NeTS: Medium: Collaborative Research: Exploiting Fine-grained WiFi Signals for Wellbeing Monitoring

NeTS:媒介:协作研究:利用细粒度 WiFi 信号进行健康监测

基本信息

  • 批准号:
    1514238
  • 负责人:
  • 金额:
    $ 20万
  • 依托单位:
  • 依托单位国家:
    美国
  • 项目类别:
    Continuing Grant
  • 财政年份:
    2015
  • 资助国家:
    美国
  • 起止时间:
    2015-09-01 至 2020-08-31
  • 项目状态:
    已结题

项目摘要

While proliferating WiFi networks are usually used for wireless Internet connections, they have great potential to capture environment changes and identify human motions of various scales. Examples of such motions range from performing daily activities to breathing and heartbeat during sleep. These various scales of motions can be captured by fine-grained WiFi signals to perform continuous wellbeing monitoring. Wellbeing monitoring leveraging existing WiFi infrastructure is particularly attractive as it requires neither wearing body instrumentation nor active monitorng by the user. Such an approach would facilitate a broad range of healthcare related applications at home environments without frequent hospital visits, such as real-time prediction and prevention of certain health problems (e.g., cardiovascular diseases and sleep apnea). Using existing WiFi infrastructure for wellbeing monitoring not only advances and extends the applications that could be supported by WiFi networks but also enables easy and large-scale deployment in non-clinical settings due to the proliferation of WiFi networks. Additionally, the educational efforts include curriculum development, outreaching to high school students, and engaging both undergraduate and graduate students in research.This project focuses on building a WiFi enabled continuous wellbeing monitoring framework for fine-grained sleep monitoring and vital signs tracking at home environments. Users do not need to wear any sensors or actively participate in the monitoring process. The proposed framework targets to advance techniques in device-free fine-grained sleep events identification and vital signs tracking during sleep by utilizing existing WiFi signals. The proposed framework develops device-free localization strategies, vital signs tracking methods and statistical learning techniques to depict a comprehensive picture of users' wellbeing. Such wellbeing information is further utilized to assist in real-time disease prediction by leveraging today's ever-growing mobile environments. A hierarchical multivariate logistic regression model is developed to effectively mine through health conditions and identify risk factors of certain diseases. Chances of developing certain health problems, such as cardiovascular diseases, is promptly predicted. The project also provides user-centric access control of archived wellbeing monitoring information to ensure data privacy and coping with distrusted servers.
虽然激增的WiFi网络通常用于无线互联网连接,但它们在捕捉环境变化和识别各种尺度的人体运动方面具有巨大的潜力。这种运动的示例包括从执行日常活动到睡眠期间的呼吸和心跳。这些不同尺度的运动可以通过细粒度的WiFi信号捕获,以执行连续的健康监测。利用现有WiFi基础设施的健康监测特别有吸引力,因为它既不需要佩戴身体仪器,也不需要用户主动监测。这样的方法将促进在家庭环境中的广泛的健康护理相关应用,而无需频繁的医院访问,诸如实时预测和预防某些健康问题(例如,心血管疾病和睡眠呼吸暂停)。使用现有的WiFi基础设施进行健康监测不仅可以促进和扩展WiFi网络支持的应用程序,而且由于WiFi网络的激增,还可以在非临床环境中进行简单和大规模的部署。此外,教育工作包括课程开发,外展到高中学生,并聘请本科生和研究生在research.This项目的重点是建立一个WiFi启用的连续健康监测框架,细粒度的睡眠监测和生命体征跟踪在家庭环境中。用户无需佩戴任何传感器,也无需主动参与监测过程。所提出的框架旨在通过利用现有WiFi信号来推进无设备细粒度睡眠事件识别和睡眠期间生命体征跟踪的技术。该框架开发了无设备本地化策略,生命体征跟踪方法和统计学习技术,以描绘用户健康的全面画面。通过利用当今不断增长的移动的环境,这种健康信息被进一步用于辅助实时疾病预测。一个分层多变量逻辑回归模型的开发,有效地挖掘通过健康状况,并确定某些疾病的危险因素。发展某些健康问题的机会,如心血管疾病,是及时预测。该项目还提供以用户为中心的归档健康监测信息访问控制,以确保数据隐私并应对不可信的服务器。

