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使用人工神经网络预测直升机头盔佩戴条件下的颈椎压缩和剪切力

Predicting Cervical Spine Compression and Shear in Helicopter Helmeted Conditions Using Artificial Neural Networks.

作者信息

Moore Christopher A B, Barrett Jeffery M, Healey Laura, Callaghan Jack P, Fischer Steven L

机构信息

Department of Kinesiology, University of Waterloo, Waterloo, Ontario, Canada.

School of Public Health and Health Sciences, University of Massachusetts Amherst, Amherst, MA, USA.

出版信息

IISE Trans Occup Ergon Hum Factors. 2021 Jul-Dec;9(3-4):154-166. doi: 10.1080/24725838.2021.1938760. Epub 2021 Jul 5.

Abstract

OCCUPATIONAL APPLICATIONSMilitary helicopter pilots around the globe are at high risk of neck pain related to their use of helmet-mounted night vision goggles. Unfortunately, it is difficult to design alternative helmet configurations that reduce the biomechanical exposures on the cervical spine during flight because the time and resource costs associated with assessing these exposures are prohibitive. Instead, we developed artificial neural networks (ANNs) to predict cervical spine compression and shear given head-trunk kinematics and joint moments in the lower neck, data readily available from digital human models. The ANNs detected differences in cervical spine compression and anteroposterior shear between helmet configuration conditions during flight-relevant head movement, consistent with results from a detailed model based on electromyographic data. These ANNs may be useful in helping to prevent neck pain related to military helicopter flight by facilitating virtual biomechanical assessment of helmet configurations upstream in the design process.

摘要

职业应用

全球范围内的军事直升机飞行员因使用头盔式夜视镜而面临颈部疼痛的高风险。不幸的是,由于评估这些暴露相关的时间和资源成本过高,很难设计出能在飞行过程中减少颈椎生物力学暴露的替代头盔配置。相反,我们开发了人工神经网络(ANNs),根据头部-躯干运动学和下颈部的关节力矩来预测颈椎的压缩和剪切力,这些数据可从数字人体模型中轻松获取。人工神经网络在与飞行相关的头部运动过程中,检测到了头盔配置条件之间颈椎压缩和前后剪切力的差异,这与基于肌电图数据的详细模型结果一致。这些人工神经网络通过在设计过程的上游促进对头盔配置的虚拟生物力学评估,可能有助于预防与军事直升机飞行相关的颈部疼痛。

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