Literature DB >> 25570108

Measuring in-home walking speed using wall-mounted RF transceiver arrays.

Peter G Jacobs, Eric A Wan, Erich Schafermeyer, Fatema Adenwala, Anindya S Paul, Nick Preiser, Jeffrey Kayez.   

Abstract

In this paper we present a new method for passively measuring walking speed using a small array of radio transceivers positioned on the walls of a hallway within a home. As a person walks between a radio transmitter and a receiver, the received signal strength (RSS) detected by the receiver changes in a repeatable pattern that may be used to estimate walking speed without the need for the person to wear any monitoring device. The transceivers are arranged as an array of 4 with a known distance between the array elements. Walking past the first pair of transceivers will cause a peak followed by a second peak when the person passes the second pair of transceivers. The time difference between these peaks is used to estimate walking speed directly. We further show that it is possible to estimate the walking speed by correlating the shape of the signal using a single pair of transceivers positioned across from each other in a hallway or doorframe. RMSE performance was less than 15 cm/s using a 2-element array, and less than 8 cm/s using a 4-element array relative to a gait mat used for ground truth.

Entities:  

Mesh:

Year:  2014        PMID: 25570108      PMCID: PMC4288466          DOI: 10.1109/EMBC.2014.6943740

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  10 in total

1.  Unobtrusive, continuous, in-home gait measurement using the Microsoft Kinect.

Authors:  Erik E Stone; Marjorie Skubic
Journal:  IEEE Trans Biomed Eng       Date:  2013-06-05       Impact factor: 4.538

2.  Motor slowing precedes cognitive impairment in the oldest old.

Authors:  R Camicioli; D Howieson; B Oken; G Sexton; J Kaye
Journal:  Neurology       Date:  1998-05       Impact factor: 9.910

3.  Gait velocity as a single predictor of adverse events in healthy seniors aged 75 years and older.

Authors:  Manuel Montero-Odasso; Marcelo Schapira; Enrique R Soriano; Miguel Varela; Roberto Kaplan; Luis A Camera; L Marcelo Mayorga
Journal:  J Gerontol A Biol Sci Med Sci       Date:  2005-10       Impact factor: 6.053

4.  In-home walking speeds and variability trajectories associated with mild cognitive impairment.

Authors:  H H Dodge; N C Mattek; D Austin; T L Hayes; J A Kaye
Journal:  Neurology       Date:  2012-06-12       Impact factor: 9.910

5.  MobileRF: A Robust Device-Free Tracking System Based On a Hybrid Neural Network HMM Classifier.

Authors:  Anindya S Paul; Eric A Wan; Fatema Adenwala; Erich Schafermeyer; Nick Preiser; Jeffrey Kaye; Peter G Jacobs
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2014

6.  The trajectory of gait speed preceding mild cognitive impairment.

Authors:  Teresa Buracchio; Hiroko H Dodge; Diane Howieson; Dara Wasserman; Jeffrey Kaye
Journal:  Arch Neurol       Date:  2010-08

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

Review 9.  Gait speed at usual pace as a predictor of adverse outcomes in community-dwelling older people an International Academy on Nutrition and Aging (IANA) Task Force.

Authors:  G Abellan van Kan; Y Rolland; S Andrieu; J Bauer; O Beauchet; M Bonnefoy; M Cesari; L M Donini; S Gillette Guyonnet; M Inzitari; F Nourhashemi; G Onder; P Ritz; A Salva; M Visser; B Vellas
Journal:  J Nutr Health Aging       Date:  2009-12       Impact factor: 4.075

Review 10.  The dynamic relationship between physical function and cognition in longitudinal aging cohorts.

Authors:  Sean A P Clouston; Paul Brewster; Diana Kuh; Marcus Richards; Rachel Cooper; Rebecca Hardy; Marcie S Rubin; Scott M Hofer
Journal:  Epidemiol Rev       Date:  2013-01-24       Impact factor: 6.222

  10 in total
  3 in total

1.  MobileRF: A Robust Device-Free Tracking System Based On a Hybrid Neural Network HMM Classifier.

Authors:  Anindya S Paul; Eric A Wan; Fatema Adenwala; Erich Schafermeyer; Nick Preiser; Jeffrey Kaye; Peter G Jacobs
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2014

2.  Multi-resident identification using device-free IR and RF fingerprinting.

Authors:  Erich R Schafermeyer; Eric A Wan; Shadman Samin; Noah Zentzis; Nicholas Preiser; John Condon; Jon Folsom; Peter G Jacobs
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2015

3.  Regression Model-Based Walking Speed Estimation Using Wrist-Worn Inertial Sensor.

Authors:  Shaghayegh Zihajehzadeh; Edward J Park
Journal:  PLoS One       Date:  2016-10-20       Impact factor: 3.240

  3 in total

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