Literature DB >> 24771566

Quantitative gait measurement with pulse-Doppler radar for passive in-home gait assessment.

Fang Wang, Marjorie Skubic, Marilyn Rantz, Paul E Cuddihy.   

Abstract

In this paper, we propose a pulse-Doppler radar system for in-home gait assessment of older adults. A methodology has been developed to extract gait parameters including walking speed and step time using Doppler radar. The gait parameters have been validated with a Vicon motion capture system in the lab with 13 participants and 158 test runs. The study revealed that for an optimal step recognition and walking speed estimation, a dual radar set up with one radar placed at foot level and the other at torso level is necessary. An excellent absolute agreement with intraclass correlation coefficients of 0.97 was found for step time estimation with the foot level radar. For walking speed, although both radars show excellent consistency they all have a system offset compared to the ground truth due to walking direction with respect to the radar beam. The torso level radar has a better performance (9% offset on average) in the speed estimation compared to the foot level radar (13%-18% offset). Quantitative analysis has been performed to compute the angles causing the systematic error. These lab results demonstrate the capability of the system to be used as a daily gait assessment tool in home environments, useful for fall risk assessment and other health care applications. The system is currently being tested in an unstructured home environment.

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Mesh:

Year:  2014        PMID: 24771566      PMCID: PMC4238914          DOI: 10.1109/TBME.2014.2319333

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  14 in total

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Authors:  Shuang Wang; Marjorie Skubic; Yingnan Zhu
Journal:  IEEE Trans Inf Technol Biomed       Date:  2012-04-25

2.  Extraction of the velocity of walking human's body segments using ultrasonic Doppler.

Authors:  Asif Mehmood; James M Sabatier; Marshall Bradley; Alexander Ekimov
Journal:  J Acoust Soc Am       Date:  2010-11       Impact factor: 1.840

3.  Testing an in-home gait assessment tool for older adults.

Authors:  Fang Wang; Erik Stone; Wenqing Dai; Tanvi Banerjee; Jarod Giger; Jean Krampe; Marilyn Rantz; Marjorie Skubic
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2009

4.  Radar walk detection in the apartments of elderly.

Authors:  Calvin E Phillips; James Keller; Mihail Popescu; Marjorie Skubic; Marilyn J Rantz; Paul E Cuddihy; Tarik Yardibi
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2012

5.  Radar walking speed measurements of seniors in their apartments: technology for fall prevention.

Authors:  Paul E Cuddihy; Tarik Yardibi; Zachary J Legenzoff; Liang Liu; Calvin E Phillips; Carmen Abbott; Colleen Galambos; James Keller; Mihail Popescu; Jessica Back; Marjorie Skubic; Marilyn J Rantz
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2012

6.  Clinical outcomes of aging in place.

Authors:  Karen Dorman Marek; Lori Popejoy; Greg Petroski; David Mehr; Marilyn Rantz; Wen-Chieh Lin
Journal:  Nurs Res       Date:  2005 May-Jun       Impact factor: 2.381

7.  Unobtrusive and ubiquitous in-home monitoring: a methodology for continuous assessment of gait velocity in elders.

Authors:  Stuart Hagler; Daniel Austin; Tamara L Hayes; Jeffrey Kaye; Misha Pavel
Journal:  IEEE Trans Biomed Eng       Date:  2009-11-20       Impact factor: 4.538

8.  Toward a passive low-cost in-home gait assessment system for older adults.

Authors:  Fang Wang; Erik Stone; Marjorie Skubic; James M Keller; Carmen Abbott; Marilyn Rantz
Journal:  IEEE J Biomed Health Inform       Date:  2013-03       Impact factor: 5.772

9.  Preventing falls among community-dwelling older persons: results from a randomized trial.

Authors:  M C Hornbrook; V J Stevens; D J Wingfield; J F Hollis; M R Greenlick; M G Ory
Journal:  Gerontologist       Date:  1994-02

10.  Older adults' attitudes towards and perceptions of "smart home" technologies: a pilot study.

Authors:  George Demiris; Marilyn Rantz; Myra Aud; Karen Marek; Harry Tyrer; Marjorie Skubic; Ali Hussam
Journal:  Med Inform Internet Med       Date:  2004-06
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  8 in total

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Authors:  Marjorie Skubic; Rainer Dane Guevara; Marilyn Rantz
Journal:  IEEE J Transl Eng Health Med       Date:  2015-04-10       Impact factor: 3.316

2.  Automated extraction and validation of children's gait parameters with the Kinect.

Authors:  Saeid Motiian; Paola Pergami; Keegan Guffey; Corrie A Mancinelli; Gianfranco Doretto
Journal:  Biomed Eng Online       Date:  2015-12-02       Impact factor: 2.819

3.  Short term Heart Rate Variability to predict blood pressure drops due to standing: a pilot study.

Authors:  G Sannino; P Melillo; S Stranges; G De Pietro; L Pecchia
Journal:  BMC Med Inform Decis Mak       Date:  2015-09-04       Impact factor: 2.796

4.  A Radar-Based Smart Sensor for Unobtrusive Elderly Monitoring in Ambient Assisted Living Applications.

Authors:  Giovanni Diraco; Alessandro Leone; Pietro Siciliano
Journal:  Biosensors (Basel)       Date:  2017-11-24

5.  Risk of Falling in a Timed Up and Go Test Using an UWB Radar and an Instrumented Insole.

Authors:  Johannes C Ayena; Lydia Chioukh; Martin J-D Otis; Dominic Deslandes
Journal:  Sensors (Basel)       Date:  2021-01-21       Impact factor: 3.576

6.  Comparative Analysis of Gait Speed Estimation Using Wideband and Narrowband Radars, Thermal Camera, and Motion Tracking Suit Technologies.

Authors:  P P Morita; A S Rocha; G Shaker; D Lee; J Wei; B Fong; A Thatte; A Karimi; L Xu; A Ma; A Wong; J Boger
Journal:  J Healthc Inform Res       Date:  2020-04-16

7.  An Edge Computing and Ambient Data Capture System for Clinical and Home Environments.

Authors:  Pradyumna Byappanahalli Suresha; Chaitra Hegde; Zifan Jiang; Gari D Clifford
Journal:  Sensors (Basel)       Date:  2022-03-25       Impact factor: 3.576

8.  Noncontact Sleeping Heartrate Monitoring Method Using Continuous-Wave Doppler Radar Based on the Difference Quadratic Sum Demodulation and Search Algorithm.

Authors:  Xiao Chen; Xuxiang Ni
Journal:  Sensors (Basel)       Date:  2022-10-09       Impact factor: 3.847

  8 in total

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