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Krajnak K, Waugh S, Welcome D, Xu XS, Warren C, McKinney W, Dong RG. Effects of whole-body vibration on reproductive physiology in a rat model of whole-body vibration. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2022; 85:953-971. [PMID: 36165131 PMCID: PMC9885295 DOI: 10.1080/15287394.2022.2128954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Findings from epidemiological studies suggest that occupational exposure to whole-body vibration (WBV) may increase the risk of miscarriage and contribute to a reduction in fertility rates in both men and women. However, workers exposed to WBV may also be exposed to other risk factors that contribute to reproductive dysfunction. The goal of this experiment was to examine the effects of WBV on reproductive physiology in a rat model. Male and female rats were exposed to WBV at the resonant frequency of the torso (31.5 Hz, 0.3 g amplitude) for 4 hr/day for 10 days. WBV exposure resulted in a significant reduction in number of developing follicles, and decrease in circulating estradiol concentrations, ovarian luteinizing hormone receptor protein levels, and marked changes in transcript levels for several factors involved in follicular development, cell cycle, and steroidogenesis. In males, WBV resulted in a significant reduction in spermatids and circulating prolactin levels, elevation in number of males having higher circulating testosterone concentrations, and marked alterations in levels of transcripts associated with oxidative stress, inflammation, and factors involved in regulating the cell cycle. Based upon these findings data indicate that occupational exposure to WBV contributes to adverse alterations in reproductive physiology in both genders that may lead to reduction in fertility.
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Affiliation(s)
- K Krajnak
- Physical Effects Research Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia
| | - S Waugh
- Physical Effects Research Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia
| | - D Welcome
- Physical Effects Research Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia
| | - X S Xu
- Physical Effects Research Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia
| | - C Warren
- Physical Effects Research Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia
| | - W McKinney
- Physical Effects Research Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia
| | - R G Dong
- Physical Effects Research Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia
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Hanumegowda PK, Gnanasekaran S. Prediction of Work-Related Risk Factors among Bus Drivers Using Machine Learning. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:15179. [PMID: 36429898 PMCID: PMC9690356 DOI: 10.3390/ijerph192215179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 10/29/2022] [Accepted: 11/03/2022] [Indexed: 06/16/2023]
Abstract
A recent development in ergonomics research is using machine learning techniques for risk assessment and injury prevention. Bus drivers are more likely than other workers to suffer musculoskeletal diseases because of the nature of their jobs and their working conditions (WMSDs). The basic idea of this study is to forecast important work-related risk variables linked to WMSDs in bus drivers using machine learning approaches. A total of 400 full-time male bus drivers from the east and west zone depots of Bengaluru Metropolitan Transport Corporation (BMTC), which is based in Bengaluru, south India, took part in this study. In total, 92.5% of participants responded to the questionnaire. The Modified Nordic Musculoskeletal Questionnaire was used to gather data on symptoms of WMSD during the past 12 months (MNMQ). Machine learning techniques including decision tree, random forest, and naïve Bayes were used to forecast the important risk factors related to WMSDs. It was discovered that WMSDs and work-related characteristics were statistically significant. In total, 66.75% of subjects reported having WMSDs. Various classifiers were used to derive the simulation results for the frequency of pain in the musculoskeletal systems throughout the last 12 months with the important risk variables. With 100% accuracy, decision tree and random forest algorithms produce the same results. Naïve Bayes yields 93.28% accuracy. In this study, through a questionnaire survey and data analysis, several health and work-related risk factors were identified among the bus drivers. Risk factors such as involvement in physical activities, frequent posture change, exposure to vibration, egress ingress, on-duty breaks, and seat adaptability issues have the highest influence on the frequency of pain due to WMSDs among bus drivers. From this study, it is recommended that drivers get involved in physical activities, adopt a healthy lifestyle, and maintain proper posture while driving. For any transport organization/company, it is recommended to design driver cabins ergonomically to mitigate the WMSDs among bus drivers.
