1,092
Views
56
CrossRef citations to date
0
Altmetric
Articles

Near-infrared spectroscopy as a tool for driving research

, , , &
Pages 368-379 | Received 09 Feb 2015, Accepted 23 Jun 2015, Published online: 11 Sep 2015

References

  • Andrews, E. C., and S. J. Westerman. 2012. “Age Differences in Simulated Driving Performance: Compensatory Processes.” Accident Analysis and Prevention 45: 660–668. doi:10.1016/j.aap.2011.09.047.
  • Attwell, D., and C. Iadecola. 2002. “The Neural Basis of Functional Brain Imaging Signals.” Trends in Neurosciences 25: 621–625. doi:10.1016/S0166-2236(02)02264-6.
  • Ayaz, H., M. Issetoglu, P. A. Shewokis, and B. Onaral. 2010. “Sliding-window Motion Artifact Rejection for Functional Near-infrared Spectroscopy.” Proceedings of the 2010 Annual International Conference of the IEEE on Engineering in Medicine and Biology (EMBC), IEEE, 6567–6570. Buenos Aires. doi:10.1109/IEMBS.2010.5627113.
  • Ayaz, H., P. A. Shewokis, S. Bunce, K. Izzetoglu, B. Willems, and B. Onaral. 2012. “Optical Brain Monitoring for Operator Training and Mental Workload Assessment.” NeuroImage 59: 36–47. doi:10.1016/j.neuroimage.2011.06.023.
  • Baird, A. A., J. Kagan, T. Gaudette, K. A. Walz, N. Hershlag, and D. A. Boas. 2002. “Frontal Lobe Activation during Object Performance: Data from Near-infrared Spectroscopy.” NeuroImage 16: 1120–1126. doi:10.1006/nimg.2002.1170.
  • Bießmann, F., S. Plis, F. D. Meinecke, T. Eichele, and K. Müller. 2011. “Analysis of Multimodal Neuroimaging Data.” IEEE Reviews in Biomedical Engineering 4: 26–58. doi:10.1109/RBME.2011.2170675.
  • Boas, D. A., C. E. Elwell, M. Ferrari, and G. Taga. 2014. “Twenty Years of Functional Near-infrared Spectroscopy: Introduction for the Special Issue.” NeuroImage 85 (part 1): 1–5. doi:10.1016/j.neuroimage.2013.11.033.
  • Borowsky, A., and T. Oron-Gilad. 2013. “Exploring the Effects of Driving Experience on Hazard Awareness and Risk Perception via Real-time Hazard Identification, Hazard Classification, and Rating Tasks.” Accident Analysis and Prevention 59: 548–565. doi:10.1016/j.aap.2013.07.008.
  • Boyle, L. N., J. Tippin, A. Paul, and M. Rizzo. 2008. “Driver Performance in the Moments Surrounding a Microsleep.” Transportation Research Part F: Traffic Psychology and Behaviour 112: 126–136. doi:10.1016/j.trf.2007.08.001.
  • Bozkurt, A., A. Rosen, H. Rosen, and B. Onaral. 2005. “A Portable Near-infrared Spectroscopy System for Bedside Monitoring of Newborn Brain.” Biomedical Engineering Online 4: 29: 1–11. doi:10.1186/1475-925X-4-29.
  • Brigadoi, S., L. Ceccherini, S. Cutini, F. Scarpa, P. Scatturin, J. Selb, L. Gagnon, D. A. Boas, and R. J. Cooper. 2014. “Motion Artifacts in Functional Near-infrared Spectroscopy: A Comparison of Motion Correlation Techniques Applied to Real Cognitive Data.” NeuroImage 85 (part 1): 181–191. doi:10.1016/j.neuroimage.2013.04.082.
  • Bunce, S. C., K. Izzetoglu, H. Ayaz, P. Shewokis, M. Izzetoglu, K. Pourrezaei, and B. Onaral. 2011. “Implementation of fNIRS for Monitoring Levels of Expertise and Mental Workload.” In Foundations of Augmented Cognition. Directing the Future of Adaptive Systems, edited by D. D. Schmorrow and C. M. Fidopiastis, 13–22. 6780 vols. Berlin: Lecture Notes in Computer Science.
