Research on the Effect of Driving Behavior Recognition on Safe Driving of Elderly Persons
Traffic accidents caused by elderly drivers is a serious social problem in Japan facing super aging society. The traffic accidents are mainly caused by decline in physical and cognitive abilities due to aging. Today, the new technologies such as automated driving is developing toward the realization...
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| Published in | Journal of the Eastern Asia Society for Transportation Studies Vol. 15; pp. 2947 - 2963 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
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Eastern Asia Society for Transportation Studies
2024
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| Abstract | Traffic accidents caused by elderly drivers is a serious social problem in Japan facing super aging society. The traffic accidents are mainly caused by decline in physical and cognitive abilities due to aging. Today, the new technologies such as automated driving is developing toward the realization of a safe automotive society. However, it will take a considerable amount of time before such new technologies are widely used in the society. Therefore, safe driving awareness remains an important means of reducing the occurrence of traffic accidents. In this study, safe driving management was conducted for elderly drivers. Driving data of the elderly drivers were collected and analyzed, and a driving evaluation sheet was created. It was verified whether drivers who received the driving evaluation sheet would practice safer driving by recognizing their own driving. As a conclusion, it became clear that driving behavior recognition by the feedback effects on safer driving. |
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| AbstractList | Traffic accidents caused by elderly drivers is a serious social problem in Japan facing super aging society. The traffic accidents are mainly caused by decline in physical and cognitive abilities due to aging. Today, the new technologies such as automated driving is developing toward the realization of a safe automotive society. However, it will take a considerable amount of time before such new technologies are widely used in the society. Therefore, safe driving awareness remains an important means of reducing the occurrence of traffic accidents. In this study, safe driving management was conducted for elderly drivers. Driving data of the elderly drivers were collected and analyzed, and a driving evaluation sheet was created. It was verified whether drivers who received the driving evaluation sheet would practice safer driving by recognizing their own driving. As a conclusion, it became clear that driving behavior recognition by the feedback effects on safer driving. |
| Author | TAKAHASHI, Yukihiro MIYAUCHI, Kota ARAKAWA, Yuta TAKADA, Kazuyuki |
| Author_xml | – sequence: 1 fullname: ARAKAWA, Yuta organization: Graduate School of Tokyo Denki University – sequence: 2 fullname: TAKAHASHI, Yukihiro organization: Graduate School of Tokyo Denki University – sequence: 3 fullname: TAKADA, Kazuyuki organization: Graduate School of Tokyo Denki University – sequence: 4 fullname: MIYAUCHI, Kota organization: The Institute of Behavior Science |
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| Copyright | 2024 Eastern Asia Society for Transportation Studies |
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| DOI | 10.11175/easts.15.2947 |
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| References | Devlin, A., McGillivray, J., Charlton, J., Lowndes, G., & Etienne, V. (2012). Investigating driving behaviour of older drivers with mild cognitive impairment using a portable driving simulator. Accident; analysis and prevention, 49, 300-307. Motoki Shino, Michinobu Nakanishi, Reo Imai, Hiroshi Yoshitake, Yoshio Fujita, Investigation of Driving Behavior and Cognitive Ability Concerning Planning Process during Driving of Elderly Drivers, International Journal of Automotive Engineering, 2018, Volume 9, No. 3, p. 138-144. Roenker, D. L., Cissell, G. M., Ball, K. K., Wadley, V. G., & Edwards, J. D. (2003). Speed-of-processing