Search results for "instantaneous Doppler frequency"

showing 1 items of 1 documents

A Machine Learning Approach for Fall Detection Based on the Instantaneous Doppler Frequency

2019

Modern societies are facing an ageing problem that is accompanied by increasing healthcare costs. A major share of this ever-increasing cost is due to fall-related injuries, which urges the development of fall detection systems. In this context, this paper paves the way for the development of radio-frequency-based fall detection systems, which do not require the user to wear any device and can detect falls without compromising the user's privacy. For the design of such systems, we present an activity simulator that generates the complex path gain of indoor channels in the presence of one person performing three different activities: slow fall, fast fall, and walking. We have developed a mac…

General Computer ScienceComputer scienceFeature vectorFeature extractionDecision tree02 engineering and technologyMachine learningcomputer.software_genreActivity recognitioncomplex path gainFall detection0202 electrical engineering electronic engineering information engineeringGeneral Materials Scienceactivity recognitionVDP::Teknologi: 500::Informasjons- og kommunikasjonsteknologi: 550instantaneous Doppler frequencyArtificial neural networkbusiness.industryfeature extractionGeneral Engineering020206 networking & telecommunicationsSupport vector machineStatistical classificationmachine learning020201 artificial intelligence & image processinglcsh:Electrical engineering. Electronics. Nuclear engineeringArtificial intelligencebusinesslcsh:TK1-9971computerClassifier (UML)IEEE Access
researchProduct