项目成果

期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)

数据更新时间:{{ journalArticles.updateTime }}

{{ item.title }}
{{ item.translation_title }}
  • DOI:
    {{ item.doi }}
  • 发表时间:
    {{ item.publish_year }}
  • 期刊:
  • 影响因子:
    {{ item.factor }}
  • 作者:
    {{ item.authors }}
  • 通讯作者:
    {{ item.author }}

数据更新时间:{{ journalArticles.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ monograph.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ sciAawards.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ conferencePapers.updateTime }}

{{ item.title }}
  • 作者:
    {{ item.author }}

数据更新时间:{{ patent.updateTime }}

Jie Yang其他文献

Insights into co-doping effect of Sm and Fe on anti-Pb poisoning of Mn-Ce/AC catalyst for low-temperature SCR of NO with NH3
探讨Sm和Fe共掺杂对NH3 NO低温SCR用Mn-Ce/AC催化剂抗Pb中毒的影响
  • DOI:
    10.1016/j.fuel.2022.123763
  • 发表时间:
    2022
  • 期刊:
  • 影响因子:
    7.4
  • 作者:
    Mingming Wang;Shan Ren;Yanhua Jiang;Buxin Su;Zhichao Chen;Weizao Liu;Jie Yang;Lin Chen
  • 通讯作者:
    Lin Chen
Bubble plume depths and surface wave development as a control on ambient sound in the ocean
气泡羽流深度和表面波发展作为对海洋环境声音的控制
  • DOI:
  • 发表时间:
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Jim Thomson;Jie Yang;Robert Taylor;E. Rainville;Kristin Zeiden;Luc Rainville;S. Brenner;Megan S Ballard;Meghan F. Cronin;S. Brenner
  • 通讯作者:
    S. Brenner
Comparison of functional outcomes after retropubic, laparoscopic and robot-assisted radical prostatectomy: A meta-analysis
耻骨后、腹腔镜和机器人辅助根治性前列腺切除术后功能结果的比较:一项荟萃分析
  • DOI:
    10.13105/wjma.v2.i3.107
  • 发表时间:
    2014
  • 期刊:
  • 影响因子:
    1.6
  • 作者:
    Ming;Jie Yang;X. Meng;Sheng Li;Tao Liu;Zhihai Fang;R. Cao;Xing
  • 通讯作者:
    Xing
A 'hermit' shell-dwelling lifrstyle in a Cambrian priapulan worm
寒武纪普里普兰蠕虫中的“隐士”贝壳生活
  • DOI:
    10.1016/j.cub.2021.10.003
  • 发表时间:
    2021
  • 期刊:
  • 影响因子:
    9.2
  • 作者:
    Xiao-yu Yang;Martin R. Smith;Jie Yang;Wei Li;Qing-hao Guo;Chun-li LI;Yu Wang;Xi-guang Zhang
  • 通讯作者:
    Xi-guang Zhang
Magnetism, phase transition, and magnetocaloric effects of Co2Nb0.8Ga1.2 and Co2Nb1.2Ga0.8 Heusler alloys
Co2Nb0.8Ga1.2和Co2Nb1.2Ga0.8 Heusler合金的磁性、相变和磁热效应
  • DOI:
  • 发表时间:
    2023
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Y. Wang;Yuetong Qian;Litao Yu;Jie Liu;Hongwei Liu;Wenying Yu;Jie Yang;Zhe Li;Yongsheng Liu
  • 通讯作者:
    Yongsheng Liu

Jie Yang的其他文献

{{ item.title }}
{{ item.translation_title }}
  • DOI:
    {{ item.doi }}
  • 发表时间:
    {{ item.publish_year }}
  • 期刊:
  • 影响因子:
    {{ item.factor }}
  • 作者:
    {{ item.authors }}
  • 通讯作者:
    {{ item.author }}

