2022 publications
UMTRI Publications
Anuj K Pradhan, Ganesh Pai, Heejin Jeong, Shan Bao (2022). Simulator evaluation of an intersection maneuver assist system with connected and automated vehicle technologies. Ergonomics, 1-16. DOI: 10.1080/00140139.2022.2121006.
Cha, J., Peterson, C. M., Millenbah, A. N., Louwagie, K., Baker, Z. G., Shah, A., Jensen, C. J., & Gaugler, J. E. (2022). Delivering personalized recommendations to support caregivers of people living with dementia: Mixed methods study. JMIR Aging, 5(2), e35847. doi. 10.2196/35847
Dania Ammar1, Yueru Xu1, Bochen Jia, Shan Bao (2022). An Examination of Recent Pedestrian Safety Patterns at Intersections through Crash Data Analysis. Journal of Transportation Research Record, 2676:12, 331-341.
DiGuiseppi, C. G., Hyde, H. A., Betz, M. E., Scott, K. A., Eby, D. W., Hill, L. L., . . . AAA LongROAD Research Team. (2022). Association of falls and fear of falling with objectively-measured driving habits among older drivers: LongROAD study. J Safety Res, 83, 96-104. doi:10.1016/j.jsr.2022.08.007
Eby, D.W., Molnar, L.J., St. Louis, R.M, Zakrajsek, J.S., Zanier, N. (2022). Countermeasures for Reducing Crashes with Fixed Objects among Utility On-Road and Off-Road Vehicles: A Synthesis of the Literature. Project Deliverable. Palo Alto, CA: EPRI.
Eby, D.W., Molnar, L.J., St. Louis, R.M., Lenneman, J.K., & Hada, H. (2022). Senior Driver Classification Challenges: White Paper. Project Deliverable. Ann Arbor, MI: Toyota Collaborative Safety Research Center, Advanced Product Planning Office, and Technical Strategy & Planning Office.
Fabusuyi, T. (2022). Keys to Unlocking an Inclusive and Just Tech Future. Stanford Social Innovation Review, Tech Series (#4). doi:10.48558/VA4Y-7778
Fabusuyi, T., & Johnson, M. P. (2022). Enhancing the quality and social impacts of urban planning through community-engaged operations research. Environment and Planning B: Urban Analytics and City Science, 49(4), 1167-1183. doi:10.1177/23998083211054851
Flannagan, C. A., Bowman, P. J., & Peterson, C. M. (2022). Michigan 2020 pandemic crash report. https://www.michigantrafficcrashfacts.org/reports
Green, P. (2022). Estimating the Workload of Driving Using Video Clips as Anchors. SAE International. doi:10.4271/2022-01-0805.
Hu, J., Klinich, K. D., Manary, M. A., Orton, N., Boyle, K., Wang, Y., Adler, A. (2022). Improving protection system for wheelchair-seated occupants in vehicle side impacts. Traffic Inj Prev, 23(sup1), S80-S85. doi:10.1080/15389588.2022.2114795
Hu, J., Lin, B. T.-W., Vega, J. H., Tsiang, N. R.-L. (2022). Predictive Models of Driver Deceleration and Acceleration Responses to Lead Vehicle Cutting In and Out. Transportation Research Record, 0(0). https://doi.org/10.1177/03611981221128277
K.D. Klinich, M.A. Manary, K.J. Boyle, N..R Orton, J.Hu (2022) Development of an Automated Wheelchair Tiedown Restraint System. National Highway Traffic Safety Administration, DOT HS 813 275.
Klinich KD, Kusari A, Gopalan HG, Flannagan, CA (2022) Analysis of Fatal Crashes Involving Subarus. Final Report to Subaru.
Klinich KD, Manary MA, Boyle KJ, Orton NR, Hu J (2022) Development of an Automated Wheelchair Tiedown and Occupant Restraint System. UMTRI 2021-02. University of Michigan Transportation Research Institute.