and driving simulator training result in improved driving performance. Human factors, 45(2), 218-233. National Police Agency. (2017). Analysis of Fatal Crashes by Elderly Drivers during 2017 (in Japanese). https://www.npa.go.jp/koutsuu/kikaku/koureiunten/menkyoseido-bunkakai/2/kakushu-shiryou/0003.pdf. Accessed July 9, 2023.Road Anstey, K. J., Eramudugolla, R., Kiely, K. M., & Price, J. (2018). Effect of tailored on-road driving lessons on driving safety in older adults: A randomised controlled trial. Accident; analysis and prevention, 115, 1-10. Jahnavi YARLAGADDA, Digvijay S. PAWAR, Driving Style Analysis of Car Drivers Using Real-Time Driving Data - An Unsupervised Approach, Journal of the Eastern Asia Society for Transportation Studies, 2021, Volume 14, p. 2201-2216. Richard A. Marottoli and others, A Randomized Trial of an Education Program to Enhance Older Driver Performance, The Journals of Gerontology: Series A, Volume 62, Issue 10, October 2007, Pages 1113-1119. Nasvadi, G. E., & Vavrik, J. (2007). Crash risk of older drivers after attending a mature driver education program. Accident; analysis and prevention, 39(6), 1073-1079. Barco, P. P., Baum, C. M., Ott, B. R., Ice, S., Johnson, A., Wallendorf, M., & Carr, D. B. (2015). Driving Errors in Persons with Dementia. Journal of the American Geriatrics Society, 63(7), 1373-1380. Jerri D. Edwards and others, Cognitive Speed of Processing Training Delays Driving Cessation, The Journals of Gerontology: Series A, Volume 64A, Issue 12, December 2009, Pages 1262-1267 Teasdale, N., Simoneau, M., Hudon, L., Germain Robitaille, M., Moszkowicz, T., Laurendeau, D., Bherer, L., Duchesne, S., & Hudon, C. (2016). Older Adults with Mild Cognitive Impairments Show Less Driving Errors after a Multiple Sessions Simulator Training Program but Do Not Exhibit Long Term Retention. Frontiers in human neuroscience, 10, 653. Ariane Cuenen, Ellen M.M. Jongen, Tom Brijs, Kris Brijs, Karin Van Vlierden, Geert Wets, The effect of a simulator based training on specific measures of driving ability in older drivers, Transportation Research Part F: Traffic Psychology and Behaviour, Volume 64, 2019, Pages 38-46, ISSN 1369-8478. Filipe Marmeleira, J. F., Soares de Melo, F. M., Tlemcani, M., & Godinho, M. A. (2011). Exercise can improve speed of behavior in older drivers. Journal of aging and physical activity, 19(1), 48-61. Alonso, A. C., Peterson, M. D., Busse, A. L., Jacob-Filho, W., Borges, M. T. A., Serra, M. M., Luna, N. M. S., Marchetti, P. H., & Greve, J. M. D. A. (2016). Muscle strength, postural balance, and cognition are associated with braking time during driving in older adults. Experimental gerontology, 85, 13-17. Cabinet Office, Government of Japan. (2016). White paper on traffic safety in Japan 2016 (online). https://www8.cao.go.jp/koutu/taisaku/h28kou_haku/english/pdf/f1.pdf. Accessed July 7, 2023. Transport Bureau, MLIT. (2016). The Future of Vehicle Safety for a Traffic Accident-Free Society. https://www.mlit.go.jp/en/jidosha/vehiclesafety/report_the_future_of_vehicle_safety_en.pdf. Accessed July 9, 2023. Makino, T., Ito, Y., Shiraishi, Y. (2014) A Method of Traffic Kane Estimation with a Smartphone, Journal of information Processing Society of Japan, vol. 55, no.2, pp. 812-825. (in Japanese) Selander, H., Stave, C., WiIlstrand, T.D. et al. Driving simulator-based training to improve self-rating ability of driving performance in older adults - a pilot study. Eur. Transp. Res. Rev. 11, 35 (2019). Aksan, N., Hacker, S. D., Sager, L., Dawson, J., Anderson, S., & Rizzo, M. (2016). Correspondence between Simulator and On-Road Drive Performance: Implications for Assessment of Driving Safety. Geriatrics (Basel, Switzerland), 1(1), 8. Jahnavi Yarlagadda, Digvijay S. Pawar, "Heterogeneity in the Driver Behavior: An Exploratory Study Using Real-Time Driving Data", Journal of Advanced Transportation, vol. 2022, Article ID 4509071, 17 pages, 2022. Jones, V., Gielen, A., Bailey, M., Rebok, G., Agness, C., Soderstrom, C., Abendschoen-Milani, J., Liebno, A., Gaines, J., & Parrish, J. (2012). The