1
|
Zerin N, Breloff SP, Dai F, Carey RE, Warren CM, Moore KD, Hawke AL, Sinsel EW, Wu JZ. Phase Level Assessment of Ergonomic Intervention Effectiveness in Reducing Knee Musculoskeletal Disorder Risks During Residential Roof Shingle Installation. Am J Ind Med 2025; 68 Suppl 1:S131-S143. [PMID: 39788608 DOI: 10.1002/ajim.23701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Accepted: 12/19/2024] [Indexed: 01/12/2025]
Abstract
BACKGROUND This study aimed to assess how knee savers (KSs) and knee pads (KPs) alleviate risks of knee musculoskeletal disorders (MSDs) among roofers during various phases of shingle installation. These phases encompass (1) reaching for shingles, (2) placing shingles, (3) grabbing a nail gun, (4) moving to the first nailing position, (5) nailing shingles, (6) replacing the nail gun, and (7) returning to an upright position. METHODS In a laboratory setting, nine male participants simulated the shingle installation task on a slope-adjustable roof platform (0°, 15°, and 30° slopes) under four intervention conditions: no intervention (NO); with KPs only (KP); with KSs only (KS); and with both KPs and KSs (BO). Knee flexion, abduction, adduction, and internal/external rotations were measured to assess intervention impact through statistical analysis. RESULTS Phase 5 (nailing shingles), one of the riskiest phases, saw reduced knee rotations, with BO and KP interventions being the most effective. Phase 6 (replacing the nail gun) exhibited notable reductions in all knee rotations, primarily due to BO intervention. Significant improvements in certain knee angles for other phases were noted, particularly with BO intervention. CONCLUSIONS BO and KP can lower knee strain by minimizing extreme knee postures and thereby reducing the risk of MSDs during the installation of shingles, especially at critical periods and on steeper slopes. This study highlights the importance of applying focused ergonomic techniques in the roofing sector to improve workers' musculoskeletal health.
Collapse
Affiliation(s)
- Nazia Zerin
- Wadsworth Department of Civil and Environmental Engineering, West Virginia University, Morgantown, West Virginia, USA
| | - Scott P Breloff
- National Institute for Occupational Safety and Health, Cincinnati, Ohio, USA
| | - Fei Dai
- Wadsworth Department of Civil and Environmental Engineering, West Virginia University, Morgantown, West Virginia, USA
| | - Robert E Carey
- National Institute for Occupational Safety and Health, Morgantown, West Virginia, USA
| | - Christopher M Warren
- National Institute for Occupational Safety and Health, Morgantown, West Virginia, USA
| | - Kevin D Moore
- National Institute for Occupational Safety and Health, Morgantown, West Virginia, USA
| | - Ashley L Hawke
- National Institute for Occupational Safety and Health, Morgantown, West Virginia, USA
| | - Erik W Sinsel
- National Institute for Occupational Safety and Health, Morgantown, West Virginia, USA
| | - John Z Wu
- National Institute for Occupational Safety and Health, Morgantown, West Virginia, USA
| |
Collapse
|
2
|
Onofrejova D, Andrejiova M, Porubcanova D, Pacaiova H, Sobotova L. A Case Study of Ergonomic Risk Assessment in Slovakia with Respect to EU Standard. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2024; 21:666. [PMID: 38928914 PMCID: PMC11203981 DOI: 10.3390/ijerph21060666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 05/10/2024] [Accepted: 05/14/2024] [Indexed: 06/28/2024]
Abstract
Attention on work-related musculoskeletal disorders (WMSDs) involves statistical surveys showing an increasing trend in the incidence of WMSDs. Technological development has led to new tools and methods for the assessment of physical load at work. These methods are mostly based on the direct sensing of appropriate parameters, which allows more precise quantification. The aim of this paper is to compare several commonly used methods in Slovakia for the assessment of ergonomic risk reflecting current EU and Slovak legislative regulations. A Captiv wireless sensory system was used at a car headlight quality control assembly workplace for sensing, data acquisition and data processing. During the evaluation of postures and movements at work, we discovered differences in the applicable standards: Decree 542/2007 Coll. (Slovak Legislation), the STN EN 1005-4+A1, and the French standards default in the Captiv system. Standards define the thresholds for hazardous postures with significant differences in several evaluated body segments, which affects the final evaluation of the measurements. Our experience from applying improved risk assessment methodology may have an impact on Slovak industrial workplaces. It was confirmed that there is a need to create uniform standards for the ergonomic risk assessment of body posture, including a detailed description of the threshold values for individual body segments.
