Skip to main content
Top

2018 | OriginalPaper | Chapter

6. Smartphones and Portable Media Devices as Wearable and Wireless Systems for Gait and Reflex Response Quantification

Authors : Robert LeMoyne, Timothy Mastroianni

Published in: Wearable and Wireless Systems for Healthcare I

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The smartphone and portable media device are equipped with inertial sensors, such as an accelerometer and gyroscope. With the proper software application they can function as wireless accelerometer and gyroscope platforms. This capability enables the smartphone and portable media device to function as wearable and wireless systems for gait and reflex response. The experimental trial data can be conveyed through wireless connectivity to the Internet as an email attachment for post-processing. The signal data can be further consolidated into a feature set for machine learning classification. Many experimental scenarios pertaining to quantifying the domains of gait and reflex response are presented. The smartphone and portable media device present an insightful perspective of the significant potential of Network Centric Therapy.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference LeMoyne R, Mastroianni T (2015) Use of smartphones and portable media devices for quantifying human movement characteristics of gait, tendon reflex response, and Parkinson’s disease hand tremor. Methods and Protocols, Mobile Health Technologies, 335–358 LeMoyne R, Mastroianni T (2015) Use of smartphones and portable media devices for quantifying human movement characteristics of gait, tendon reflex response, and Parkinson’s disease hand tremor. Methods and Protocols, Mobile Health Technologies, 335–358
2.
go back to reference LeMoyne R, Mastroianni T (2017) Wearable and wireless gait analysis platforms: smartphones and portable media devices. Wireless MEMS Networks and Applications, 129–152 LeMoyne R, Mastroianni T (2017) Wearable and wireless gait analysis platforms: smartphones and portable media devices. Wireless MEMS Networks and Applications, 129–152
3.
go back to reference LeMoyne R, Mastroianni T (2016) Telemedicine perspectives for wearable and wireless applications serving the domain of neurorehabilitation and movement disorder treatment. Telemedicine, 1–10 LeMoyne R, Mastroianni T (2016) Telemedicine perspectives for wearable and wireless applications serving the domain of neurorehabilitation and movement disorder treatment. Telemedicine, 1–10
4.
go back to reference LeMoyne R (2016) Testing and evaluation strategies for the powered prosthesis, a global perspective. Advances for Prosthetic Technology: From Historical Perspective to Current Status to Future Application, 37–58 LeMoyne R (2016) Testing and evaluation strategies for the powered prosthesis, a global perspective. Advances for Prosthetic Technology: From Historical Perspective to Current Status to Future Application, 37–58
5.
go back to reference Patel S, Park H, Bonato P, Chan L, Rodgers M (2012) A review of wearable sensors and systems with application in rehabilitation. J Neuroengineering Rehabil 9(1):21CrossRef Patel S, Park H, Bonato P, Chan L, Rodgers M (2012) A review of wearable sensors and systems with application in rehabilitation. J Neuroengineering Rehabil 9(1):21CrossRef
6.
go back to reference LeMoyne R, Coroian C, Mastroianni T, Grundfest W (2008) Accelerometers for quantification of gait and movement disorders: a perspective review. J Mech Med Biol 8(02):137–152CrossRef LeMoyne R, Coroian C, Mastroianni T, Grundfest W (2008) Accelerometers for quantification of gait and movement disorders: a perspective review. J Mech Med Biol 8(02):137–152CrossRef
7.
go back to reference LeMoyne R, Coroian C, Cozza M, Opalinski P, Mastroianni T, Grundfest W (2009) The merits of artificial proprioception, with applications in biofeedback gait rehabilitation concepts and movement disorder characterization. Biomedical Engineering, 165–198 LeMoyne R, Coroian C, Cozza M, Opalinski P, Mastroianni T, Grundfest W (2009) The merits of artificial proprioception, with applications in biofeedback gait rehabilitation concepts and movement disorder characterization. Biomedical Engineering, 165–198
8.
go back to reference LeMoyne RC (2010) Wireless quantified reflex device. PhD Dissertation UCLA LeMoyne RC (2010) Wireless quantified reflex device. PhD Dissertation UCLA
9.
go back to reference LeMoyne R, Mastroianni T, Coroian C, Grundfest W (2011) Tendon reflex and strategies for quantification, with novel methods incorporating wireless accelerometer reflex quantification devices, a perspective review. J Mech Med Biol 11(03):471–513CrossRef LeMoyne R, Mastroianni T, Coroian C, Grundfest W (2011) Tendon reflex and strategies for quantification, with novel methods incorporating wireless accelerometer reflex quantification devices, a perspective review. J Mech Med Biol 11(03):471–513CrossRef
10.
go back to reference LeMoyne R, Mastroianni T, Cozza M, Coroian C, Grundfest W (2010) Implementation of an iPhone as a wireless accelerometer for quantifying gait characteristics. In: 32nd Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 3847–3851 LeMoyne R, Mastroianni T, Cozza M, Coroian C, Grundfest W (2010) Implementation of an iPhone as a wireless accelerometer for quantifying gait characteristics. In: 32nd Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 3847–3851
