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Radar for assisted living in the context of Internet of Things for Health and beyond

机译:助攻生活在健康和超越互联网上的背景下的雷达

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This paper discusses the place of radar for assisted living in the context of IoT for Health and beyond. First, the context of assisted living and the urgency to address the problem is described. The second part gives a literature review of existing sensing modalities for assisted living and explains why radar is an upcoming preferred modality to address this issue. The third section presents developments in machine learning that helps improve performances in classification especially with deep learning with a reflection on lessons learned from it. The fourth section introduces recent published work from our research group in the area that shows promise with multimodal sensor fusion for classification and long short-term memory applied to early stages in the radar signal processing chain. Finally, we conclude with open challenges still to be addressed in the area and open to future research directions in animal welfare.
机译:本文讨论了雷达辅助生活在物联网的背景下的雷达的地方。首先,描述了辅助生活和解决问题的紧迫性的背景。第二部分对现有的传感方式进行了辅助生活的文献综述,并解释了雷达是即将到来的优选模式来解决这个问题。第三部分提出了机器学习的发展,有助于改善分类中的表现,特别是深入学习,思考从中吸取的经验教训。第四部分介绍了我们研究小组的最近发表的工作,该领域在雷达信号处理链中施加到早期阶段的分类和长短短期记忆的多模式传感器融合。最后,我们在该地区仍有待解决的开放挑战,对动物福利的未来研究方向开放。

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