Collapse
Affiliation(s)
- Daniela Onofrejova
- Faculty of Mechanical Engineering, Department of Safety and Production Quality, Technical University of Kosice, Letna 1/9, 04200 Kosice-Sever, Slovakia; (D.P.); (H.P.)
| | - Miriam Andrejiova
- Faculty of Mechanical Engineering, Department of Applied Mathematics and Computer Science, Technical University of Kosice, Letna 1/9, 04200 Kosice-Sever, Slovakia;
| | - Denisa Porubcanova
- Faculty of Mechanical Engineering, Department of Safety and Production Quality, Technical University of Kosice, Letna 1/9, 04200 Kosice-Sever, Slovakia; (D.P.); (H.P.)
| | - Hana Pacaiova
- Faculty of Mechanical Engineering, Department of Safety and Production Quality, Technical University of Kosice, Letna 1/9, 04200 Kosice-Sever, Slovakia; (D.P.); (H.P.)
| | - Lydia Sobotova
- Faculty of Mechanical Engineering, Department of Business Management and Environmental Engineering, Technical University of Kosice, Letna 1/9, 04200 Kosice-Sever, Slovakia;
| |
Collapse
|
3
|
Brandt M, Bláfoss R, Jakobsen MD, Samani A, Ajslev JZ, Madeleine P, Andersen LL. Influence of brick laying height on biomechanical load in masons: Cross-sectional field study with technical measurements. Work 2024; 79:459-470. [PMID: 38517831 PMCID: PMC11492044 DOI: 10.3233/wor-230325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 02/20/2024] [Indexed: 03/24/2024] Open
Abstract
BACKGROUND Work-related musculoskeletal disorders (WMSDs) located in the low back and neck/shoulder regions are major concerns for both workers, workplaces, and society. Masons are prone to WMSD, because their work is characterized by repetitive work and high physical workload. However, the knowledge on the physical workload during bricklaying is primarily based on subjective measurements. OBJECTIVE This cross-sectional field study with technical measurements aimed to quantify physical workload in terms of muscular activity and degree of forward bending during bricklaying at different working heights among masons, i.e., knee, hip, shoulder, and above shoulder height. METHODS Twelve male (36.1±16.1 years) experienced masons participated in a cross-sectional field study with technical measurements. Surface electromyography from erector spinae longissimus and upper trapezius muscles and an inertial measurement unit-sensor placed on the upper back were used to assess the physical workload (level of muscle activation and degree of forward bending) different bricklaying heights. Manual video analysis was used to determine duration of work tasks, frequency, type, and working height. The working heights were categorized as 'knee', 'hip', 'shoulder', and 'above shoulder'. The 95 percentiles of the normalized Root Mean Square (RMSn) values were extracted assess from erector spinae and trapezius recordings to assess strenuous level muscle of muscle activation. RESULTS The RMSn of dominant erector spinae muscle increased from hip- to shoulder height (from 26.6 to 29.6, P < 0.0001), but not from hip to above shoulder height and decreased from hip to knee height (from 26.6 to 18.9, P < 0.0001). For the dominant trapezius muscle, the RMSn increased from hip- to shoulder- and above shoulder height (from 13.9 to 19.7 and 24.0, respectively, P < 0.0001) but decreased from hip- to knee height (from 13.9 to 11.5, P < 0.0001). Compared to hip height (27.9°), an increased forward bending was detected during bricklaying at knee height (34.5°, P < 0.0001) and a decreased degree of forward bending at shoulder- and above shoulder height (17.6° and 12.5°, P < 0.0001, respectively). CONCLUSION Based on technical measurements, bricklaying at hip height showed the best compromise between muscular load and degree of forward bending. This study contributes to the development of the work environment for masons and can help guide preventive initiatives to reduce physical workload.
