Analyse de données physiologiques et classification de l'activité physique. Application à la mesure de l'observance des traitements en réadaptation.

本研究项目的目的是开发一种系统，用于对身体活动进行分类，并分析智能纺织品记录的生理数据。这些系统将用于实施一种工具，以衡量家庭康复治疗的依从性。生理数据分类和分析系统以及观察测量工具将集成到Hexoskin平台中，该平台是由我们的工业合作伙伴carr<s:1>技术公司开发的智能纺织品。这些新工具的开发有四个具体目标，每个目标代表一个里程碑式的步骤。第一个将侧重于开发一个由Hexoskin测量的大型数据数据库，并代表几种体育活动（目标1）。第二个将是研究分类这些数据的问题，以开发稳健的方法，可以识别日常生活中的现实生活活动（目标2）。第三阶段将侧重于基于身体活动分类的生理数据（心脏和呼吸）分析（目标3）。最后一步将是应用这些方法来衡量患者在家庭康复中的依从性（目标4）。除了推进形状分类和生理数据分析领域的知识外，该项目还将使配备观察测量工具的Hexoskin的营销成为可能。该工具将为患者、组织和合作伙伴带来可观的好处。康复患者的家庭监测将显著降低治疗成本，同时提高患者的生活质量。此外，它将促进新形式的患者治疗管理的出现，比使用传统的常规医疗实践更有效。最后，该工具将加强我们的工业合作伙伴carr<s:1>技术公司在医疗技术领域的专业知识。预期的效益将为加拿大经济的卫生部门带来巨大的附带效益。

The objective of this research project is to develop systems for classifying physical activity and analysing physiological data recorded by an intelligent textile. These systems will be used for the implementation of a tool to measure adherence to home rehabilitation treatment. The physiological data classification and analysis systems and the observance measurement tool will be integrated into the Hexoskin platform, an intelligent textile developed by our industrial partner Carré Technologies Inc. The development of these new tools has four specific objectives, each representing a milestone step. The first will focus on the development of a large database of data measured by Hexoskin and representing several classes of physical activity (Objective 1). The second will be to study the problem of classifying these data in order to develop robust methods that can recognize real-life activities in everyday life (Objective 2). The third phase will focus on an analysis of physiological data (cardiac and respiratory) based on physical activity classification (Objective 3). The final step will be the application of these methods to measure patient compliance in home rehabilitation (Objective 4). In addition to advancing knowledge in the field of shape classification and physiological data analysis, this project will enable the marketing of Hexoskin equipped with the observance measurement tool. This tool will have considerable benefits for patients, organisations and the partner. Home monitoring of rehabilitation patients will significantly reduce treatment costs while improving the quality of life for patients. In addition, it will promote the emergence of new forms of patient treatment management that are more effective than those using conventional conventional medical practice. Finally, this tool will strengthen the expertise of our industrial partner Carré Technologies in the medical technology field. The anticipated benefits will generate substantial spinoffs for the Canadian economy in the health sector.