  • Buschman, T. J., and E. K. Miller. 2007. “Top-down Versus Bottom-up Control of Attention in the Prefrontal and Posterior Parietal Cortices.” Science 315: 1860–1862. doi:10.1126/science.1138071.
  • Buxton, R. B. 2012. “Dynamic Models of BOLD Contrast.” NeuroImage 62: 953–961. doi:10.1016/j.neuroimage.2012.01.012.
  • Caird, J. K., C. R. Willnes, P. Steel, and C. Scialfa. 2008. “A Meta-analysis of the Effects of Cell Phones on Driver Performance.” Accident Analysis and Prevention 40: 1282–1293. doi:10.1016/j.aap.2008.01.009.
  • Calhoun, V. D., and G. D. Pearlson. 2012. “A Selective Review of Simulated Driving Studies: Combining Naturalistic and Hybrid Paradigms, Analysis Approaches, and Future Directions.” NeuroImage 591: 25–35. doi:10.1016/j.neuroimage.2011.06.037.
  • Calhoun, V. D., J. J. Pekar, V. B. McGinty, T. Adali, T. D. Watson, and G. D. Pearlson. 2002. “Different Activation Dynamics in Multiple Neural Systems during Simulated Driving.” Human Brain Mapping 163: 158–167. doi:10.1002/hbm.10032.
  • Callan, A. M., R. Osu, Y. Yamagishi, D. E. Callan, and N. Inoue. 2009. “Neural Correlates of Resolving Uncertainty in Driver’s Decision Making.” Human Brain Mapping 309: 2804–2812. doi:10.1002/hbm.20710.
  • Charlton, S. G., and N. J. Starkey. 2015. “Driving While Drinking: Performance Impairments Resulting from Social Drinking.” Accident Analysis and Prevention 74: 210–217. doi:10.1016/j.aap.2014.11.001.
  • Cope, M., D. T. Delpy, E. O. R. Reynolds, S. Wray, J. Wyatt, and P. van der Zee. 1988. “Methods of Quantitating Cerebral near Infrared Spectroscopy Data.” Advances in Experimental Medicine and Biology 215: 183–189. doi:10.1007/978-1-4615-9510-6_21.
  • Cui, X., S. Bray, D. M. Bryant, G. H. Glover, and A. L. Reiss. 2011. “A Quantitative Comparison of NIRS and fMRI Multiple Cognitive Tasks.” NeuroImage 54: 2808–2821. doi:10.1016/j.neuroimage.2010.10.069.
  • Duan, L., W. J. Liu, R. N. Dai, R. Li, C. M. Lu, Y. X. Huang, and C. Z. Zhu. 2013. “Cross-brain Neurofeedback: Scientific Concept and Experimental Platform.” PloS ONE 85: e64590. doi:10.1371/journal.pone.0064590.
  • Ferrari, M., and V. Quaresima. 2012. “A Brief Review on the History of Human Functional Near-infrared spectroscopy (fNIRS) Development and Fields of Application.” NeuroImage 63: 921–935. doi:10.1016/j.neuroimage.2012.03.049.
  • Grandjean, E. 1979. “Fatigue in Industry.” British Journal of Industrial Medicine 36: 175–186. doi:10.1136/oem.36.3.175.
  • Gratton, G., M. R. Goodman-Wood, and M. Fabiani. 2001. “Comparison of Neuronal and Hemodynamic Measures of the Brain Response to Visual Stimulation: An Optical Imaging Study.” Human Brain Mapping 13: 13–25. doi:10.1002/hbm.1021.
  • Grech, R., T. Cassar, J. Muscat, K. Camilleri, S. Fabri, M. Zervakis, and Vanrumste, B. 2008. “Review on Solving the Inverse Problem in EEG Source Analysis.” Journal of NeuroEngineering and Rehabilitation 5: 25. doi:10.1186/1743-0003-5-25.