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Affiliation(s)
| | - Sakthivel Gnanasekaran
- Centre for Automation, School of Mechanical Engineering, Vellore Institute of Technology, Chennai 600127, India
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Wei K, Fort E, Rollin L, Leroyer A, Charbotel B. Expositions professionnelles et santé des conducteurs professionnels, quelles spécificités pour les chauffeurs de bus urbains ? ARCH MAL PROF ENVIRO 2022. [DOI: 10.1016/j.admp.2022.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
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Hanumegowda PK, Gnanasekaran S. Risk factors and prevalence of work-related musculoskeletal disorders in metropolitan bus drivers: An assessment of whole body and hand-arm transmitted vibration. Work 2022; 71:951-973. [PMID: 35253662 DOI: 10.3233/wor-205007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Metropolitan bus drivers have higher prevalence of work-related musculoskeletal disorders (WMSDs) due to their nature of work and working environment. OBJECTIVE To identify the prevalence of WMSDs and associated risk factors and to conduct real-time testing to evaluate Whole Body Vibration (WBV) and Hand-Arm Vibration (HAV) in buses based on the ISO standards to assess the vibrations levels at different speeds. METHODS Participants in this study were 370 full-time male bus drivers from the north and south zones of 13 depots of Bengaluru Metropolitan Transport Corporation (BMTC), Bengaluru, south India. Information regarding WMSDs symptoms during the previous 7 days and 12 months were collected by Modified Nordic Musculoskeletal Questionnaire (MNMQ). WBV and HAV testing was performed and vibration levels were compared with ISO-2631-1 (1997) and ISO-5349-1-2001 standards. It was found that 68.7% of participants reported WMSDs. RESULTS Several individuals and work-related factors were found to be statistically significant with WMSDs. From the Gini impurity measure, vibration and road types (Asphalt pavement and Rough road) were considered as vital risk factors associated with WMSDs. CONCLUSION From the WBV and HAV evaluations, it was found that for buses on asphalt pavement at > 60 km/h, the vibration level was higher compared to a lower speed. The vibration level exceeded the Exposure Action Value (EAV) on rough roads at all speeds (20km/h, 40km/h and 60km/h) and in several situations considered based on assumptions the vibration level exceeded the Exposure Limiting Value (ELV).
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Affiliation(s)
| | - Sakthivel Gnanasekaran
- School of Mechanical Engineering, VIT Chennai, India.,Centre for Automation, VIT Chennai, India
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Peng Y, Wu Z, Fan C, Zhou J, Yi S, Peng Y, Gao K. Assessment of passenger long-term vibration discomfort: a field study in high-speed train environments. ERGONOMICS 2022; 65:659-671. [PMID: 34678133 DOI: 10.1080/00140139.2021.1980113] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 09/08/2021] [Indexed: 06/13/2023]
Abstract
This study revealed the mechanism of long-term passenger vibration discomfort in high-speed trains and proposed a novel evaluation model to assess it, while the most popular international standard ISO 2631-1 is unsuitable. Here, a field test was conducted to investigate the long-term passenger vibration comfort in high-speed trains under different operation environments by the measurement of the whole-body vibration (WBV) and the subjective ratings of passenger comfort. During the whole sitting period of high-speed train passengers, the phenomena 'compensatory degradation' and 'discomfort accumulation' were found, which meant that the brief termination of vibration cannot fundamentally alleviate passenger vibration comfort. And the vibration comfort can be evaluated by the product of exposure time and the novel vibration acceleration index we proposed. Meanwhile, high-speed trains with higher velocities or running in tunnel environments have higher frequency-weighted WBV amplitude than open-air and lower velocities, which caused more vibration discomfort of passengers. Practitioner Summary: This field study provided data support for ensuring the occupational health of train drivers whose work routes involve a large number of tunnels and improving passenger vibration comfort. Meanwhile, a novel idea was provided for evaluating the vibration comfort of passengers who prolonged exposure to low-amplitude environments.
