การพัฒนาแบบประเมินความเสี่ยงการเกิดอาการเหนื่อยล้าของคนขับรถบรรทุก

Kawin Pinsamran; Phanumas  Thongsukdee

Authors

Kawin Pinsamran College of Logistics and Supply Chain, Sripatum University
Phanumas Thongsukdee College of Logistics and Supply Chain, Sripatum University

Keywords:

Risk Assessment, Fatigue, Safety, Truck Drivers, AHP

Abstract

This research aims to study and prioritize the risk factors associated with driver fatigue and to develop a fatigue risk assessment tool for truck drivers. Data on risk factors were collected and used to interview experts in transportation safety, medicine, and public health through the Delphi Technique. A questionnaire was then created for experts to determine the level of importance of each factor based on the Analytic Hierarchy Process (AHP). Subsequently, the relationships between the levels of importance of primary and secondary factors (Eigenvector values) were analyzed to formulate assessment questions and scoring criteria. The study identified factors for assessing the risk of fatigue in truck drivers, which include primary factors such as personal factors, physical factors, and social psychological factors, along with 13 supporting factors. These findings were utilized to develop a fatigue risk assessment tool. The tool was evaluated using the GR&R method, resulting in a Percentage of Tolerance of 3.37, which is within an acceptable range. This indicates that the assessment tool is both suitable and reliable, effectively identifying the risk of fatigue in truck drivers.

References

จรัล ทรัพย์เสรี. (2550). MSA ตอน การวิเคราะห์เพื่อแก้ปัญหา. Quality Production, 14(120), 41-43.

ศูนย์วิจัยกรุงศรี. (2565). แนวโน้มธุรกิจ/อุตสาหกรรมปี 2565-2567: ธุรกิจบริการขนส่งสินค้าทางถนน. Krungsri Research. จาก https://www.krungsri.com/th/research/industry/industry-outlook/logistics/road-freight-transportation/io/road-freight-transportation-2022-2024

สำนักงานนโยบายและแผนการขนส่งและจราจร. (2565). รายงานการวิเคราะห์สถานการณ์อุบัติเหตุทางถนน ของกระทรวงคมนาคม พ.ศ. 2564. จาก https://www.otp.go.th/uploads/tiny_Uploads/PDF/2565-09/2565 0919-ReportExcident-2565.pdf

Ayyub, B., & Hossain, M. (2020). Health Risk Assessment for Drivers: AHP-Based Approach. Transportation Research Part A: Policy and Practice, 134, 45-56.

Carroll, M. S., Muir, H. L., & Murray, D. A. (2016). The impact of driver posture on comfort and health: A review. Journal of Ergonomics, 60(4), 341-357.

Cavanaugh, J. C., & Blanchard-Fields, F. (2011). Adult development and aging. 7thed. Wadsworth Publishing.

Chen, C., & Xie, Y. (2013). The impacts of multiple rest-break periods on commercial truck driver's crash risk. Journal of Safety Research, 48, 87-93.

Davis, K., McCormick, E. J., & Donnell, T. (2017). Stress and its impact on the driver. Journal of Occupational Health Psychology, 22(3), 345-357.

Dinges, D. F., Orne, M. T., & Whitehouse, W. G. (1997). The development of a fatigue-related performance impairment measure for use in the field. Applied Ergonomics, 28(4), 299-309. https://doi.org/10.1016/S0003-6870(96)00052-7

Demerouti, E., Bakker, A. B., Nachreiner, F., & Schaufeli, W. B. (2001). The job demands-resources model of burnout. Journal of Applied Psychology, 86(3), 499-512. https://doi.org/10.1037/0021-9010.86.3.499

Eagly, A. H., & Wood, W. (1999). The origins of sex differences in human behavior: Evolved dispositions versus social roles. American Psychologist, 54(6), 408-423.

Elovainio, M., Kivimäki, M., & Vahtera, J. (2009). Work stress and psychological distress: The role of social support. International Journal of Stress Management, 16(2), 120-134.

Garbarino, S., Guglielmi, O., & Mongiello, P. (2018). The impact of driving regulations on road safety: Evidence from the European Union. Journal of Transport & Health, 10, 112-120.

Grawitch, M. J., Gottschalk, M., & Munz, D. C. (2006). The role of stress in the relationship between work environment and health: A meta-analysis. Journal of Applied Psychology, 91(4), 862-873.

Gopinathan, P., & Cheuvront, S. N. (2019). Heat stress and performance: A review of the influence of temperature on fatigue and physical performance. Journal of Sports Sciences, 37(7), 743-757.