Klinich KD, Manary MA, Orton NR, Boyle KB, Hu J (2022) A Literature Review of Wheelchair Transportation Safety Relevant to Automated Vehicles. International Journal of Environmental Research and Public Health. 19(3):1633. doi.org/10.3390/ijerph19031633
Klinich KD, Orton NR, Fischer J, Manary MA (2022) Volunteer Evaluation of Wheelchair Accessibility in Vehicles. UMTRI 2022-10. University of Michigan Transportation Research Institute.
Klinich KD, Orton NR, Manary MA (2022) Design Guidelines for Accessible Automated Vehicles: Mobility Focus. UMTRI 2022-8. University of Michigan Transportation Research Institute.
Klinich KD, Orton NR, Manary MA, McCurry E, Lanigan T (2022) Independent Safety for Wheelchair Users in Automated Vehicles. UMTRI 2022-04. University of Michigan Transportation Research Institute.
Kusari, A.,Sun, A. (2022). GRAPH-THEORETICAL APPROACH TO ROBUST 3D NORMAL EXTRACTION OF LIDAR DATA. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 5(2), 127-134. doi:10.5194/isprs-annals-V-2-2022-127-2022
L Avetisyan, C Zhang, S Bai1, EM Pari, F Feng, Shan Bao, F Zhou (2022). Design a Sustainable Micro-mobility Future: Trends and Challenges in the United States and European Union Using Natural Language Processing Techniques. Journal of Engineering Design, 33:8-9, 587-606, DOI: 10.1080/09544828.2022.2142904
Larsson, K.J., Pipkorn, B., Iraeus, J., Forman, J., & Hu, J. (2022). Evaluation of a diverse population of morphed human body models for prediction of vehicle occupant crash kinematics. Computer Methods Biomech Biomed Engin, 25(10), 1125-1155. doi:10.1080/10255842.2021.2003790
Li, G., Ouyang, D., Yuan, Y., Li, W., Guo, Z., Qu, X., Green, P. (2022). An EEG Data Processing Approach for Emotion Recognition. IEEE Sensors Journal, 22(11), 10751-10763. doi:10.1109/JSEN.2022.3168572
Li, G., Qiu, Y., Yang, Y., Li, Z., Li, S., Chu, W., . . . Li, S. E. (2022). Lane change strategies for autonomous vehicles: a deep reinforcement learning approach based on transformer. IEEE Transactions on Intelligent Vehicles. doi:10.1109/TIV.2022.3227921
Li, G., Yang, L., Li, S., Luo, X., Qu, X., Green, P. (2022). Human-Like Decision Making of Artificial Drivers in Intelligent Transportation Systems: An End-to-End Driving Behavior Prediction Approach. IEEE Intelligent Transportation Systems Magazine, 14(6), 188-205. doi:10.1109/MITS.2021.3085986
Liu, J., Jin, J. J., Eckner, J. T., Ji, S., & Hu, J. (2022). Influence of morphological variation on brain impact responses among youth and young adults. J Biomech, 135, 111036. doi:10.1016/j.jbiomech.2022.111036
Miao, H., Zhang, S., Flannagan, C. (2022). Driver behavior extraction from videos in naturalistic driving datasets with 3D ConvNets. Journal of Big Data Analytics in Transportation, 4(1), 41-55.
Mielenz, T., Whalen, A.M., Andrews, H., Molnar, L.J., Eby, D.W., Li, G. (2022). Associations of self-care health behaviors with driving cessation among older drivers. Frontiers in Public Health, 10. https://www.frontiersin.org/articles/10.3389/fpubh.2022.794639.
Mitchell, L. L., Albers, E. A., Birkeland, R. W., Peterson, C. M., Stabler, H., Horn, B., Gaugler, J. E. (2022). Caring for a relative with dementia in long-term care during COVID-19. J Am Med Dir Assoc, 23(3), 428-433.e1. doi:10.1016/j.jamda.2021.11.026
Molnar, L.J., Eby, D.W., St. Louis, R.M. (2022). Research Synthesis for Michigan Mobility Collaborative United States Department of Transportation (USDOT) Automated Driving Systems Demonstration Grant Program. Report No. UMTRI-2022-11. Ann Arbor, MI: University of Michigan Transportation Research Institute.
