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用于压力识别和分类的客观测量、传感器和计算技术:综述。

Objective measures, sensors and computational techniques for stress recognition and classification: a survey.

机构信息

Information and Human Centred Computing Research Group, Research School of Computer Science, Australian National University, Canberra, ACT 0200, Australia.

出版信息

Comput Methods Programs Biomed. 2012 Dec;108(3):1287-301. doi: 10.1016/j.cmpb.2012.07.003. Epub 2012 Aug 24.

Abstract

Stress is a major growing concern in our day and age adversely impacting both individuals and society. Stress research has a wide range of benefits from improving personal operations, learning, and increasing work productivity to benefiting society - making it an interesting and socially beneficial area of research. This survey reviews sensors that have been used to measure stress and investigates techniques for modelling stress. It discusses non-invasive and unobtrusive sensors for measuring computed stress, a term we coin in the paper. Sensors that do not impede everyday activities that could be used by those who would like to monitor stress levels on a regular basis (e.g. vehicle drivers, patients with illnesses linked to stress) is the focus of the discussion. Computational techniques have the capacity to determine optimal sensor fusion and automate data analysis for stress recognition and classification. Several computational techniques have been developed to model stress based on techniques such as Bayesian networks, artificial neural networks, and support vector machines, which this survey investigates. The survey concludes with a summary and provides possible directions for further computational stress research.

摘要

压力是我们这个时代日益严重的问题,对个人和社会都有不利影响。压力研究具有广泛的益处,从提高个人工作效率、学习能力和提高工作效率,到造福社会,使其成为一个有趣且对社会有益的研究领域。本调查回顾了用于测量压力的传感器,并研究了压力建模技术。它讨论了用于测量计算压力的非侵入性和非干扰性传感器,这是我们在本文中创造的一个术语。我们关注的是那些希望定期监测压力水平的人(例如,驾驶员、与压力相关疾病的患者)可以使用的不会妨碍日常活动的传感器。计算技术有能力确定最佳传感器融合,并实现压力识别和分类的数据分析自动化。已经开发了几种基于贝叶斯网络、人工神经网络和支持向量机等技术的计算技术来对压力进行建模,本调查对此进行了研究。该调查以总结结束,并为进一步的计算压力研究提供了可能的方向。

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