智能深度学习用于识别残疾人的人类活动,使用基于传感器的物联网和边缘云连续性.
1Department of Information Systems, College of Computer Science, King Khalid University, Abha, Saudi Arabia. Mmarey@kku.edu.sa.
Scientific reports
|August 13, 2025
概括
本研究介绍了一种智能深度学习技术,用于使用传感器技术识别残疾人的人类活动 (IDLTHAR-PDST). 这种新的方法在识别活动方面达到98.75%的准确性,增强了个人的独立生活.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 生物医学工程 生物医学工程
背景情况:
- 老龄化和残疾往往导致身体活动和独立性减少.
- 人类活动识别 (HAR) 系统,特别是物联网 (IoT) 集成,为监控和支持个人提供解决方案.
- 由于复杂的活动模式和传感器配置,现有的HAR方法面临挑战.
研究的目的:
- 提出一种智能深度学习技术,用于使用传感器技术识别残疾人的人类活动 (IDLTHAR-PDST).
- 在物联网边缘云框架内利用传感器技术,以实现高效的活动识别.
- 提高HAR系统对残疾人的准确性和可靠性.
主要方法:
- 使用min-max规范化进行数据预处理,以优化传感器数据.
- 使用增强的蜂蜜算法 (EHBA) 进行特征子集选择,以减少维度.
- 在物联网-边缘-云连续体内使用深度信念网络 (DBN) 模型进行活动分类.
主要成果:
- 在活动识别方面,IDLTHAR-PDST技术表现出了卓越的性能.
- 实现了98.75%的高准确率,超过了现有方法.
- 通过全面的模拟验证了拟议技术的有效性.
结论:
- IDLTHAR-PDST技术提供了一种有效的解决方案,用于使用传感器技术识别人类活动.
- 深度学习,物联网和先进算法的集成增强了残疾人的HAR能力.
- 这种方法支持独立生活和幸福,通过精确监控日常工作.
更多相关视频
06:49Evaluation of a Smartphone-based Human Activity Recognition System in a Daily Living Environment
Published on: December 11, 2015
9.0K
11:21Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
8.3K
相关概念视频
Intellectual Disability
159
Intellectual disability (ID) is a neurodevelopmental condition characterized by deficits in intellectual and adaptive functioning that manifest during the developmental period. This condition encompasses challenges in reasoning, memory, problem-solving, and learning, accompanied by impairments in everyday life skills, such as communication, self-care, and social interactions. Intellectual disability affects approximately 1% of the population in the United States, impacting an estimated 5...
159
Learning Disabilities
271
Learning disabilities are cognitive disorders caused by neurological impairments that affect cognitive functions like language and reading, without indicating overall intellectual or developmental challenges. These disabilities differ from global intellectual or developmental disabilities as they are limited to distinct cognitive functions. Common learning disabilities include dysgraphia, dyslexia, and dyscalculia, each of which impacts unique aspects of learning.
Dyslexia
Dyslexia is a...
Dyslexia
Dyslexia is a...
271