Molnar, L.J., Eby, D.W., St. Louis, R.M. (2022). Research Synthesis for Promoting Inclusive Design and Deployment of Connected and Automated Vehicles for Older Adults through Education and Training of Engineering Student and Older Drivers. Project Report. Ann Arbor, MI: Center for Connected and Automated Vehicles.
Newnam, S., St Louis, R., Stephens, A., & Sheppard, D. (2022). Applying systems thinking to improve the safety of work-related drivers: A systematic review of the literature. J Safety Res, 83, 410-417. doi:10.1016/j.jsr.2022.09.016
Niraula, D., Sun, W., Jin, J., Dinov, I. D., Cuneo, K. C., Jamaluddin, J., Matuszak, M. M., Ten Haken, R. K., and El Naqa., I. (2022) A Decision Support Software for AI-Assisted Decision Making in Response-Adaptive Radiotherapy Evaluation Study. International Journal of Radiation Oncology, Biology, Physics 114, no. 3: e101-e102.
Oh, G., Leblanc, D. J., Peng, H. (2022). Vehicle Energy Dataset (VED), A Large-Scale Dataset for Vehicle Energy Consumption Research. IEEE Transactions on Intelligent Transportation Systems, 23(4), 3302-3312. doi:10.1109/TITS.2020.3035596
Park, B-K. D., Jones, M. L. H., Ebert, S., Reed, M. P. (2022). A parametric modeling of adult body shape in a supported seated posture including effects of age. Ergonomics, 65(6), 795-803. doi:10.1080/00140139.2021.1992020
Park, B. K. D., Park, J., Lee, B. C., Lee, B. (2022). Automated system for evaluating consistency between CAD model and 3D scan of vehicle seat. Journal of Mechanical Science and Technology, 36(2), 869-876. doi:10.1007/s12206-022-0134-6
Peterson, C. M., Birkeland, R. W., Barsel, S., Statz, T. L., Gaugler, J. E., & Finlay, J. M. (2022). Sick with stress: perspectives on airport travel from persons living with dementia and their travel companions. Disability and Society. doi:10.1080/09687599.2022.2070060
Peterson, C. M., Birkeland, R. W., Louwagie, K. W., Ingvalson, S. N., Mitchell, L. L., Scott, T. L., Liddle, J., Pachana, N. A., Gustafsson, L., & Gaugler, J. E. (2022). Refining a driving retirement program for persons with dementia and their care partners: A mixed methods evaluation of CarFreeMe-Dementia. The Journals of Gerontology: Series B. doi. 10.1093/geronb/gbac151.
Peterson, C. M., Bowman, P. J., & Flannagan, C. A. (2022). Demographic analysis of Michigan traffic crashes 2016-2019. https://www.michigantrafficcrashfacts.org/reports
Rafei, A., Flannagan, C. A. C., West, B. T., Elliott, M. R. (2022). ROBUST BAYESIAN INFERENCE FOR BIG DATA: COMBINING SENSOR-BASED RECORDS WITH TRADITIONAL SURVEY DATA. Annals of Applied Statistics, 16(2), 1038-1070. doi:10.1214/21-AOAS1531
Reed, M. P., Ebert, S. M., Jones, M. L. H., Hallman, J. J. (2022). A naturalistic study of passenger seating position, posture, and restraint use in second-row seats. Traffic Inj Prev, 23(sup1), S20-S25. doi:10.1080/15389588.2022.2084615
Reed, M.P. (2022). Development of Anthropometric Specifications for the Large-Male Warrior Injury Assessment Manikin (WIAMan). UMTRI Technical Report UMTRI-2022-7. University of Michigan Transportation Research Institute, Ann Arbor, MI.