  • Harada, H., H. Nashihara, K. Morozumi, H. Ota, and E. Hatakeyama. 2007. “A Comparison of Cerebral Activity in the Prefrontal Region between Young Adults and the Elderly While Driving.” Journal of Physiological Anthropology 263: 409–414. doi:10.2114/jpa2.26.409.
  • Hirtz, D. G. 1993. “Report of the National Institute of Neurological Disorders and Stroke Workshop on Near Infrared Spectroscopy.” Pediatrics 91: 414–417.
  • Hoshi, Y. 2003. “Functional Near-infrared Optical Imaging: Utility and Limitations in Human Brain Mapping.” Psychophysiology 40: 511–520. doi:10.1111/1469-8986.00053.
  • Hoshi, Y., N. Kobayashi, and M. Tamura. 2001. “Interpretation of Near-infrared Spectroscopy Signals: A Study with a Newly Developed Perfused Rat Brain Model.” Journal of Applied Physiology 90: 1657–1662.
  • Inoue, H., F. Miwakeichi, S. Shimizu, N. Takahashi, Y. Yoshizawa, N. Hirai, H. Nara, et al. 2014. “Basic Study for New Assistive Technology Based on Brain Activity during Car Driving.” International Journal of Advanced Computer Science and Applications 511: 7–12.
  • Jäncke, L., B. Brunner, and M. Esslen. 2008. “Brain Activation during Fast Driving in a Driving Simulator: The Role of the Lateral Prefrontal Cortex.” NeuroReport 1916: 1127–1130. doi:10.1097/WNR.0b013e3283056521.
  • Jöbsis, F. F. 1977. “Noninvasive Infrared Monitoring of Cerebral and Myocardial Oxygen Sufficiency and Circulatory Parameters.” Science 198: 1264–1267. doi:10.1126/science.929199.
  • Just, M. A., T. A. Keller, and J. Cynkar. 2008. “A Decrease in Brain Activation Associated with Driving When Listening To Someone Speak.” Brain Research 1205: 70–80. doi:10.1016/j.brainres.2007.12.075.
  • Kim, J. Y., C. H. Jeong, M. J. Jung, J. H. Park, and D. H. Jung. 2013. “Highly Reliable Driving Workload Analysis Using Driver Electroencephalogram EEG Activities during Driving.” International Journal of Automotive Technology 146: 965–970. doi:10.1007/s12239-013-0106-z.
  • Koch, S. P., S. Koendgen, R. Bourayou, J. Steinbrink, and H. Obrig. 2008. “Individual Alpha-frequency Correlates with Amplitude of Visual Evoked Potential and Hemodynamic Response.” NeuroImage 41: 233–242. doi:10.1016/j.neuroimage.2008.02.018.
  • Lal, S. K., and A. A. Craig. 2001. “A Critical Review of the Psychophysiology of Driver Fatigue.” Biological Psychology 553: 173–194. doi:10.1016/S0301-05110000085-5.
  • Lal, S. K., A. Craig, P. Boord, L. Kirkup, and H. Nguyen. 2003. “Development of an Algorithm for an EEG-based Driver Fatigue Countermeasure.” Journal of Safety Research 34: 321–328. doi:10.1016/S0022-43750300027-6.
  • Lansdown, T. C., A. N. Stephens, and G. H. Walker. 2015. “Multiple Driver Distractions: A Systemic Transport Problem.” Accident Analysis and Prevention 74: 360–367. doi:10.1016/j.aap.2014.07.006.
  • Leff, D. R., F. Orihuela-Espina, C. E. Elwell, T. Athanasiou, D. T. Delpy, A. W. Darzi, and G. Yang. 2011. “Assessment of the Cerebral Cortex during Motor Task Behaviours in Adults: A Systematic Review of Functional Near Infrared Spectroscopy fNIRS Studies.” NeuroImage 544: 2922–2936. doi:10.1016/j.neuroimage.2010.10.058.