11.
go back to reference LeMoyne R, Mastroianni T, Cozza M, Coroian C (2010) iPhone wireless accelerometer application for acquiring quantified gait attributes. In: ASME 2010 5th Frontiers in Biomedical Devices Conference, American Society of Mechanical Engineers, pp 19–20 LeMoyne R, Mastroianni T, Cozza M, Coroian C (2010) iPhone wireless accelerometer application for acquiring quantified gait attributes. In: ASME 2010 5th Frontiers in Biomedical Devices Conference, American Society of Mechanical Engineers, pp 19–20
12.
go back to reference LeMoyne R, Mastroianni T, Cozza M, Coroian C (2010) Quantification of gait characteristics through a functional iPhone wireless accelerometer application mounted to the spine. In: ASME 2010 5th Frontiers in Biomedical Devices Conference, American Society of Mechanical Engineers, pp 87–88 LeMoyne R, Mastroianni T, Cozza M, Coroian C (2010) Quantification of gait characteristics through a functional iPhone wireless accelerometer application mounted to the spine. In: ASME 2010 5th Frontiers in Biomedical Devices Conference, American Society of Mechanical Engineers, pp 87–88
13.
go back to reference LeMoyne R, Mastroianni T (2014) Quantification of patellar tendon reflex response using an iPod wireless gyroscope application with experimentation conducted in Lhasa, Tibet and post-processing conducted in Flagstaff, Arizona through wireless Internet connectivity. In: 44th Society for Neuroscience Annual Meeting LeMoyne R, Mastroianni T (2014) Quantification of patellar tendon reflex response using an iPod wireless gyroscope application with experimentation conducted in Lhasa, Tibet and post-processing conducted in Flagstaff, Arizona through wireless Internet connectivity. In: 44th Society for Neuroscience Annual Meeting
14.
go back to reference LeMoyne R, Coroian C, Mastroianni T, Grundfest W (2008) Virtual proprioception. J Mech Med Biol 8(03):317–338CrossRef LeMoyne R, Coroian C, Mastroianni T, Grundfest W (2008) Virtual proprioception. J Mech Med Biol 8(03):317–338CrossRef
15.
go back to reference LeMoyne R, Coroian C, Mastroianni T, Wu W, Grundfest W, Kaiser W (2008) Virtual proprioception with real-time step detection and processing. In: 30th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 4238–4241 LeMoyne R, Coroian C, Mastroianni T, Wu W, Grundfest W, Kaiser W (2008) Virtual proprioception with real-time step detection and processing. In: 30th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 4238–4241
16.
go back to reference LeMoyne R, Coroian C, Mastroianni T, Grundfest W (2009) Wireless accelerometer assessment of gait for quantified disparity of hemiparetic locomotion. J Mech Med Biol 9(03):329–343CrossRef LeMoyne R, Coroian C, Mastroianni T, Grundfest W (2009) Wireless accelerometer assessment of gait for quantified disparity of hemiparetic locomotion. J Mech Med Biol 9(03):329–343CrossRef
17.
go back to reference LeMoyne R, Coroian C, Mastroianni T. Wireless accelerometer system for quantifying gait. In: ICME International Conference on IEEE, Complex Medical Engineering (CME), pp 1–4 LeMoyne R, Coroian C, Mastroianni T. Wireless accelerometer system for quantifying gait. In: ICME International Conference on IEEE, Complex Medical Engineering (CME), pp 1–4
18.
go back to reference LeMoyne R, Mastroianni T, Grundfest W (2013) Wireless accelerometer system for quantifying disparity of hemiplegic gait using the frequency domain. J Mech Med Biol 13(03):1350035 LeMoyne R, Mastroianni T, Grundfest W (2013) Wireless accelerometer system for quantifying disparity of hemiplegic gait using the frequency domain. J Mech Med Biol 13(03):1350035
19.
go back to reference LeMoyne R, Mastroianni T, Grundfest W (2011) Wireless accelerometer iPod application for quantifying gait characteristics. In: 33rd Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 7904–7907 LeMoyne R, Mastroianni T, Grundfest W (2011) Wireless accelerometer iPod application for quantifying gait characteristics. In: 33rd Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 7904–7907
20.
go back to reference LeMoyne R, Mastroianni T (2014) Implementation of an iPod application as a wearable and wireless accelerometer system for identifying quantified disparity of hemiplegic gait. J Med Imaging Health Informatics 4(4):634–641CrossRef LeMoyne R, Mastroianni T (2014) Implementation of an iPod application as a wearable and wireless accelerometer system for identifying quantified disparity of hemiplegic gait. J Med Imaging Health Informatics 4(4):634–641CrossRef
21.
go back to reference LeMoyne R, Mastroianni T, Montoya K (2014) Implementation of a smartphone for evaluating gait characteristics of a trans-tibial prosthesis. In: 36th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 3674–3677 LeMoyne R, Mastroianni T, Montoya K (2014) Implementation of a smartphone for evaluating gait characteristics of a trans-tibial prosthesis. In: 36th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 3674–3677
22.
