A fuzzy logic approach to improve the sensitivity of the rapid entire body assessment method.

IF 1.6 4区 医学 Q3 ERGONOMICS International Journal of Occupational Safety and Ergonomics Pub Date : 2025-06-01 Epub Date: 2025-01-27 DOI:10.1080/10803548.2024.2445980
Chuan Zhao, Qian Qian Li, Carisa Harris Adamson, Alireza Nemati
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Abstract

Conventional ergonomic observation methods, such as rapid entire body assessment (REBA), are limited in their sensitivity and reliability, particularly in detecting changes in input variables. This study integrates fuzzy logic with the REBA method, utilizing trapezoidal membership functions to fuzzify the input variables. The center of gravity method was employed for defuzzification, and if-then rules were formulated to enhance the REBA method. The findings revealed that the fuzzy REBA method is more sensitive to changes in the risk of work-related musculoskeletal disorders (WMSDs) than conventional REBA. Furthermore, the intraclass correlation coefficient (ICC) of the risk scores obtained with the fuzzy REBA method ranged from 0.76 to 0.89, indicating reliable outcomes. The proposed fuzzy REBA method offers a more reliable approach for on-site ergonomic assessments, thereby reducing observational errors and potentially reducing the incidence of WMSDs in the workplace.

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采用模糊逻辑方法提高全身快速评估方法的灵敏度。
传统的人体工程学观察方法,如快速全身评估(REBA),其灵敏度和可靠性有限,特别是在检测输入变量的变化方面。本研究将模糊逻辑与REBA方法相结合,利用梯形隶属函数对输入变量进行模糊化。采用重心法进行解模糊,并制定if-then规则对REBA方法进行改进。结果表明,与传统的REBA相比,模糊REBA方法对与工作相关的肌肉骨骼疾病(WMSDs)风险的变化更为敏感。此外,模糊REBA方法获得的风险评分的类内相关系数(ICC)在0.76 ~ 0.89之间,表明结果可靠。提出的模糊REBA方法为现场人体工程学评估提供了一种更可靠的方法,从而减少了观测误差,并有可能降低工作场所WMSDs的发病率。
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来源期刊
CiteScore
4.80
自引率
8.30%
发文量
152
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