  • Li, Z., M. Zhang, X. Zhang, S. Dai, X. Yu, and Y. Wang. 2009. “Assessment of Cerebral Oxygenation during Prolonged Simulated Driving Using Near Infrared Spectroscopy: Its Implications for Fatigue Development.” European Journal of Applied Physiology 1073: 281–287. doi:10.1007/s00421-009-1122-.
  • Liu, T. 2014. “Positive Correlation between Drowsiness and Prefrontal Activation during a Simulated Speed-control Driving Task.” NeuroReport 2516: 1316–1319. doi:10.1097/WNR.0000000000000265.
  • Liu, Y., and C. D. Wickens. 1994. “Mental Workload and Cognitive Task Automaticity: An Evaluation of Subjective and Time Estimation Metrics.” Ergonomics 37: 1843–1854. doi:10.1080/00140139408964953.
  • Liu, N., X. Cui, D. M. Bryant, G. H. Glover, and A. L. Reiss. 2015. “Inferring Deep-brain Activity from Cortical Activity Using Functional Near-infrared Spectroscopy.” Biomedical Optics Express 6: 1074–1089. doi:10.1364/BOE.6.001074.
  • Luck, S. J., and E. S. Kappenman, eds. 2011. The Oxford Handbook of Event-related Potential Components. New York: Oxford University Press.
  • Mader, M., A. Bresges, R. Topal, A. Busse, M. Forsting, and E. R. Gizewski. 2009. “Simulated Car Driving in fMRI – Cerebral Activation Patterns Driving an Unfamiliar and a Familiar Route.” Neuroscience Letters 4643: 222–227. doi:10.1016/j.neulet.2009.08.056.
  • Marino, M., A. de Belvis, D. Basso, M. Avolio, F. Pelone, M. Tanzariello, and W. Ricciardi. 2013. “Interventions to Evaluate Fitness to Drive among People with Chronic Conditions: Systematic Review of Literature.” Accident Analysis and Prevention 50: 377–396. doi:10.1016/j.aap.2012.05.010.
  • Matsuda, G., and K. Hiraki. 2006. “Sustained Decrease in Oxygenated Hemoglobin during Video Games in the Dorsal Prefrontal Cortex: A NIRS Study of Children.” NeuroImage 29: 706–711. doi:10.1016/j.neuroimage.2005.08.019.
  • Miller, E. K., and J. D. Cohen. 2001. “An Integrative Theory of Prefrontal Cortex Function.” Annual Review of Neuroscience 24: 167–202. doi:10.1146/annurev.neuro.24.1.167.
  • Milton, J. G., S. S. Small, and A. Solodkin. 2004. “On the Road to Automatic: Dynamic Aspects in the Development of Expertise.” Journal of Clinical Neurophysiology 21: 134–143. doi:10.1097/00004691-200405000-00002.
  • Nishimura, E., J. P. Stautzenberger, W. Robinson, T. H. Downs, and J. H. Downs. 2007. “A New Approach to Functional Near-infrared Technology.” Engineering in Medicine and Biology Magazine, IEEE 26 (4): 25–29. doi:10.1109/MEMB.2007.384092.
  • Obrig, H., H. Israel, M. Kohl-Bareis, K. Uludag, R. Wenzel, B. Müller, and A. Villringer. 2002. “Habituation of the Visually Evoked Potential (VEP) and Its Vascular Response: Implications for Neurovascular Coupling in the Healthy Adult.” Neuroimage 17: 1–18. doi:10.1006/nimg.2002.1177.
  • Ogawa, S., T. M. Lee, A. R. Kay, and D. W. Tank. 1990. “Brain Magnetic Resonance Imaging with Contrast Dependent on Blood Oxygenation.” PNAS 87: 9868–9872. doi:10.1073/pnas.87.24.9868.
  • Okamoto, M., H. Dan, K. Sakamoto, K. Takeo, K. Shimizu, S. Kohno, and Dan, I. 2004. “Three-dimensional Probabilistic Anatomical Cranio-cerebral Correlation via the International 10–20 System Oriented for Transcranial Functional Brain Mapping.” Neuroimage 21: 99–111. doi:10.1016/j.neuroimage.2003.08.026.
