Guidelines to efficient smart home design for rapid AI prototyping: a case study

K. Bouchard, B. Bouchard, A. Bouzouane
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引用次数: 36

Abstract

Advances in ubiquitous technology have moved us towards the dream of creating intelligent houses that can help human in their everyday life. The next step in the completion of this vision is to make major breakthroughs in artificial intelligence. In fact, it is the key component for allowing sensors and effectors to give useful services when it is appropriate. In consequence, researchers need to conduct more experiments in realistic setting (e.g. smart home). In order to face this challenge, many research teams try to build new experimental infrastructures without any background experience, guidance or even a real idea of their research needs and issues. Our team is composed of specialists in AI for cognitive assistance and has worked with four major smart home infrastructures. From that experience, we propose, in this paper, a set of guidelines for designing and implementing an efficient smart home architecture on both hardware and software perspective. This paper aims to be a major step toward the AI development (rapid prototyping) and smart home research. Moreover, we share our recent experience with the construction of a new smart home and clinical trials conducted at our laboratory with real Alzheimer's subjects.
快速AI原型的高效智能家居设计指南:一个案例研究
无处不在的技术进步使我们朝着创造智能房屋的梦想迈进,这些房屋可以帮助人们的日常生活。完成这一愿景的下一步是在人工智能方面取得重大突破。事实上,它是允许传感器和效应器在适当的时候提供有用服务的关键组件。因此,研究人员需要在现实环境(如智能家居)中进行更多的实验。为了面对这一挑战,许多研究团队试图在没有任何背景经验、指导,甚至没有真正了解其研究需求和问题的情况下建立新的实验基础设施。我们的团队由人工智能认知辅助领域的专家组成,并与四大智能家居基础设施合作。根据这些经验,我们在本文中提出了一套从硬件和软件角度设计和实施高效智能家居架构的指导方针。本文旨在成为人工智能发展(快速原型)和智能家居研究的重要一步。此外,我们还分享了我们最近在建设一个新的智能家居方面的经验,以及在我们的实验室对真正的阿尔茨海默病患者进行的临床试验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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