Reed, M.P. and Ebert, S.M. (2022). Development of Anthropometric Specifications for the Small-Female Warrior Injury Assessment Manikin (WIAMan). UMTRI Technical Report UMTRI-2022-10. University of Michigan Transportation Research Institute, Ann Arbor, MI.
Shengzhao Wang, Meitang Li1, Bo Yu, Shan Bao, Yuren Chen (2022). Investigating the Impacting Factors on the Public's Attitudes towards Autonomous Vehicles Using Sentiment Analysis from Social Media Data. Sustainability 14 (19), 12186.
Sheppard, D., Newnam, S., St. Louis, R.M., & Perrett, M. (2022). Factors contributing to work-related violence: a systematic review and systems perspective. Safety Science, 154, 105859. https://doi.org/10.1016/j.ssci.2022.105859
St Louis, R. M., Koppel, S., Molnar, L. J., Di Stefano, M., Darzins, P., Porter, M. M., Charlton, J. L. (2022). Examining the contribution of psychological resilience on self-reported and naturalistic driving behavior of older adults. J Safety Res, 82, 251-260. doi:10.1016/j.jsr.2022.06.001
Statz, T. L., Peterson, C. M., Birkeland, R. W., McCarron, H. R., Finlay, J. M., Rosebush, C. E., & Gaugler, J. E. (2022). “We moved her too soon”: Navigating guilt among adult child and spousal caregivers of persons living with dementia following a move into residential long-term care. Couple Family Psychol, 11(4), 300-314. doi:10.1037/cfp0000150
Sun, W., Niraula, D., Naqa, I. E., Haken, R. T., Dinov, I., Cuneo, K., & Jin, J. J. (2022). Precision Radiotherapy via Information Integration of Expert Human Knowledge and AI Recommendation to Optimize Clinical Decision Making. Computer Methods and Programs in Biomedicine.
Sun, W., Zhang, Z., Ren, W., Mazumder, J., & Jin, J. J. (2022). In Situ Monitoring of Optical Emission Spectra for Microscopic Pores in Metal Additive Manufacturing. Journal of Manufacturing Science and Engineering, Transactions of the ASME, 144(1). doi:10.1115/1.4051532
Tang, L., Hu, Z., Lin, Y. -S., Hu, J. (2022). A statistical lumbar spine geometry model accounting for variations by Age, Sex, Stature, and body mass index. J Biomech, 130, 110821. doi:10.1016/j.jbiomech.2021.110821
Vivoda, J.M., Molnar, L.J., Eby, D.W., DiGuiseppi, C., Jones, V., Li, G.,Strogatz, D. (2022). All are not created equal: Assessing initial driving self-regulation behaviors among older adults. Journal of Transport and Health, 24, 101310. https://doi.org/10.1016/j.jth.2021.101310.
Wei, A., Wang, J., Liu, J., Jones, M. L. H., & Hu, J. (2022). A parametric head geometry model accounting for variation among adolescent and young adult populations. Computer Methods Programs Biomed, 220, 106805. doi:10.1016/j.cmpb.2022.106805
Weinberger R., Millard-Ball A., Fabusuyi T., Calvin E., Blackburn J., & Neuner M. Parking Cruising Analysis Methodology Project Report. Report # FHWA-HOP-23-4. Completed under contract # DTFH61116D00053L. Dec 2022
West, B. A., Reed, M. P., Benedick, A., De Leonardis, D., Huey, R., Sauber-Schatz, E. (2022). Belt fit for children in vehicle seats with and without belt-positioning boosters. Traffic Inj Prev, 23(8), 488-493. doi:10.1080/15389588.2022.2112676
Wu S, Zhao W, Wu Z, McAllister T, Hu J, and Ji S (2022) Approximating Subject-specific Brain Injury Models via Scaling Based on Head-brain Morphological Relationship; Biomechanics and Modeling in Mechanobiology, doi: 10.1007/s10237-022-01638-6.