Collapse
Affiliation(s)
- Mikkel Brandt
- National Research Centre for the Working Environment, Copenhagen, Denmark
| | - Rúni Bláfoss
- National Research Centre for the Working Environment, Copenhagen, Denmark
- Research Unit for Muscle Physiology and Biomechanics, Department of Sports Science and Clinical Biomechanics, University of Southern Denmark, Odense, Denmark
| | | | - Afshin Samani
- ExerciseTech, Department of Health Science and Technology, Faculty of Medicine, Aalborg University, Denmark
| | - Jeppe Z.N. Ajslev
- National Research Centre for the Working Environment, Copenhagen, Denmark
| | - Pascal Madeleine
- ExerciseTech, Department of Health Science and Technology, Faculty of Medicine, Aalborg University, Denmark
| | - Lars L. Andersen
- National Research Centre for the Working Environment, Copenhagen, Denmark
- ExerciseTech, Department of Health Science and Technology, Faculty of Medicine, Aalborg University, Denmark
| |
Collapse
|
4
|
Ding Z, Xiong Z, Ouyang Y. A Bibliometric Analysis of Neuroscience Tools Use in Construction Health and Safety Management. SENSORS (BASEL, SWITZERLAND) 2023; 23:9522. [PMID: 38067895 PMCID: PMC10708774 DOI: 10.3390/s23239522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Revised: 10/29/2023] [Accepted: 11/28/2023] [Indexed: 12/18/2023]
Abstract
Despite longstanding traditional construction health and safety management (CHSM) methods, the construction industry continues to face persistent challenges in this field. Neuroscience tools offer potential advantages in addressing these safety and health issues by providing objective data to indicate subjects' cognition and behavior. The application of neuroscience tools in the CHSM has received much attention in the construction research community, but comprehensive statistics on the application of neuroscience tools to CHSM is lacking to provide insights for the later scholars. Therefore, this study applied bibliometric analysis to examine the current state of neuroscience tools use in CHSM. The development phases; the most productive journals, regions, and institutions; influential scholars and articles; author collaboration; reference co-citation; and application domains of the tools were identified. It revealed four application domains: monitoring the safety status of construction workers, enhancing the construction hazard recognition ability, reducing work-related musculoskeletal disorders of construction workers, and integrating neuroscience tools with artificial intelligence techniques in enhancing occupational safety and health, where magnetoencephalography (EMG), electroencephalography (EEG), eye-tracking, and electrodermal activity (EDA) are four predominant neuroscience tools. It also shows a growing interest in integrating the neuroscience tools with artificial intelligence techniques to address the safety and health issues. In addition, future studies are suggested to facilitate the applications of these tools in construction workplaces by narrowing the gaps between experimental settings and real situations, enhancing the quality of data collected by neuroscience tools and performance of data processing algorithms, and overcoming user resistance in tools adoption.
