智能家居的人类活动识别系统的寿命
Shruthi K Hiremath1, Thomas Plötz1
1School of Interactive Computing, Georgia Institute of Technology, Atlanta, GA 30308, USA.
Sensors (Basel, Switzerland)
|September 28, 2023
概括
这项研究定义了智能家居中人类活动识别 (HAR) 系统的寿命. 这一框架使HAR系统的持续改进成为可能,以更好地实现自动化协助和健康监测.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 无处不在的计算无处不在的计算
背景情况:
- 智能家居环境需要强大的人类活动识别 (HAR) 系统,用于自动化协助和健康监测.
- 现有的HAR系统需要不断改进,以适应个性化和特殊的居民行为.
研究的目的:
- 为智能家居HAR系统的寿命提供系统分析和技术定义.
- 通过数据驱动程序建立一个开发和改进HAR系统的框架.
主要方法:
- 在智能家居环境中对HAR系统开发阶段的系统分析.
- 定义HAR系统生命周期的每个阶段所需的技术解决方案.
- 专注于数据驱动的程序,以持续改进系统.
主要成果:
- 对HAR系统的定义寿命,概述从开发到持续改进的不同阶段.
- 确定针对 HAR 系统生命周期的每个阶段量身定制的技术解决方案.
- 一个设计最先进的HAR程序的框架.
结论:
- 拟议的寿命框架有助于创建更具功能和适应性的HAR系统.
- 数据驱动的方法对于智能家居中的HAR系统的持续增强至关重要.
- 这项工作提供了一个结构化的方法,用于在个性化生活环境中推进HAR技术.
更多相关视频
11:21Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
8.2K
08:53Author Spotlight: Automated Lifespan Monitoring – Discovering Aging Dynamics with the Lifespan Machine
Published on: January 26, 2024
1.1K
相关概念视频
01:29Documentation in Long-Term and Home Healthcare Setting
909
Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
Long-Term Care Facilities
909
01:30Cognitive Development During Adulthood
142
Cognitive development continues throughout adulthood, undergoing significant shifts across early, middle, and late stages. Individual transition occurs from adolescent idealism to pragmatic and adaptable thinking in early adulthood. During this period, individuals learn to integrate personal beliefs with the recognition that other perspectives are equally valid. Exposure to the complexities of modern society, diverse experiences, and higher education contribute to this adaptive thought process,...
142
01:26Requirements for Human Life
8.3K
The Earth and its atmosphere have provided humans with air, water, and food, but these are not the only requirements for survival. Humans also require a specific range of temperature and pressure that the Earth and its atmosphere provides.
Oxygen
Atmospheric air is only about 20 percent oxygen, but that oxygen is a key component of the chemical reactions that keep the body alive, including the reactions that produce ATP. Brain cells are susceptible to a lack of oxygen because they require a...
Oxygen
Atmospheric air is only about 20 percent oxygen, but that oxygen is a key component of the chemical reactions that keep the body alive, including the reactions that produce ATP. Brain cells are susceptible to a lack of oxygen because they require a...
8.3K