effect of a low and high resource intervention on older drivers' knowledge, behaviors and risky driving. Accident; analysis and prevention, 49, 486-492. Mizushima, A., Noguchi, N., Matsuo, Y. (2004) Heading Estimation Method using GPS Information, Journal of the Japanese Society of Agricultural Machinery, vol. 66, no.6, pp. 136-144. (in Japanese) Marchal-Crespo, L., McHughen, S., Cramer, S. C., & Reinkensmeyer, D. J. (2010). The effect of haptic guidance, aging, and initial skill level on motor learning of a steering task. Experimental brain research, 201(2), 209-220. Ball, K., Edwards, J. D., Ross, L. A., & McGwin, G., Jr (2010). Cognitive training decreases motor vehicle collision involvement of older drivers. Journal of the American Geriatrics Society, 58(11), 2107-2113. Lavallière, M., Simoneau, M., Tremblay, M. et al. Active training and driving-specific feedback improve older drivers' visual search prior to lane changes. BMC Geriatr 12, 5 (2012). Marottoli RA, Allore H, Araujo KL, et al. A randomized trial of a physical conditioning program to enhance the driving performance of older persons. J Gen Intern Med. 2007; 22:590-597. Ishii, H., Doi, T., Tsutsumimoto, K., Nakakubo, S., Kurita, S., & Shimada, H. (2021). Long-Term Effects of Driving Skill Training on Safe Driving in Older Adults with Mild Cognitive Impairment. Journal of the American Geriatrics Society, 69(2), 506-511. National Police Agency Traffic Bureau License Division. (2013). Driver's License Statistics in 2012 (in Japanese). https://www.npa.go.jp/toukei/menkyo/menkyo13/h24_main.pdf. Accessed July 9, 2023. MIYAUCHI, Kota, TAKADA, Kazuyuki, Moeko NOGUCHI-SHINOHARA, Makoto FUJIU, Research on Relationship between Driving Ability and Cognitive Impairment of Elderly Driver, Journal of the Eastern Asia Society for Transportation Studies, 2021, Volume 14, Pages 2258-2276. National Police Agency Traffic Bureau License Division. (2023). Driver's License Statistics in 2022 (in Japanese). https://www.npa.go.jp/publications/statistics/koutsuu/menkyo/r04/r04_main.pdf. Accessed July 9, 2023. Shimada, H., Hotta, R., Makizako, H., Doi, T., Tsutsumimoto, K., Nakakubo, S., & Makino, K. (2019). Effects of Driving Skill Training on Safe Driving in Older Adults with Mild Cognitive Impairment. Gerontology, 65(1), 90-97. Coxon, K., Chevalier, A., Brown, J., Clarke, E., Billot, L., Boufous, S., Ivers, R., & Keay, L. (2017). Effects of a Safe Transportation Educational Program for Older Drivers on Driving Exposure and Community Participation: A Randomized Controlled Trial. Journal of the American Geriatrics Society, 65(3), 540-549. Kiyama, N., Takahashi, T., Sobue, T., Aikawa, T. (2014) A Method of Calculating Vehicles' Three-axis Accelerations using Inclined Smartphones, DICOM, pp. 16-23. (in Japanese) National Police Agency Traffic Bureau. (2023). Traffic Accidents in 2022 (in Japanese). https://www.npa.go.jp/publications/statistics/koutsuu/jiko/R04bunseki.pdf. Accessed July 9, 2023. Shadi Doroudgar, Hannah Mae Chuang, Paul J. Perry, Kelan Thomas, Kimberly Bohnert & Joanne Canedo (2017) Driving performance comparing older versus younger drivers, Traffic Injury Prevention, 18:1, 41-46. National Police Agency Traffic Bureau. (2023). Necessary Procedures for Renewal of Driver's License for the Elderly (Changes under the Road Traffic Law Revised in 2020) (in Japanese). https://www.npa.go.jp/bureau/traffic/r2kaisei_koushin.html. Accessed July 9, 2023. |
| References_xml | – reference: Ball, K., Edwards, J. D., Ross, L. A., & McGwin, G., Jr (2010). Cognitive training decreases motor vehicle collision involvement of older drivers. Journal of the American Geriatrics Society, 58(11), 2107-2113. – reference: Transport Bureau, MLIT. (2016). The Future of Vehicle Safety for a Traffic Accident-Free Society. https://www.mlit.go.jp/en/jidosha/vehiclesafety/report_the_future_of_vehicle_safety_en.pdf. Accessed July 9, 2023. – reference: Nasvadi, G. E., & Vavrik, J. (2007). Crash risk of older drivers after attending a mature driver education program. Accident; analysis and prevention, 39(6), 1073-1079. – reference: National Police