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Affiliation(s)
- Yong Peng
- Key Laboratory of Traffic Safety on Track of Ministry of Education, School of Traffic & Transportation Engineering, Central South University, Changsha, China
- Joint International Research Laboratory of Key Technology for Rail Traffic Safety, Central South University, Changsha, China
| | - Zhifa Wu
- Key Laboratory of Traffic Safety on Track of Ministry of Education, School of Traffic & Transportation Engineering, Central South University, Changsha, China
- Joint International Research Laboratory of Key Technology for Rail Traffic Safety, Central South University, Changsha, China
| | - Chaojie Fan
- Key Laboratory of Traffic Safety on Track of Ministry of Education, School of Traffic & Transportation Engineering, Central South University, Changsha, China
- Joint International Research Laboratory of Key Technology for Rail Traffic Safety, Central South University, Changsha, China
| | - Jiahao Zhou
- Key Laboratory of Traffic Safety on Track of Ministry of Education, School of Traffic & Transportation Engineering, Central South University, Changsha, China
- Joint International Research Laboratory of Key Technology for Rail Traffic Safety, Central South University, Changsha, China
| | - Shengen Yi
- Research Laboratory of Hepatobiliary Diseases General Surgical Department, The Second Xiangya Hospital, Central South University, Changsha, China
| | | | - Ke Gao
- Locomotive Department, China Railway Guangzhou Group Co., Ltd., Guangzhou, China
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Development of Comfort and Safety Performance of Passenger Seats in Large City Buses. ENERGIES 2021. [DOI: 10.3390/en14227471] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
A bus seat needs to be designed ergonomically for better seating comfort. The present study is intended to develop a cost-effective ergonomic bus seat design based on seat comfort and safety demands. As part of the proposed seat design procedure, seating comfort analysis, identifying preferred design features, and developing a seat design are included. An analysis of the bus seat back and seat pan profiles was conducted. Based on the results of the comfort analysis, the authors identified the preferred design features of bus seats during the design identification process. An improved bus seat prototype was developed based on selected design features in the design development stage. Seating comfort analyses were used to compare the achieved seat with the reference seat. The seat design developed in the present study may be applicable for various types of bus public transport.
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Lynas D, Burgess-Limerick R. Whole-Body Vibration Associated with Dozer Operation at an Australian Surface Coal Mine. Ann Work Expo Health 2019; 63:881-889. [PMID: 31278408 DOI: 10.1093/annweh/wxz054] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2018] [Revised: 05/27/2019] [Accepted: 06/18/2019] [Indexed: 11/14/2022] Open
Abstract
Bulldozers are used extensively on surface mine sites and have been previously identified as being associated with high amplitude whole-body vibration exposures. Previous investigations of this equipment have involved either a very small number of measurements, or measurements of very short duration (or both); or the data obtained were incompletely reported. This research reports 69 measurements (median duration 440 min) obtained from 15 different dozers during operation at a surface coal mine. More than one-third of vertical vibration measurements exceeded the ISO2631.1 Health Guidance Caution Zone when expressed as VDV(8). Considerable variability in measurement amplitudes was found. This was also true within measurements obtained from the same dozers on different shifts suggesting, by a process of elimination, that the remaining variability in whole-body vibration amplitude is a function of some combination of task characteristics, geology, and operator behaviour; rather than equipment-related variability, such as maintenance, suspension, seating, or track design. Short-comings in the evaluation methods provided by ISO2631.1 are highlighted.
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Affiliation(s)
- Danellie Lynas
- Minerals Industry Safety and Health Centre, Sustainable Minerals Institute, The University of Queensland, St. Lucia, Australia
| | - Robin Burgess-Limerick
- Minerals Industry Safety and Health Centre, Sustainable Minerals Institute, The University of Queensland, St. Lucia, Australia
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Fethke NB, Schall MC, Merlino LA, Chen H, Branch CA, Ramaswamy M. Whole-Body Vibration and Trunk Posture During Operation of Agricultural Machinery. Ann Work Expo Health 2019; 62:1123-1133. [PMID: 30239568 DOI: 10.1093/annweh/wxy076] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Accepted: 08/09/2018] [Indexed: 11/13/2022] Open
Abstract
Exposure to whole-body vibration (WBV) is common among agricultural workers and is associated with musculoskeletal health outcomes such as low back pain. Little is known, however, about the characteristics of exposure experienced during actual production practices. We measured WBV levels during agricultural machinery use among a sample of farmers (n = 55) performing routine agricultural activities and explored machinery attributes that may explain WBV summary measures. We also measured trunk posture to provide additional information about physical exposures during machinery operation. Measurements were made on-farm and during actual work conditions of a sample of agricultural machines (n = 112), including tractors, combines, heavy utility vehicles, and all-terrain vehicles (ATVs). Results indicated the presence of high levels of vibration (median frequency-weighted root-mean-square acceleration of approximately 0.8 m s-2) with time signatures that include high-amplitude mechanical shocks (median crest factor of nearly 23). Compared to other machinery types, combines exhibited the lowest WBV levels and among the most favorable trunk postures. Substantial variability was observed in both the WBV and trunk posture summary measures, suggesting for future studies that alternative sampling strategies are needed to fully capture temporal patterns of machinery use.