2021 Publications
Cao, Z., Yang, D., Xu, S., Peng, H., Li, B., Feng, S., & Zhao, D. (2021). Highway Exiting Planner for Automated Vehicles Using Reinforcement Learning. IEEE Transactions on Intelligent Transportation Systems, 22(2), 990–1000. https://doi.org/10.1109/TITS.2019.2961739
Fabusuyi, T., & Johnson, M. P. (2021). Enhancing the quality and social impacts of urban planning through community-engaged operations research: Https://Doi.Org/10.1177/23998083211054851, 49(4), 1167–1183. https://doi.org/10.1177/23998083211054851
Feng, S., Feng, Y., Yu, C., Zhang, Y., & Liu, H. X. (2021). Testing Scenario Library Generation for Connected and Automated Vehicles, Part I: Methodology. IEEE Transactions on Intelligent Transportation Systems, 22(3), 1573–1582. https://doi.org/10.1109/TITS.2020.2972211
Goldstick, J., Ballesteros, A., Flannagan, C., Roche, J., Schmidt, C., & Cunningham, R. M. (2021). Michigan system for opioid overdose surveillance. Injury Prevention, 27(5), 500–505. https://doi.org/10.1136/injuryprev-2020-043882
Jones, M. L. H., Ebert, S. M., Varban, O., Hu, J., Reed, M. P., Weerappuli, P., Sundarajan, S., & Barbat, S. (2021). Effect of Class I-III obesity on driver seat belt fit. Traffic Injury Prevention, 22(7), 547–552. https://doi.org/10.1080/15389588.2021.1945590
Kannoth, S., Mielenz, T. J., Eby, D. W., Molnar, L. J., Jia, H., Li, G., & Strogatz, D. (2021). Adapted Stopping Elderly Accidents, Deaths, and Injuries Questions for Falls Risk Screening: Predictive Ability in Older Drivers. American Journal of Preventive Medicine, 61(1), 105–114. https://doi.org/10.1016/j.amepre.2021.02.013
Klinich, K. D., Leslie, A., Hariya, S., Flannagan, C. A. C., Reed, M. P., & Hallman, J. (2021). U.S. vehicle occupancy trends relevant to future automated vehicles and mobility services. Traffic Injury Prevention, 22, S116–S121. https://doi.org/10.1080/15389588.2021.1964491
Koh, S. W., & Hu, J. (2021). Physical Evidence of Airbag Performance in a High-Speed Frontal Crash. International Journal of Automotive Technology 2021 22:4, 22(4), 1109–1118. https://doi.org/10.1007/S12239-021-0099-Y
Peterson, C. M., Gaugler, J. E., Nelson, T. F., & Pereira, M. A. (2021). “Slowed for several months”: A mixed methods comparison of minor, moderate, and extreme speeders. Transportation Research Interdisciplinary Perspectives, 12, 100511. https://doi.org/10.1016/J.TRIP.2021.100511
Sun, H., Feng, S., Yan, X., & Liu, H. X. (2021). Corner Case Generation and Analysis for Safety Assessment of Autonomous Vehicles: Https://Doi.Org/10.1177/03611981211018697, 2675(11), 587–600. https://doi.org/10.1177/03611981211018697
Wang, Y., Sun, W., Jin, J. “Judy,” Kong, Z. “James,” & Yue, X. (2021). WOOD: Wasserstein-based Out-of-Distribution Detection. https://doi.org/10.48550/arxiv.2112.06384
Xue, Y., Chihuri, S., Andrews, H. F., Betz, M. E., DiGuiseppi, C., Eby, D. W., Hill, L. L., Jones, V., Mielenz, T. J., Molnar, L. J., Strogatz, D., Lang, B. H., Kelley-Baker, T., & Li, G. (2021). Potentially Inappropriate Medication Use and Hard Braking Events in Older Drivers. Geriatrics (Basel, Switzerland), 6(1), 20. https://doi.org/10.3390/geriatrics6010020