Hancock, P. A., & Warm, J. S. (1989). A dynamic model of stress and sustained attention. Human Factors, 31(5), 519-537.

Hennessy, D. A., & Wiesenthal, D. L. (2005). The influence of driver fatigue on the driving performance of long-distance truck drivers. Transportation Research Part F: Traffic Psychology and Behaviour, 8(1), 27-39.

Jiang, Y., Zhang, X., & Liu, Y. (2020). Heart rate variability and its association with psychological stress and fatigue in workers. International Journal of Environmental Research and Public Health, 17(12), 4572.

Kamijo, Y., Saito, T., & Araki, T. (2016). The effectiveness of rest breaks on reducing fatigue and improving driving performance in long-distance truck driving. Accident Analysis & Prevention, 87, 142-148.

Kivimäki, M., Nyberg, S. T., & Batty, G. D. (2017). Work stress and risk of cardiovascular disease: Systematicreview and meta-analysis. Journal of the American College of Cardiology, 70(9), 989-1004.

Koster, A., Stenholm, S., & Alley, D. E. (2009). Body fat and abdominal adiposity are associated with lower physical function in older persons. Journal of the American Geriatrics Society, 57(12), 2061-2069.

Liu, S., Zheng, H., & Zhang, J. (2019). Effects of driving posture on driver comfort and performance. Journal of Transportation Psychology, 10(3), 123-135.

Matthews, G., Campbell, S., & Falconer, C. (2017). The impact of driving fatigue on safety performance: A review. Accident Analysis & Prevention, 100, 54-62.

Nielsen, B., & Fisher, T. (2007). Human responses to environmental heat stress. International Journal of Environmental Research and Public Health, 4(2), 232-246.

Nummela, A., A. H., & Määttä, S. (2014). Heart rate and heart rate variability as indicators of fatigue in physically demanding work. Ergonomics, 57(2), 195-205.

Patel, M., Lal, S. K., Kavanagh, D., & Rossiter, P. (2011). Applying neural network analysis on heart rate variability data to assess driver fatigue. Expert Systems with Applications, 38, 7235-7242.

Reddy, S., & Lee, J. (2018). Blood pressure, fatigue, and chronic disease: A review of the literature. Journal of Hypertension, 36(4), 870-879.

Saaty, T. L. (1980). The Analytic Hierarchy Process: Planning, priority setting, resource allocation. McGraw-Hill.

Stansfeld, S., & Candy, B. (2006). Psychosocial work environment and mental health-a meta-analytic review. Scandinavian Journal of Work, Environment & Health, 32(6), 443-462.

Thayer, J. F., Ahs, F., Fredrikson, M., Sollers III, J. J., & Wager, T. D. (2012). A meta-analysis of heart rate variability and neuroimaging studies: Implications for anxiety and stress. Biological Psychology, 83(3), 365–376.

Toh, S. G., Lian, S. M., & Chia, C. K. (2021). Age-related differences in fatigue and recovery in truck drivers. Transportation Research Part F: Traffic Psychology and Behaviour, 80, 123–135.

Van Cauter, E., Blackman, J. D., & Ware, J. (2018). Endocrine and metabolic effects of sleep deprivation. The Journal of Clinical Endocrinology & Metabolism, 83(5), 1506-1518.

Wang, Y., & Liu, X. (2017). Risk Assessment of Driver Health Using AHP and Fuzzy Logic. Journal of Safety Research, 62, 45-52.

Williamson, A., Feyer, A. M., & Franco, M. (2011). The influence of fatigue on driving performance and safety. Occupational Medicine, 61(2), 100-106.

Wright, T. A., & Cropanzano, R. (1998). Emotional exhaustion as a predictor of job performance and voluntary turnover. Journal of Applied Psychology, 83(3), 486-493.

Young, T., Peppé, C., & Nino-Murcia, G. (2004). The occurrence of sleep-disordered breathing among middle-aged adults. New England Journal of Medicine, 348(13), 1232-1243.

Translated Thai References

Thapsiri, Jaran. (2007). MSA: An Analysis for Problem Solving. Quality Production, 14(120), 41-43. (in Thai)

Office of Transport and Traffic Policy and Planning. (2022). Report on the Analysis of Road Accident Situations of the Ministry of Transport for the Year 2021. Retrieved from https://www.otp.go.th/uploads/tiny_uploads/PDF/2565-09/25650919-ReportExcident-2565.pdf (in Thai)

Krungsri Research. (2022). Business/Industry Trends 2022-2024: Road Freight Transportation Services. Retrieved from https://www.krungsri.com/th/research/industry/industry-outlook/logistics/road-freight-transportation/io/road-freight-transportation-2022-2024 (in Thai)