Agency. (2017). Analysis of Fatal Crashes by Elderly Drivers during 2017 (in Japanese). https://www.npa.go.jp/koutsuu/kikaku/koureiunten/menkyoseido-bunkakai/2/kakushu-shiryou/0003.pdf. Accessed July 9, 2023.Road – reference: Richard A. Marottoli and others, A Randomized Trial of an Education Program to Enhance Older Driver Performance, The Journals of Gerontology: Series A, Volume 62, Issue 10, October 2007, Pages 1113-1119. – reference: Shimada, H., Hotta, R., Makizako, H., Doi, T., Tsutsumimoto, K., Nakakubo, S., & Makino, K. (2019). Effects of Driving Skill Training on Safe Driving in Older Adults with Mild Cognitive Impairment. Gerontology, 65(1), 90-97. – reference: Filipe Marmeleira, J. F., Soares de Melo, F. M., Tlemcani, M., & Godinho, M. A. (2011). Exercise can improve speed of behavior in older drivers. Journal of aging and physical activity, 19(1), 48-61. – reference: Jones, V., Gielen, A., Bailey, M., Rebok, G., Agness, C., Soderstrom, C., Abendschoen-Milani, J., Liebno, A., Gaines, J., & Parrish, J. (2012). The effect of a low and high resource intervention on older drivers' knowledge, behaviors and risky driving. Accident; analysis and prevention, 49, 486-492. – reference: National Police Agency Traffic Bureau. (2023). Traffic Accidents in 2022 (in Japanese). https://www.npa.go.jp/publications/statistics/koutsuu/jiko/R04bunseki.pdf. Accessed July 9, 2023. – reference: Ishii, H., Doi, T., Tsutsumimoto, K., Nakakubo, S., Kurita, S., & Shimada, H. (2021). Long-Term Effects of Driving Skill Training on Safe Driving in Older Adults with Mild Cognitive Impairment. Journal of the American Geriatrics Society, 69(2), 506-511. – reference: Alonso, A. C., Peterson, M. D., Busse, A. L., Jacob-Filho, W., Borges, M. T. A., Serra, M. M., Luna, N. M. S., Marchetti, P. H., & Greve, J. M. D. A. (2016). Muscle strength, postural balance, and cognition are associated with braking time during driving in older adults. Experimental gerontology, 85, 13-17. – reference: Cabinet Office, Government of Japan. (2016). White paper on traffic safety in Japan 2016 (online). https://www8.cao.go.jp/koutu/taisaku/h28kou_haku/english/pdf/f1.pdf. Accessed July 7, 2023. – reference: Mizushima, A., Noguchi, N., Matsuo, Y. (2004) Heading Estimation Method using GPS Information, Journal of the Japanese Society of Agricultural Machinery, vol. 66, no.6, pp. 136-144. (in Japanese) – reference: Marottoli RA, Allore H, Araujo KL, et al. A randomized trial of a physical conditioning program to enhance the driving performance of older persons. J Gen Intern Med. 2007; 22:590-597. – reference: Barco, P. P., Baum, C. M., Ott, B. R., Ice, S., Johnson, A., Wallendorf, M., & Carr, D. B. (2015). Driving Errors in Persons with Dementia. Journal of the American Geriatrics Society, 63(7), 1373-1380. – reference: Jerri D. Edwards and others, Cognitive Speed of Processing Training Delays Driving Cessation, The Journals of Gerontology: Series A, Volume 64A, Issue 12, December 2009, Pages 1262-1267, – reference: National Police Agency Traffic Bureau License Division. (2023). Driver's License Statistics in 2022 (in Japanese). https://www.npa.go.jp/publications/statistics/koutsuu/menkyo/r04/r04_main.pdf. Accessed July 9, 2023. – reference: Roenker, D. L., Cissell, G. M., Ball, K. K., Wadley, V. G., & Edwards, J. D. (2003). Speed-of-processing and driving simulator training result in improved driving performance. Human factors, 45(2), 218-233. – reference: Anstey, K. J., Eramudugolla, R., Kiely, K. M., & Price, J. (2018). Effect of tailored on-road driving lessons on driving safety in older adults: A randomised controlled trial. Accident; analysis and prevention, 115, 1-10. – reference: Lavallière, M., Simoneau, M., Tremblay, M. et al. Active training and driving-specific feedback improve older drivers' visual search prior to lane changes. BMC Geriatr 12, 5 (2012). – reference: Ariane Cuenen, Ellen M.M. Jongen, Tom Brijs, Kris Brijs, Karin Van Vlierden, Geert Wets, The effect of a simulator based training on specific measures of driving ability in older drivers, Transportation Research Part F: Traffic Psychology and