Collapse
Affiliation(s)
- Zhikun Ding
- Key Laboratory of Coastal Urban Resilient Infrastructures (Shenzhen University), Ministry of Education, Shenzhen 518060, China
- Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen 518060, China
- Sino-Australia Joint Research Center in BIM and Smart Construction, Shenzhen University, Shenzhen 518060, China
- Shenzhen Key Laboratory of Green, Efficient and Intelligent Construction of Underground Metro Station, Shenzhen University, Shenzhen 518060, China
| | - Zhaoyang Xiong
- Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen 518060, China
- Sino-Australia Joint Research Center in BIM and Smart Construction, Shenzhen University, Shenzhen 518060, China
| | - Yewei Ouyang
- Department of Architecture and Civil Engineering, City University of Hong Kong, Kowloon, Hong Kong, China
| |
Collapse
|
5
|
Wang Q, Wei B, Wei Z, Gao S, Jin X, Yang P. Reconstruction of a Car-Running Pedestrian Accident Based on a Humanoid Robot Method. SENSORS (BASEL, SWITZERLAND) 2023; 23:7882. [PMID: 37765938 PMCID: PMC10535210 DOI: 10.3390/s23187882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 09/06/2023] [Accepted: 09/12/2023] [Indexed: 09/29/2023]
Abstract
Due to the characteristics of multibody (MB) and finite element (FE) digital human body models (HBMs), the reconstruction of running pedestrians (RPs) remains a major challenge in traffic accidents (TAs) and new innovative methods are needed. This study presents a novel approach for reconstructing moving pedestrian TAs based on a humanoid robot method to improve the accuracy of analyzing dynamic vehicle-pedestrian collision accidents. Firstly, we applied the theory of humanoid robots to the corresponding joints and centroids of the TNO HBM and implemented the pedestrian running process. Secondly, we used rigid-flexible coupling HBMs to build pedestrians, which can not only simulate running but also analyze human injuries. Then, we validated the feasibility of the RP reconstruction method by comparing the simulated dynamics with the pedestrian in the accident. Next, we extracted the velocity and posture of the pedestrian at the moment of collision and further validated the modeling method through a comparison of human injuries and forensic autopsy results. Finally, by comparing two other cases, we can conclude that there are relative errors in both the pedestrian injury results and the rest position. This comparative analysis is helpful for understanding the differences in injury characteristics between the running pedestrian and the other two cases in TAs.
Collapse
Affiliation(s)
- Qian Wang
- School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
- State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Bo Wei
- Aerospace System Engineering Shanghai, Shanghai 201109, China
| | - Zheng Wei
- School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
- State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Shang Gao
- School of Petroleum Engineering, China University of Petroleum, Qingdao 266580, China
| | - Xianlong Jin
- School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
- State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Peizhong Yang
- School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
- State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai 200240, China
| |
Collapse
|
6
|
Ohlendorf D, Schneidereit L, Hermanns I, Holzgreve F, Maltry L, Ellegast R, Wanke EM, Nienhaus A, Groneberg DA. The burden of conveyor belt work in the canteen kitchen: A question of working height? Work 2022; 73:881-894. [DOI: 10.3233/wor-205170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND: Working in forced postures and standing continuously can be classified as straining the musculoskeletal system. OBJECTIVE: Since such postures are frequently used in hospital canteen kitchens, we used kinematic analysis to determine the working postures of canteen kitchen staff. METHODS: In this study, the daily work routine of 18 (11 w/7 m) workers of a hospital canteen kitchen (Frankfurt/Main, Germany) aged 21–62 years (46±13 years) was examined by means of kinematic analysis (CULEA system; IFA; Sankt Augustin/Germany) and a detailed computerized analysis of the activities performed on- site. Angle values of the head and trunk were evaluated in accordance with ergonomic standards and presented using percentile values (P05-P95). The OWAS method was also employed to capture the proportions of standing, walking and sitting work. RESULTS: The kinematic posture analysis showed for all activities on the conveyor belt a tendency towards a dorsally inclined body position: trunk inclination (–7.5° to 0), thoracic spine inclination or a bending forward (–11.3° to 0°) and curvature of the back within the thoracic spine (–15.2° to 0°). In addition,>90% of the “activities on the belt” (46% of the daily working routine) were carried out standing. CONCLUSION: The activities on the conveyor belt were characterized by a tendency towards hyperextension of the trunk, possibly due to a too high working environment. Furthermore, an increased burden on body structures while standing can be concluded. From a primary prevention perspective, this increased standing load should be reduced by behavioral and relational prevention measures.