  • Orino, Y., K. Yoshino, N. Oka, K. Yamamoto, H. Takahashi, and T. Kato. 2015. “Brain Activity Involved in Vehicle Velocity Changes from a Sag Vertical Curve on an Expressway: A Vector-Based fNIRS Study.” In Transportation Research Board 94th Annual Meeting (No. 15-3837). Washington DC, United States, January 2015..
  • Philip, P., P. Sagaspe, N. Moore, J. Taillard, A. Charles, C. Guilleminault, and B. Bioulac. 2005. “Fatigue, Sleep Restriction and Driving Performance.” Accident Analysis and Prevision 373: 473–478. doi:10.1016/j.aap.2004.07.007.
  • Reger, M. A., R. K. Welsh, G. S. Watson, B. Cholerton, L. D. Baker, and S. Craft. 2004. “The Relationship between Neuropsychological Functioning and Driving Ability in Dementia: A Meta-analysis.” Neuropsychology 18: 85–93. doi:10.1037/0894-4105.18.1.85.
  • Sato, T., M. Ito, T. Suto, M. Kameyama, M. Suda, Y. Yamagishi, and Mikuni, M. 2007. “Time Courses of Brain Activation and Their Implications for Function: A Multichannel Near-infrared Spectroscopy Study during Finger Tapping.” Neuroscience Research 58: 297–304. doi:10.1016/j.neures.2007.03.014.
  • Scholkmann, F., S. Spichtig, T. Muehlemann, and M. Wolf. 2010. “How to Detect and Reduce Movement Artifacts in Near-infrared Imaging Using Moving Standard Deviation and Spline Interpolation.” Physiological Measurement 31: 649–662. doi:10.1088/0967-3334/31/5/004.
  • Scholkmann, F., S. Kleiser, A. J. Metz, R. Zimmermann, J. Mata Pavia, U. Wolf, and M. Wolf. 2014. “A Review on Continuous Wave Functional Near-infrared Spectroscopy and Imaging Instrumentation and Methodology.” NeuroImage 85 (part 1): 6–27. doi:10.1016/j.neuroimage.2013.05.004.
  • Schweizer, T. A., K. Kan, Y. Hung, F. Tam, G. Naglie, and S. J. Graham. 2013. “Brain Activity during Driving with Distraction: An Immersive fMRI Study.” Frontiers in Human Neuroscience 7: 53. doi:10.3389/fnhum.2013.00053.
  • Shimizu, T., S. Hirose, H. Obara, K. Yanagisawa, H. Tsunashima, Y. Marumo, T. Haji, and M. Taira. 2009. “Measurement of Frontal Cortex Brain Activity Attributable to the Driving Workload and Increased Attention.” SAE International Journal of Passenger Cars – Mechanical Systems 21: 736–744. doi:10.4271/2009-01-0545.
  • Simon, M., E. A. Schmidt, W. E. Kincses, M. Fritzsche, A. Bruns, C. Aufmuth, and chrauf, M. 2011. “EEG Alpha Spindle Measures as Indicators of Driver Fatigue under Real Traffic Conditions.” Clinical Neurophysiology 122: 1168–1178. doi:10.1016/j.clinph.2010.10.044.
  • Sonnleitner, A., M. S. Treder, M. Simon, S. Willmann, A. Ewald, A. Buchner, and M. Schrauf. 2014. “EEG Alpha Spindles and Prolonged Brake Reaction Times during Auditory Distraction in an On-road Driving Study.” Accident Analysis and Prevention 62: 110–118. doi:10.1016/j.aap.2013.08.026.
  • Spiers, H. J., and E. A. Maguire. 2007. “Neural Substrates of Driving Behaviour.” NeuroImage 361: 245–255. doi:10.1016/j.neuroimage.2007.02.032.
  • Strangman, G., D. A. Boas, and J. P. Sutton. 2002. “Non-invasive Neuroimaging Using Near-infrared Light.” Biological Psychiatry 52: 679–693. doi:10.1016/S0006-3223(02)01550-0.
