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A Novel Adaptive Approach for Home Care Ambient Intelligent Environments with an Emotion-Aware System

机译:具有情感感知系统的家庭护理环境智能环境的新型自适应方法

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The elderly population worldwide has an increasing expectation of well-being and life expectancy. The monitoring of elderly people on an individual basis, in a medical sense, will not be a viable proposition in the future. The infrastructure available is not adequate to meet all expectations and subsequently people will continue to live at home with inadequate care. Prior research has shown an accelerated need for the expansion in the Ambient Intelligence (AmI) domain and to that end we present a novel learning technique for intelligent agents that are embedded in Ambient Intelligent Environments (AIEs). A novel agent that combines an emotion recognition system with a fuzzy logic based learning and adaptation technique provides for an automated self-learning system that constantly adapts to individual requirements. This agent, entitled Health Adaptive Emotion Fuzzy Agent (HAOEFA), has the ability to model and learn the user behaviour in order to control the environment on their behalf with respect to his/her emotional preferences. In addition, the agent incorporates temporal adaption in order to facilitate changing behaviour and preferences within the environment. The results show that such architecture can both provide monitoring and ambient environmental control features such that users with limited physical or cognitive functions can have their well-being advanced with limited external resources.
机译:全世界的老年人人口越来越大,对福祉和预期寿命的预期增加。在医学意义上,在个人基础上监测老年人不会成为未来可行的命题。可用的基础设施不足以满足所有期望,随后人们将继续在家中居住在家里不足。现有研究表明,在环境智能(AMI)领域的扩展以及该结束的加速需求我们为嵌入了环境智能环境(AIE)的智能代理商提供了一种新的学习技术。将情绪识别系统与基于模糊的逻辑的学习和适配技术相结合的新型代理商提供了一种不断适应个人要求的自动自学习系统。该代理商,题为Health Adaptive Moction Fuzzy Agent(Haoefa)的能力,具有模拟和学习用户行为的能力,以便为他/她的情感偏好控制环境。此外,代理包括时间适应,以便于改变环境中的行为和偏好。结果表明,这种体系结构可以提供监控和环境控制特征,使得物理或认知功能有限的用户可以具有有限的外部资源的良好进步。

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