Behaviour, Volume 64, 2019, Pages 38-46, ISSN 1369-8478. – reference: Motoki Shino, Michinobu Nakanishi, Reo Imai, Hiroshi Yoshitake, Yoshio Fujita, Investigation of Driving Behavior and Cognitive Ability Concerning Planning Process during Driving of Elderly Drivers, International Journal of Automotive Engineering, 2018, Volume 9, No. 3, p. 138-144. – reference: Shadi Doroudgar, Hannah Mae Chuang, Paul J. Perry, Kelan Thomas, Kimberly Bohnert & Joanne Canedo (2017) Driving performance comparing older versus younger drivers, Traffic Injury Prevention, 18:1, 41-46. – reference: Makino, T., Ito, Y., Shiraishi, Y. (2014) A Method of Traffic Kane Estimation with a Smartphone, Journal of information Processing Society of Japan, vol. 55, no.2, pp. 812-825. (in Japanese) – reference: Selander, H., Stave, C., WiIlstrand, T.D. et al. Driving simulator-based training to improve self-rating ability of driving performance in older adults - a pilot study. Eur. Transp. Res. Rev. 11, 35 (2019). – reference: MIYAUCHI, Kota, TAKADA, Kazuyuki, Moeko NOGUCHI-SHINOHARA, Makoto FUJIU, Research on Relationship between Driving Ability and Cognitive Impairment of Elderly Driver, Journal of the Eastern Asia Society for Transportation Studies, 2021, Volume 14, Pages 2258-2276. – reference: Aksan, N., Hacker, S. D., Sager, L., Dawson, J., Anderson, S., & Rizzo, M. (2016). Correspondence between Simulator and On-Road Drive Performance: Implications for Assessment of Driving Safety. Geriatrics (Basel, Switzerland), 1(1), 8. – reference: Jahnavi Yarlagadda, Digvijay S. Pawar, "Heterogeneity in the Driver Behavior: An Exploratory Study Using Real-Time Driving Data", Journal of Advanced Transportation, vol. 2022, Article ID 4509071, 17 pages, 2022. – reference: Teasdale, N., Simoneau, M., Hudon, L., Germain Robitaille, M., Moszkowicz, T., Laurendeau, D., Bherer, L., Duchesne, S., & Hudon, C. (2016). Older Adults with Mild Cognitive Impairments Show Less Driving Errors after a Multiple Sessions Simulator Training Program but Do Not Exhibit Long Term Retention. Frontiers in human neuroscience, 10, 653. – reference: Devlin, A., McGillivray, J., Charlton, J., Lowndes, G., & Etienne, V. (2012). Investigating driving behaviour of older drivers with mild cognitive impairment using a portable driving simulator. Accident; analysis and prevention, 49, 300-307. – reference: Marchal-Crespo, L., McHughen, S., Cramer, S. C., & Reinkensmeyer, D. J. (2010). The effect of haptic guidance, aging, and initial skill level on motor learning of a steering task. Experimental brain research, 201(2), 209-220. – reference: Coxon, K., Chevalier, A., Brown, J., Clarke, E., Billot, L., Boufous, S., Ivers, R., & Keay, L. (2017). Effects of a Safe Transportation Educational Program for Older Drivers on Driving Exposure and Community Participation: A Randomized Controlled Trial. Journal of the American Geriatrics Society, 65(3), 540-549. – reference: Jahnavi YARLAGADDA, Digvijay S. PAWAR, Driving Style Analysis of Car Drivers Using Real-Time Driving Data - An Unsupervised Approach, Journal of the Eastern Asia Society for Transportation Studies, 2021, Volume 14, p. 2201-2216. – reference: National Police Agency Traffic Bureau. (2023). Necessary Procedures for Renewal of Driver's License for the Elderly (Changes under the Road Traffic Law Revised in 2020) (in Japanese). https://www.npa.go.jp/bureau/traffic/r2kaisei_koushin.html. Accessed July 9, 2023. – reference: National Police Agency Traffic Bureau License Division. (2013). Driver's License Statistics in 2012 (in Japanese). https://www.npa.go.jp/toukei/menkyo/menkyo13/h24_main.pdf. Accessed July 9, 2023. – reference: Kiyama, N., Takahashi, T., Sobue, T., Aikawa, T. (2014) A Method of Calculating Vehicles' Three-axis Accelerations using Inclined Smartphones, DICOM, pp. 16-23. (in Japanese) |
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| SubjectTerms | Driving behavior Elderly driver Intersection Safe driving Smartphone |
| Title | Research on the Effect of Driving Behavior Recognition on Safe Driving of Elderly Persons |
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