{{ truncateString('Jie Yang', 18)}}的其他基金

CNS Core: Small: Towards Ubiquitous Sensing With Commodity Wi-Fi
CNS 核心:小型:利用商用 Wi-Fi 实现无处不在的传感
  • 批准号:
    1910519
  • 财政年份:
    2019
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
ATD: Collaborative Research: Real-Time Network Pattern Change Detection
ATD:协作研究:实时网络模式变化检测
  • 批准号:
    1924859
  • 财政年份:
    2019
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
EAGER: Exploring the Feasibility of Phoneme Sound Origins to Enhance Mobile Authentication
EAGER:探索音素声音起源增强移动认证的可行性
  • 批准号:
    1835963
  • 财政年份:
    2018
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
CSR: Medium: Collaborative Research: Guardian Angel---Enabling Mobile Safety Systems
CSR:媒介:协作研究:守护天使——赋能移动安全系统
  • 批准号:
    1505175
  • 财政年份:
    2014
  • 资助金额:
    $ 20万
  • 项目类别:
    Continuing Grant
NeTS: Small: Collaborative Research: Distributed Robust Spectrum Sensing and Sharing in Cognitive Radio Networks
NetS:小型:协作研究:认知无线电网络中的分布式鲁棒频谱感知和共享
  • 批准号:
    1464092
  • 财政年份:
    2014
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
CSR: Medium: Collaborative Research: Guardian Angel---Enabling Mobile Safety Systems
CSR:媒介:协作研究:守护天使——赋能移动安全系统
  • 批准号:
    1409652
  • 财政年份:
    2014
  • 资助金额:
    $ 20万
  • 项目类别:
    Continuing Grant
NeTS: Small: Collaborative Research: Distributed Robust Spectrum Sensing and Sharing in Cognitive Radio Networks
NetS:小型:协作研究:认知无线电网络中的分布式鲁棒频谱感知和共享
  • 批准号:
    1318751
  • 财政年份:
    2013
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant

相似海外基金

Collaborative Research: NeTS: Medium: EdgeRIC: Empowering Real-time Intelligent Control and Optimization for NextG Cellular Radio Access Networks
合作研究:NeTS:媒介:EdgeRIC:为下一代蜂窝无线接入网络提供实时智能控制和优化
  • 批准号:
    2312978
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: Towards High-Performing LoRa with Embedded Intelligence on the Edge
协作研究:NeTS:中:利用边缘嵌入式智能实现高性能 LoRa
  • 批准号:
    2312676
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: Black-box Optimization of White-box Networks: Online Learning for Autonomous Resource Management in NextG Wireless Networks
合作研究:NeTS:中:白盒网络的黑盒优化:下一代无线网络中自主资源管理的在线学习
  • 批准号:
    2312835
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: An Integrated Multi-Time Scale Approach to High-Performance, Intelligent, and Secure O-RAN based NextG
合作研究:NeTS:Medium:基于 NextG 的高性能、智能和安全 O-RAN 的集成多时间尺度方法
  • 批准号:
    2312447
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: Large Scale Analysis of Configurations and Management Practices in the Domain Name System
合作研究:NetS:中型:域名系统配置和管理实践的大规模分析
  • 批准号:
    2312711
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: Black-box Optimization of White-box Networks: Online Learning for Autonomous Resource Management in NextG Wireless Networks
合作研究:NeTS:中:白盒网络的黑盒优化:下一代无线网络中自主资源管理的在线学习
  • 批准号:
    2312836
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: Black-box Optimization of White-box Networks: Online Learning for Autonomous Resource Management in NextG Wireless Networks
合作研究:NeTS:中:白盒网络的黑盒优化:下一代无线网络中自主资源管理的在线学习
  • 批准号:
    2312834
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: An Integrated Multi-Time Scale Approach to High-Performance, Intelligent, and Secure O-RAN based NextG
合作研究:NeTS:Medium:基于 NextG 的高性能、智能和安全 O-RAN 的集成多时间尺度方法
  • 批准号:
    2312448
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: Towards High-Performing LoRa with Embedded Intelligence on the Edge
协作研究:NeTS:中:利用边缘嵌入式智能实现高性能 LoRa
  • 批准号:
    2312674
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
Collaborative Research: NeTS: Medium: Large Scale Analysis of Configurations and Management Practices in the Domain Name System
合作研究:NetS:中型:域名系统配置和管理实践的大规模分析
  • 批准号:
    2312710
  • 财政年份:
    2023
  • 资助金额:
    $ 20万
  • 项目类别:
    Standard Grant
{{ showInfoDetail.title }}

作者:{{ showInfoDetail.author }}

知道了