Cantilina, K., Daly, S. R., Reed, M. P., & Hampshire, R. C. (2021). Approaches and Barriers to Addressing Equity in Transportation: Experiences of Transportation Practitioners: Https://Doi.Org/10.1177/03611981211014533, 2675(10), 972–985. https://doi.org/10.1177/03611981211014533
Cao, Y., Zhou, F., Pulver, E. M., Molnar, L. J., Robert, L. P., Tilbury, D. M., & Yang, X. J. (2021). Towards standardized metrics for measuring takeover performance in conditionally automated driving: A systematic review: Https://Doi.Org/10.1177/1071181321651213, 65(1), 1065–1069. https://doi.org/10.1177/1071181321651213
Di, X., Shi, R., DiGuiseppi, C., Eby, D. W., Hill, L. L., Mielenz, T. J., Molnar, L. J., Strogatz, D., Andrews, H. F., Goldberg, T. E., Lang, B. H., Kim, M., & Li, G. (2021). Using Naturalistic Driving Data to Predict Mild Cognitive Impairment and Dementia: Preliminary Findings from the Longitudinal Research on Aging Drivers (LongROAD) Study. Geriatrics (Basel, Switzerland), 6(2). https://doi.org/10.3390/geriatrics6020045
Feng, S., Feng, Y., Sun, H., Bao, S., Zhang, Y., & Liu, H. X. (2021). Testing Scenario Library Generation for Connected and Automated Vehicles, Part II: Case Studies. IEEE Transactions on Intelligent Transportation Systems, 22(9), 5635–5647. https://doi.org/10.1109/TITS.2020.2988309
Gaugler, J. E., Zmora, R., Mitchell, L. L., Finlay, J., Rosebush, C. E., Nkimbeng, M., Baker, Z. G., Albers, E. A., & Peterson, C. M. (2021). Remote activity monitoring for family caregivers of persons living with dementia: a mixed methods, randomized controlled evaluation. BMC Geriatrics, 21(1). https://doi.org/10.1186/s12877-021-02634-8
Koh, S. W., & Hu, J. (2021). Occupant kinematics in a high-speed vehicle-to-vehicle rear-end collision. International Journal of Vehicle Safety, 12(2), 166–176. https://doi.org/10.1504/IJVS.2021.121453
Lee, B., Park, B.-K. (Daniel), Jung, K., & Park, J. (2021). Effects of a Bolster Curvature on an Automobile Seat Fit: Https://Doi.Org/10.1177/1071181321651180, 65(1), 423–426. https://doi.org/10.1177/1071181321651180
Li, G., Ouyang, D., Yuan, Y., Li, W., Guo, Z., Qu, X., & Green, P. (2022). An EEG data processing approach for emotion recognition. IEEE Sensors Journal. https://doi.org/10.1109/JSEN.2022.3168572
Park, B. K. D., Corner, B. D., Hudson, J. A., Whitestone, J., Mullenger, C. R., & Reed, M. P. (2021). A three-dimensional parametric adult head model with representation of scalp shape variability under hair. Applied Ergonomics, 90. https://doi.org/10.1016/j.apergo.2020.103239
Peterson, C. M., & Gaugler, J. E. (2021). To speed or not to speed: Thematic analysis of American driving narratives. Journal of Safety Research, 78, 129–137. https://doi.org/10.1016/j.jsr.2021.04.005
Vivoda, J. M., Molnar, L. J., Eby, D. W., Bogard, S., Zakrajsek, J. S., Kostyniuk, L. P., St. Louis, R. M., Zanier, N., LeBlanc, D., Smith, J., Yung, R., Nyquist, L., DiGuiseppi, C., Li, G., & Strogatz, D. (2021). The Influence of Hearing Impairment on Driving Avoidance Among a Large Cohort of Older Drivers. Journal of Applied Gerontology, 40(12), 1768–1777. https://doi.org/10.1177/0733464821999223
Zhu, H., Song, Z., Zhuang, W., Hofmann, H., & Feng, S. (2021). Multi-objective Optimization for Connected and Automated Vehicles Using Machine Learning and Model Predictive Control. SAE International Journal of Electrified Vehicles, 11(2). https://doi.org/10.4271/14-11-02-0014