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Affiliation(s)
- Nathan B Fethke
- Department of Occupational and Environmental Health, University of Iowa, Suite Iowa City, IA, USA
| | - Mark C Schall
- Department of Industrial and Systems Engineering, Auburn University, Shelby Center Auburn, AL, USA
| | - Linda A Merlino
- Department of Occupational and Environmental Health, University of Iowa, Suite Iowa City, IA, USA
| | - Howard Chen
- Department of Mechanical Engineering, Auburn University, Wiggins Hall Auburn, AL, USA
| | - Cassidy A Branch
- Department of Occupational and Environmental Health, University of Iowa, Suite Iowa City, IA, USA
| | - Maya Ramaswamy
- Department of Occupational and Environmental Health, University of Iowa, Suite Iowa City, IA, USA
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Madhavie MKJ, Subashi De Silva GHMJ. Whole-body vibration exposure of roller compactor operators: characteristics and effect of waste rubber in damping the vibration. INTERNATIONAL JOURNAL OF OCCUPATIONAL SAFETY AND ERGONOMICS 2019; 27:774-783. [PMID: 31185824 DOI: 10.1080/10803548.2019.1631546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Whole-body vibration (WBV) exposure of 12 roller compactor operators were measured to investigate the characteristics of WBV transmitted to the roller compactor operators and to assess their level of exposure to WBV. All of the subjects were in the seated position and vibration transmission at the interface between the operator and seat was measured. Operators showed a dominant WBV transmission in the vertical direction. Eight-hour exposure and the vibration dose value were used to assess operators' exposure to WBV. In total, 75% of operators had high or moderate potential health risk defined in the health guidance caution zone specified in Standard No. ISO 2631-1:1997. A rubber mat produced with waste rubber sludge was used to investigate the effect of damping the vibration transmitted to the operator. The rubber mat damped the WBV transmission in all three directions: 18% in vertical, 5% in lateral and 2% in fore-and-aft directions.
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Krajnak K. Health effects associated with occupational exposure to hand-arm or whole body vibration. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART B, CRITICAL REVIEWS 2018; 21:320-334. [PMID: 30583715 PMCID: PMC6415671 DOI: 10.1080/10937404.2018.1557576] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Workers in a number of different occupational sectors are exposed to workplace vibration on a daily basis. This exposure may arise through the use of powered-hand tools or hand-transmitted vibration (HTV). Workers might also be exposed to whole body vibration (WBV) by driving delivery vehicles, earth moving equipment, or through use of tools that generate vibration at low dominant frequencies and high amplitudes, such as jackhammers. Occupational exposure to vibration has been associated with an increased risk of musculoskeletal pain in the back, neck, hands, shoulders, and hips. Occupational exposure may also contribute to the development of peripheral and cardiovascular disorders and gastrointestinal problems. In addition, there are more recent data suggesting that occupational exposure to vibration may enhance the risk of developing certain cancers. The aim of this review is to provide an assessment of the occupations where exposure to vibration is most prevalent, and a description of the adverse health effects associated with occupational exposure to vibration. This review will examine (1) various experimental methods used to measure and describe the characteristics of vibration generated by various tools and vehicles, (2) the etiology of vibration-induced disorders, and (3) how these data were employed to assess and improve intervention strategies and equipment that reduces the transmission of vibration to the body. Finally, there is a discussion of the research gaps that need to be investigated to further reduction in the incidence of vibration-induced illnesses and injuries.
