PERCEPTUAL MASKING; PSYCHOMOTOR PERFORMANCE; REGRESSION ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; VISUAL PERCEPTION; YOUNG ADULT;

EID: 84901331159     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/11/3/036012     Document Type: Article

References (55)

1. Peden M, Scurfield R, Sleet D, Mohan D, Hyder A A, Jarawan E and Mathers C 2004 World Report on Road Traffic Injury Prevention (Geneva: World Health Organization)
2. Zador P L and Ciccone M A 1993 Automobile driver fatalities in frontal impacts: air bags compared with manual belts Am. J. Pub. Health 83 661-6 (Pubitemid 23142990)
3. Lal S K and Craig A 2002 Driver fatigue: electroencephalography and psychological assessment Psychophysiol. 39 313-21
4. Eoh H J, Chung M K and Kim S-H 2005 Electroencephalographic study of drowsiness in simulated driving with sleep deprivation Int. J. Ind. Erg. 35 307-20 (Pubitemid 40311625)
5. Papadelis C, Chen Z, Kourtidou-Papadeli C, Bamidis P D, Chouvarda I, Bekiaris E and Manglaveras N 2007 Monitoring sleepiness with on-board electrophysiological recordings for preventing sleep-deprived traffic accidents Clin. Neurophysiol. 118 1906-22 (Pubitemid 47187765)
6. Strayer D L and Johnston W A 2001 Driven to distraction: dual-task studies of simulated driving and conversing on a cellular telephone Psychol. Sci. 12 462-6 (Pubitemid 33653562)
7. Crundall D, Bains M, Chapman P and Underwood G 2005 Regulating conversation during driving: a problem for mobile telephones Trans. Res.: Traffic Psychol. Behav. F 8 197-211 (Pubitemid 40743926)
8. Bayliss J D and Ballard D H 2005 Single trial P3 epoch recognition in a virtual environment Neurocomputing 32 637-42 (Pubitemid 30459778)
9. Lin C-T, Chung I-F, Ko L-W, Chen Y-C, Liang S-F and Duann J-R 2007 EEG-based assessment of driver cognitive responses in a dynamic virtual-reality driving environment IEEE Trans. Biomed. Eng. F 54 1349-54
10. Haufe S T, Matthias S, Gugler M F, Sagebaum M, Curio G and Blankertz B 2011 EEG potentials predict upcoming emergency brakings during simulated driving J. Neural Eng. 8 056001
11. Sonnleitner A, Treder M S, Simon M, Willmann S, Ewald A, Buchner A and Schrauf M 2014 EEG alpha spindles and prolonged brake reaction times during auditory distraction in an on-road driving study Accident Anal. Prevention 62 110-8
12. Haque M M and Washington S 2014 A parametric duration model of the reaction times of drivers distracted by mobile phone conversations Accident Anal. Prevention 62 42-53
13. Pfurtscheller G 1977 Graphical display and statistical evaluation of event-related desynchronization (ERD) Electroencephal. Clin. Neurophysiol. 43 757-60 (Pubitemid 8220184)
14. Pfurtscheller G 1992 Event-related synchronization (ERS): an electrophysiological correlate of cortical areas at rest Electroencephal. Clin. Neurophysiol. 83 62-9
15. Pfurtscheller G and Klimesch W 1992 Functional topography during a visuoverbal judgement task studied with event-related desynchronization mapping J. Clin. Neurophysiol. 9 120-31
16. Pfurtscheller G and Lopes D S 1992 Event-related EEG/MEG synchronization and desynchronization: Basic principles Clin. Neurophysiol. 110 1842-47
17. Gao L, Wang J and Chen L 2013 Event-related desynchronization and synchronization quantification in motor-related EEG by Kolmogorov entropy J. Neural Eng. 10 056003
18. Bai O, Nakamura M, Ikeda A and Shibasaki H 2000 Nonlinear Markov process amplitude EEG model for nonlinear coupling interaction of spontaneous EEG IEEE Trans. Biomed. Eng. 47 1141-6
19. Marple S L 1987 Digital Spectral Analysis: with Applications (Signal Processing Series vol 1) (Englewood Cliffs, NJ: Prentice Hall) p 512
20. Pardey J, Roberts S and Tarassenko L 1996 A review of parametric modelling techniques for EEG analysis Med. Eng. Phys. 18 2-11 (Pubitemid 26019496)
21. Salleh N A Lim K S and Ibrahim F 2009 AR modeling as EEG spectral analysis on prostration Proc. Int. Conf. of Technical Postgraduates (Kuala Lumpur) pp 1-4
22. Faust O, Acharya R U Allen A R and Lin C M 2008 Analysis of EEG signals during epileptic and alcoholic states using AR modeling techniques IRBM 29 44-52
23. Olbrich E and Wennekers T 2007 Dynamics of parameters of neurophysiological models from phenomenological EEG modeling Neurocomputing 70 1848-52 (Pubitemid 46656972)
24. Ting S-M, Salleh S-H, Zainuddin Z Z and Bahar A 2011 Spectral estimation of nonstationary EEG using particle filtering with application to event-related desynchronization (ERD) IEEE Trans. Biomed. Eng. 58 321-31