Collapse
Affiliation(s)
- Daniela Ohlendorf
- Institute of Occupational Medicine, Social Medicine and Environmental Medicine, Goethe University, Frankfurt am Main, Germany
| | - Laura Schneidereit
- Institute of Occupational Medicine, Social Medicine and Environmental Medicine, Goethe University, Frankfurt am Main, Germany
| | - Ingo Hermanns
- Institute for Occupational Health and Safety (IFA), German Social Accident Insurance (DGUV), Sankt Augustin, Germany
| | - Fabian Holzgreve
- Institute of Occupational Medicine, Social Medicine and Environmental Medicine, Goethe University, Frankfurt am Main, Germany
| | - Laura Maltry
- Institute of Occupational Medicine, Social Medicine and Environmental Medicine, Goethe University, Frankfurt am Main, Germany
| | - Rolf Ellegast
- Institute for Occupational Health and Safety (IFA), German Social Accident Insurance (DGUV), Sankt Augustin, Germany
| | - Eileen M. Wanke
- Institute of Occupational Medicine, Social Medicine and Environmental Medicine, Goethe University, Frankfurt am Main, Germany
| | - Albert Nienhaus
- Competence Center for Epidemiology and Health Services Research for Dermatology and Nursing (IVDP), University Medical Center, Hamburg-Eppendorf, Germany
| | - David A. Groneberg
- Institute of Occupational Medicine, Social Medicine and Environmental Medicine, Goethe University, Frankfurt am Main, Germany
| |
Collapse
|
7
|
Effects of Body Posture and Different Exercise Intensity on Athletes’ Limb Injury. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:5103017. [PMID: 35799669 PMCID: PMC9256291 DOI: 10.1155/2022/5103017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 05/25/2022] [Accepted: 06/02/2022] [Indexed: 11/26/2022]
Abstract
The purpose of this study was to solve the problem of the influence of body posture and different exercise intensity on athletes' limb injuries, to meet the needs of understanding athletes' injuries, and to make up for the lack of investigations on athletes' limb injuries; this also increases the chances of an athlete avoiding injury. Severe acute sports injuries of high-level gymnasts endanger the personal safety of athletes. Many movements in gymnastics are done in the air much higher than the ground, and there is no fulcrum when the athlete does the movements; this just can only maintain balance and change your body posture through your own feelings, a slight error can easily cause your head or upper body to fall down, and the fragile spine cannot withstand the strong impact of the ground, resulting in high vertebral fractures, high paraplegia, and even death. Therefore, through a survey of 126 rhythmic gymnasts who participated in the 2011 “China Art Sports Cup” China Rhythmic Gymnastics Championship, a total of 172 injuries were found in 136 gymnasts, and the injury risk analysis was carried out from the main characteristics of the injuries.
Collapse
|
8
|
Stiles S, Golightly D, Ryan B. Impact of COVID-19 on health and safety in the construction sector. HUMAN FACTORS AND ERGONOMICS IN MANUFACTURING 2021; 31:425-437. [PMID: 33821125 PMCID: PMC8013414 DOI: 10.1002/hfm.20882] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Revised: 10/17/2020] [Accepted: 12/05/2020] [Indexed: 05/08/2023]
Abstract
Construction has been significantly affected by COVID-19 yet is critical to the post-COVID economic recovery. Specifically, construction needs to be constantly aware of safety and risk balanced with timely project delivery. Guidance for COVID-19 must therefore be implemented in a way that reflects working practice and pressures. There is, however, a potential knowledge gap regarding the practical feasibility and impact of applying COVID-19 measures within construction, made more difficult by factors such as the temporary nature of projects and complex working arrangements. This article presents a commentary on safe construction during, and beyond, COVID-19, covering the human factors challenges and practicalities of implementing COVID-19 measures. We observe that while guidance is strong on risk management, understanding of how best to implement this guidance is not yet stable. Also, care must be taken that implementing guidance does not detract from general safety, which is also challenged by increased pressures on delivery arising from COVID-19. There may, however, be opportunities for safer working practice arising from new awareness of health, hygiene, and safety risk. The role of safety leadership is overlooked in guidance yet is vital to ensure safe application of COVID-19 working practices. The key message is that COVID-19 needs to be integrated and promoted within a general risk management approach, in part because this takes account of differing priorities regarding safety risks, rather than overly focussing on COVID-19, and also because the effectiveness of COVID-19 mitigations can be amplified by integration with pre-existing safety processes.
