Robust Feature Construction for Human Activity Recognition from Wi-Fi Signals Perturbation
用于通过 Wi-Fi 信号扰动识别人类活动的稳健特征构建
基本信息
- 批准号:544437-2019
- 负责人:
- 金额:$ 0.91万
- 依托单位:
- 依托单位国家:加拿大
- 项目类别:Engage Plus Grants Program
- 财政年份:2019
- 资助国家:加拿大
- 起止时间:2019-01-01 至 2020-12-31
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
The project concerns the development of a new technology for reliable human activity detection andrecognition in residential environments by using signals emitted by off-the-shelf WiFi devices. Through theoriginal Engage grant, a method has been developed for building an initial localization model that includesreceiving and analyzing wireless signals, while a user is present (e.g., standing or walking) in differentpositions within sensing environment; a new proximity index has been introduced which gives a probabilisticmeasurement of the location of the user as the user is approaching or walking away from the WiFi device. Thegoal of the Engage Plus project is to develop a method for real-time evaluation of indoor localization phase thatincludes receiving a live stream of wireless signals and estimating a distance indicator using the probabilisticmodel built in the offine training phase - thus bringing the technology closer to market release where it can beused for low-cost intrusion detection or health monitoring of the elderly.
该项目涉及开发一种新技术,通过使用现成的WiFi设备发出的信号,在住宅环境中进行可靠的人类活动检测和识别。通过原始的Engage授权,已经开发了一种用于构建初始定位模型的方法,该方法包括在用户在场时接收和分析无线信号(例如,站立或行走);已经引入了新的接近度指数,其在用户接近或远离WiFi设备时给出用户位置的概率测量。Engage Plus项目的目标是开发一种实时评估室内定位阶段的方法,包括接收无线信号的实时流,并使用离线训练阶段构建的概率模型估计距离指标-从而使该技术更接近市场发布,可用于低成本入侵检测或老年人健康监测。
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)
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Michalska, Hannah其他文献
Gravito-inertial ambiguity resolved through head stabilization
- DOI:
10.1098/rspa.2018.0010 - 发表时间:
2019-03-01 - 期刊:
- 影响因子:3.5
- 作者:
Farkhatdinov, Ildar;Michalska, Hannah;Hayward, Vincent - 通讯作者:
Hayward, Vincent
Michalska, Hannah的其他文献
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{{ truncateString('Michalska, Hannah', 18)}}的其他基金
Estimation and Control of Nonlinear Dynamical Systems
非线性动力系统的估计和控制
- 批准号:
RGPIN-2020-04796 - 财政年份:2022
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Estimation and Control of Nonlinear Dynamical Systems
非线性动力系统的估计和控制
- 批准号:
RGPIN-2020-04796 - 财政年份:2021
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Estimation and Control of Nonlinear Dynamical Systems
非线性动力系统的估计和控制
- 批准号:
RGPIN-2020-04796 - 财政年份:2020
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Robust Feature Construction for Human Activity Recognition from Wi-Fi Signals Perturbation
用于通过 Wi-Fi 信号扰动识别人类活动的稳健特征构建
- 批准号:
531225-2018 - 财政年份:2018
- 资助金额:
$ 0.91万 - 项目类别:
Engage Grants Program
Feedback control design and model reduction for strongly nonlinear systems
强非线性系统的反馈控制设计和模型简化
- 批准号:
138352-2013 - 财政年份:2018
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Feedback control design and model reduction for strongly nonlinear systems
强非线性系统的反馈控制设计和模型简化
- 批准号:
138352-2013 - 财政年份:2016
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Feedback control design and model reduction for strongly nonlinear systems
强非线性系统的反馈控制设计和模型简化
- 批准号:
138352-2013 - 财政年份:2015
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Feedback control design and model reduction for strongly nonlinear systems
强非线性系统的反馈控制设计和模型简化
- 批准号:
138352-2013 - 财政年份:2014
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Feedback control design and model reduction for strongly nonlinear systems
强非线性系统的反馈控制设计和模型简化
- 批准号:
138352-2013 - 财政年份:2013
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
Control and estimation of nonlinear and time delayed systems
非线性和时滞系统的控制和估计
- 批准号:
138352-2007 - 财政年份:2012
- 资助金额:
$ 0.91万 - 项目类别:
Discovery Grants Program - Individual
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Robust Feature Construction for Human Activity Recognition from Wi-Fi Signals Perturbation
用于通过 Wi-Fi 信号扰动识别人类活动的稳健特征构建
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