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Affiliation(s)
- Kristine Krajnak
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health , Morgantown , WV , USA
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Ji X, Eger TR, Dickey JP. Evaluation of the vibration attenuation properties of an air-inflated cushion with two different heavy machinery seats in multi-axis vibration environments including jolts. APPLIED ERGONOMICS 2017; 59:293-301. [PMID: 27890140 DOI: 10.1016/j.apergo.2016.06.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2015] [Revised: 05/11/2016] [Accepted: 06/21/2016] [Indexed: 06/06/2023]
Abstract
Seats and cushions can attenuate whole-body vibration (WBV) exposures and minimize health risks for heavy machine operators. We successfully developed neural network (NN) algorithms to identify the vibration attenuation properties for four different seating conditions (seat/cushion combinations), and implemented each of the NN models to predict the equivalent daily exposure A(8) values for various vehicles in the forestry and mining environments. We also evaluated the performance of the new prototype No-Jolt™ air-inflated cushion and the original cushion of each seat with jolt exposures. We observed that the air cushion significantly improved the vibration attenuation properties of the seat that initially had good performance, but not for the seat that had relatively poor vibration attenuation properties. In addition, operator's anthropometrics and sex influenced the performance of the air-inflated cushion when the vibration environment included jolt exposures.
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Affiliation(s)
- Xiaoxu Ji
- Kinesiology/Faculty of Health Sciences, Western University, London, Ontario, Canada
| | - Tammy R Eger
- Centre for Research in Occupational Safety and Health, Laurentian University, Sudbury, Ontario, Canada
| | - James P Dickey
- Kinesiology/Faculty of Health Sciences, Western University, London, Ontario, Canada.
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Kim JH, Zigman M, Aulck LS, Ibbotson JA, Dennerlein JT, Johnson PW. Whole Body Vibration Exposures and Health Status among Professional Truck Drivers: A Cross-sectional Analysis. ANNALS OF OCCUPATIONAL HYGIENE 2016; 60:936-48. [DOI: 10.1093/annhyg/mew040] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2015] [Accepted: 05/18/2016] [Indexed: 12/30/2022]
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Mansfield N, Sammonds G, Nguyen L. Driver discomfort in vehicle seats - Effect of changing road conditions and seat foam composition. APPLIED ERGONOMICS 2015; 50:153-159. [PMID: 25959330 DOI: 10.1016/j.apergo.2015.03.010] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2014] [Revised: 03/03/2015] [Accepted: 03/10/2015] [Indexed: 06/04/2023]
Abstract
Discomfort in vehicle seats is a multi-factorial problem with contributions occurring from effects of sitting duration, seat design, and the dynamic environment to which the occupant is exposed. This paper reports laboratory studies investigating the extent to which reports of discomfort are affected by vibration commencing or ceasing, and whether methods of assessment are sensitive enough to detect small changes in foam composition. Study 1 measured discomfort ratings for two conditions of 60 min each, comprising 30 min of vibration exposure followed by 30 min of static sitting in a car seat, and vice-versa. Study 2 measured discomfort ratings for three conditions over a period of 40 min each, whilst participants were sitting in one of two car seat compositions, and either exposed to vibration or not. In both studies participants operated a driving simulator. It is shown that exposure to vibration increases the rate of discomfort onset in comparison to periods of static sitting. When vibration stopped, there was an acute improvement in comfort but discomfort did not drop to the levels reported by those who had been unexposed. When vibration started after 30 min of static sitting, there was an acute increase in discomfort but not to the levels reported by those who had been exposed to 30 min of vibration. After 40 min of continuous exposure it was possible to detect significant differences in overall discomfort between the two seat compositions, although trends could be observed in less time.
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Affiliation(s)
- Neil Mansfield
- Environmental Ergonomics Research Centre, Loughborough Design School, Loughborough University, LE11 3TU, UK.
| | - George Sammonds
- Environmental Ergonomics Research Centre, Loughborough Design School, Loughborough University, LE11 3TU, UK
| | - Linh Nguyen
- Environmental Ergonomics Research Centre, Loughborough Design School, Loughborough University, LE11 3TU, UK
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