Collapse
Affiliation(s)
| | | | - Brendan Ryan
- Faculty of EngineeringUniversity of NottinghamNottinghamUK
| |
Collapse
|
9
|
A Review of Relevant Regulations, Requirements and Assessment Methods Concerning Physical Load in Workplaces in the Slovak Republic. SAFETY 2021. [DOI: 10.3390/safety7010023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
This review brings an overview of the Slovak regulations concerning occupational safety and health at work (OSH) primarily considering the parameter of physical load. In addition to regulations, this article focuses on particular requirements at workplaces with an increased physical load and describes the permissible values of the physical load (see tables). Attention is given to assessing the working posture and handling of loads. The main purpose of the evaluation is to determine the parameters of physical load, which is the first important step in the process of health risk assessment. Based on the physical load assessment and the categorization of tasks for the physical load factor in the Slovak Republic, further steps and measures should be taken to improve working conditions, to reduce the workload, number of health problems, fatigue, and ultimately to prevent accidents at work and work-related musculoskeletal diseases.
Collapse
|
10
|
Dutta A, Breloff SP, Dai F, Sinsel EW, Carey RE, Warren CM, Wu JZ. Fusing imperfect experimental data for risk assessment of musculoskeletal disorders in construction using canonical polyadic decomposition. AUTOMATION IN CONSTRUCTION 2020; 119:10.1016/j.autcon.2020.103322. [PMID: 33897107 PMCID: PMC8064735 DOI: 10.1016/j.autcon.2020.103322] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Field or laboratory data collected for work-related musculoskeletal disorder (WMSD) risk assessment in construction often becomes unreliable as a large amount of data go missing due to technology-induced errors, instrument failures or sometimes at random. Missing data can adversely affect the assessment conclusions. This study proposes a method that applies Canonical Polyadic Decomposition (CPD) tensor decomposition to fuse multiple sparse risk-related datasets and fill in missing data by leveraging the correlation among multiple risk indicators within those datasets. Two knee WMSD risk-related datasets-3D knee rotation (kinematics) and electromyography (EMG) of five knee postural muscles-collected from previous studies were used for the validation and demonstration of the proposed method. The analysis results revealed that for a large portion of missing values (40%), the proposed method can generate a fused dataset that provides reliable risk assessment results highly consistent (70%-87%) with those obtained from the original experimental datasets. This signified the usefulness of the proposed method for use in WMSD risk assessment studies when data collection is affected by a significant amount of missing data, which will facilitate reliable assessment of WMSD risks among construction workers. In the future, findings of this study will be implemented to explore whether, and to what extent, the fused dataset outperforms the datasets with missing values by comparing consistencies of the risk assessment results obtained from these datasets for further investigation of the fusion performance.
Collapse
Affiliation(s)
- Amrita Dutta
- Department of Civil and Environmental Engineering, West Virginia University, P.O. Box 6103, Morgantown, WV 26506, United States of America
| | - Scott P. Breloff
- National Institute for Occupational Safety and Health, 1095 Willowdale Road, Morgantown, WV 26505, United States of America
| | - Fei Dai
- Department of Civil and Environmental Engineering, West Virginia University, P.O. Box 6103, Morgantown, WV 26506, United States of America
| | - Erik W. Sinsel
- National Institute for Occupational Safety and Health, 1095 Willowdale Road, Morgantown, WV 26505, United States of America
| | - Robert E. Carey
- National Institute for Occupational Safety and Health, 1095 Willowdale Road, Morgantown, WV 26505, United States of America
| | - Christopher M. Warren
- National Institute for Occupational Safety and Health, 1095 Willowdale Road, Morgantown, WV 26505, United States of America
| | - John Z. Wu
- National Institute for Occupational Safety and Health, 1095 Willowdale Road, Morgantown, WV 26505, United States of America
| |
Collapse
|