25. Schlögl A 2000 The Electroencephalogram and the Adaptive Autoregressive Model: Theory and Applications (Aachen: Shaker)
26. Tarvainen M P, Hiltunen J K, Ranta-aho P O and Karjalainen P A 2004 Estimation of nonstationary EEG with Kalman smoother approach: an application to event-related synchronization (ERS) IEEE Trans. Biomed. Eng 51 516-24 (Pubitemid 38233791)
27. Khan M E and Dutt D N 2007 An expectation-maximization algorithm based Kalman smoother approach for event-related desynchronization (ERD) estimation from EEG IEEE Trans. Biomed. Eng. 54 1194-8
28. Kalman R E et al 1960 A new approach to linear filtering and prediction problems J. Basic Eng. 82 35-45
29. Ghahramani Z and Hinton G E 1996 Parameter estimation for linear dynamical systems Technical Report CRG-TR-96-2 Department of Computer Science, University of Toronto
30. Oldfield R C 1971 The assessment and analysis of handedness: the Edinburgh inventory Neuropsychol. 9 97-113
31. Simuride Pro Driving Simulator Software 2010 AplusB Software Corporation
32. NuAmps EEG Amplifier (Model 7181) Compumedics Neuroscan USA Ltd.
33. CURRY 7 EEG Acquisition and Analysis Software Compumedics Neuroscan USA Ltd.
34. STIM 2 Stimulus Delivery and Experiment Control Solution Compumedics Neuroscan USA Ltd.
35. MATLAB (2012) version R2012b The Mathworks Inc. Natick, MA, USA
36. Rangayyan R M 2002 Modeling biomedical signal-generating processes and systems Biomedical Signal Analysis: A Case-Study Approach (Hoboken, NJ: Wiley) pp 315-90
37. Mainardi L T, Bianchi A M, Baselli G and Cerutti S 1995 Pole-tracking algorithms for the extraction of time-variant heart rate variability spectral parameters IEEE Trans. Biomed. Eng. 42 250-9
38. Lin C-T, Chen S-A, Chiu T-T, Lin H-Z and Ko L-W 2011 Spatial and temporal EEG dynamics of dual-task driving performance J. NeuroEng. Rehab. 8 11-23
39. Murthy I S N and Prasad G S S D 1992 Analysis of ECG from pole-zero models IEEE Trans. Biomed. Eng. 39 741-51 (Pubitemid 23133304)
40. Scalassara P R et al 2007 Autoregressive decomposition and pole tracking applied to vocal fold nodule signals Pattern Recog. Lett. 28 1360-7 (Pubitemid 46829458)
41. Krause C, Lang H, Laine M, Kuusisto M and Porn B 1996 Event-related EEG desynchronization and synchronization during an auditory memory Electroenceph. Clin. Neurophysiol. 98 319-26 (Pubitemid 26186530)
42. Karrasch M, Krause C M, Laine M, Lang A H and Lehto M 1998 Event-related desynchronization and synchronization during an auditory lexical matching task Electroenceph. clin. Neurophysiol. 107 112-21 (Pubitemid 28396642)
43. IBM SPSS Statistics for Windows, Version 21.0 (Armonk, NY: IBM Corp.)
44. Scherg M, Vajsar J and Picton T W 1989 A source analysis of the late human auditory evoked potentials J. Cogn. Neurosc. 1 336-55 (Pubitemid 20354918)
45. Alho K et al 1998 Processing of novel sounds and frequency changes in the human auditory cortex: magnetoencephalographic recordings Psychophysiol. 35 211-24
46. Boneau C A 1960 The effects of violations of assumptions underlying the t test Psycholog. Bull. 57 49-64
47. Scott S K, Blank C C, Rosen S and Wise R J S 2000 Identification of a pathway for intelligible speech in the left temporal lobe Brain 123 2400-6
48. Mirz F, Ovesen T, Ishizu K, Johannsen P, Madsen S, Gjedde A and Pedersen C B 1999 Stimulus-dependent central processing of auditory stimuli: a PET study Scand. Audiol. 28 161-9 (Pubitemid 29403384)
49. Albertini G, Giaquinto S and Mignano M 2009 Spectral analysis of the human voice: a potentially useful tool in rehabilitation Eur. J. Phys. Rehab. Med. 45 537-45
50. Pfurtscheller G, Neuper C, Schlogl A and Lugger K 1998 Separability of EEG signals recorded during right and left motor imagery using adaptive autoregressive parameters IEEE Trans. Rehab. Eng. 6 316-25 (Pubitemid 28409340)
51. Qin L, Ding L and He B 2004 Motor imagery classification by means of source analysis for brain-computer interface applications J. Neural Eng. 1 135-41 (Pubitemid 41094820)
52. Lehtelä L, Salmelin R and Hari R 1997 Evidence for reactive magnetic 10-Hz rhythm in the human auditory cortex Neurosci. lett. 222 111-14 (Pubitemid 27077322)
53. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis J. Neurosci. Methods 134 9-21
54. Oostenveld R and Oostendorp T F 2002 Validating the boundary element method for forward and inverse EEG computations in the presence of a hole in the skull Hum. Brain Mapp. 17 179-92 (Pubitemid 35253491)
55. Dahal N, Nandagopal N, Nafalski A and Nedic Z 2011 Modeling of cognition using EEG: a review and a new approach TENCON'11: IEEE Region 10 Conf. (Bali) pp 1045-9