  • Strayer, D. L., and F. A. Drews. 2007. “Cell-phone-induced Driver Distraction.” Current Directions in Psychological Science 163: 128–131. doi:10.1111/j.1467-8721.2007.00489.x.
  • Tak, S., and J. C. Ye. 2014. “Statistical Analysis of fNIRS Data: A comprehensive Review.” NeuroImage 85 (part 1): 72–91. doi:10.1016/j.neuroimage.2013.06.016.
  • Tivesten, E., and H. Wiberg. 2013. “What can the Drivers’ Own Description from Combined Sources Provide in an Analysis of Driver Distraction and Low Vigilance in Accident Situations?” Accident Analysis and Prevention 52: 51–63. doi:10.1016/j.aap.2012.12.016.
  • Tomioka, H., B. Yamagata, T. Takahashi, M. Yano, A. Isomura, H. Kobayashi, and M. Mimura. 2009. “Detection of Hypofrontality in Drivers with Alzheimer’s Disease by Near-infrared Spectroscopy.” Neuroscience Letters 4513: 252–256. doi:10.1016/j.neulet.2008.12.059.
  • Toronov, V., A. Webb, J. H. Choi, M. Wolf, A. Michalos, E. Gratton, and D. Hueber. 2001. “Investigation of Human Brain Hemodynamics by Simultaneous Near-infrared Spectroscopy and Functional Magnetic Resonance Imaging.” Medical Physics 28: 521. doi:10.1118/1.1354627.
  • Torricelli, A., D. Contini, A. Pifferi, M. Caffini, R. Re, L. Zucchelli, and L. Spinelli. 2014. “Time Domain Functional NIRS Imaging for Human Brain Mapping.” NeuroImage 85 (part 1): 28–50. doi:10.1016/j.neuroimage.2013.05.106.
  • Tsunashima, H., and K. Yanagisawa. 2009. “Measurement of Brain Function of Car Driver Using Functional Near-infrared Spectroscopy fNIRS.” Computational Intelligence and Neuroscience 2009: 164958. doi:10.1155/2009/164958.
  • Villringer, A., and B. Chance. 1997. “Non-invasive Optical Spectroscopy and Imaging of Human Brain Function.” Trends in Neuroscience 20: 435–442. doi:10.1016/S0166-2236(97)01132-6.
  • Villringer, A., and H. Obrig. 2002. “Near Infrared Spectroscopy and Imaging”. In Brain mapping: The methods, edited by Arthur W. Toga and John C. Mazziotta, 141–158. New York: Elsevier Science.
  • Wong, J., and S. Huang. 2013. “Attention Allocation Patterns in Naturalistic Driving.” Accident Analysis and Prevention 58: 140–147. doi:10.1016/j.aap.2013.04.033.
  • Yoshino, K., N. Oka, K. Yamamoto, H. Takahashi, and T. Kato. 2013a. “Correlation of Prefrontal Cortical Activation with Changing Vehicle Speeds in Actual Driving: A Vector-based Functional Near-infrared Spectroscopy Study.” Frontiers in Human Neuroscience 7: 895. doi:10.3389/fnhum.2013.00895.
  • Yoshino, K., N. Oka, K. Yamamoto, H. Takahashi, and T. Kato. 2013b. “Functional Brain Imaging Using Near-infrared Spectroscopy during Actual Driving on an Expressway.” Frontiers in Human Neuroscience 7: 882: 1–16. doi:10.3389/fnhum.2013.00882.
  • Zhao, C., M. Zhao, J. Liu, and C. Zheng. 2012. “Electroencephalogram and Electrocardiograph Assessment of Mental Fatigue in a Driving Simulator.” Accident Analysis and Prevention 45: 83–90. doi:10.1016/j.aap.2011.11.019.
  • Zhao, N., W. Chen, Y. Xuan, B. Mehler, B. Reimer, and X. Fu. 2014. “Drivers’ and Non-drivers’ Performance in a Change Detection Task with Static Driving Scenes: Is There a Benefit of Experience?” Ergonomics 57: 998–1007. doi:10.1080/00140139.2014.909952.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.