go back to reference LeMoyne R, Mastroianni T (2016) Implementation of a smartphone as a wireless gyroscope platform for quantifying reduced arm swing in hemiplegic gait with machine learning classification by multilayer perceptron neural network. In: 38th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 2626–2630 LeMoyne R, Mastroianni T (2016) Implementation of a smartphone as a wireless gyroscope platform for quantifying reduced arm swing in hemiplegic gait with machine learning classification by multilayer perceptron neural network. In: 38th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 2626–2630
23.
go back to reference Mastroianni T, LeMoyne R (2016) Application of a multilayer perceptron neural network with an iPod as a wireless gyroscope platform to classify reduced arm swing gait for people with Erb’s palsy. In: 46th Society for Neuroscience Annual Meeting Mastroianni T, LeMoyne R (2016) Application of a multilayer perceptron neural network with an iPod as a wireless gyroscope platform to classify reduced arm swing gait for people with Erb’s palsy. In: 46th Society for Neuroscience Annual Meeting
24.
go back to reference LeMoyne R, Mastroianni T, Grundfest W (2012) Quantified reflex strategy using an iPod as a wireless accelerometer application. In: 34th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 2476–2479 LeMoyne R, Mastroianni T, Grundfest W (2012) Quantified reflex strategy using an iPod as a wireless accelerometer application. In: 34th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 2476–2479
25.
go back to reference LeMoyne R, Mastroianni T (2011) Reflex response quantification using an iPod wireless accelerometer application. In: 41st Society for Neuroscience Annual Meeting LeMoyne R, Mastroianni T (2011) Reflex response quantification using an iPod wireless accelerometer application. In: 41st Society for Neuroscience Annual Meeting
26.
go back to reference LeMoyne R, Kerr WT, Zanjani K, Mastroianni T (2014) Implementation of an iPod wireless accelerometer application using machine learning to classify disparity of hemiplegic and healthy patellar tendon reflex pair. J Med Imaging Health Inform 4(1):21–28CrossRef LeMoyne R, Kerr WT, Zanjani K, Mastroianni T (2014) Implementation of an iPod wireless accelerometer application using machine learning to classify disparity of hemiplegic and healthy patellar tendon reflex pair. J Med Imaging Health Inform 4(1):21–28CrossRef
27.
go back to reference LeMoyne R, Mastroianni T, Grundfest W, Nishikawa K (2013) Implementation of an iPhone wireless accelerometer application for the quantification of reflex response. In: 35th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 4658–4661 LeMoyne R, Mastroianni T, Grundfest W, Nishikawa K (2013) Implementation of an iPhone wireless accelerometer application for the quantification of reflex response. In: 35th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 4658–4661
28.
go back to reference LeMoyne R, Mastroianni T(2014) Implementation of a smartphone as a wireless gyroscope application for the quantification of reflex response. In: 36th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 3654–3657 LeMoyne R, Mastroianni T(2014) Implementation of a smartphone as a wireless gyroscope application for the quantification of reflex response. In: 36th Annual International Conference of the IEEE, Engineering in Medicine and Biology Society (EMBS), pp 3654–3657
29.
go back to reference LeMoyne R, Mastroianni T (2015) Machine learning classification of a hemiplegic and healthy patellar tendon reflex pair through an iPod wireless gyroscope platform. In: 45th Society for Neuroscience Annual Meeting LeMoyne R, Mastroianni T (2015) Machine learning classification of a hemiplegic and healthy patellar tendon reflex pair through an iPod wireless gyroscope platform. In: 45th Society for Neuroscience Annual Meeting
30.
go back to reference LeMoyne R, Mastroianni T (2016) Implementation of a multilayer perceptron neural network for classifying a hemiplegic and healthy reflex pair using an iPod wireless gyroscope platform. In: 46th Society for Neuroscience Annual Meeting LeMoyne R, Mastroianni T (2016) Implementation of a multilayer perceptron neural network for classifying a hemiplegic and healthy reflex pair using an iPod wireless gyroscope platform. In: 46th Society for Neuroscience Annual Meeting
31.
go back to reference LeMoyne R, Mastroianni T (2016) Smartphone wireless gyroscope platform for machine learning classification of hemiplegic patellar tendon reflex pair disparity through a multilayer perceptron neural network. In: Wireless Health (WH) of IEEE, pp 1–6 LeMoyne R, Mastroianni T (2016) Smartphone wireless gyroscope platform for machine learning classification of hemiplegic patellar tendon reflex pair disparity through a multilayer perceptron neural network. In: Wireless Health (WH) of IEEE, pp 1–6
32.
go back to reference LeMoyne R, Mastroianni T (2017) Implementation of a smartphone wireless gyroscope platform with machine learning for classifying disparity of a hemiplegic patellar tendon reflex pair. J Mech Med Biol (Online Ready):1750083 LeMoyne R, Mastroianni T (2017) Implementation of a smartphone wireless gyroscope platform with machine learning for classifying disparity of a hemiplegic patellar tendon reflex pair. J Mech Med Biol (Online Ready):1750083
33.
go back to reference Furrer M, Bichsel L, Niederer M, Baur H, Schmid S (2015) Validation of a smartphone-based measurement tool for the quantification of level walking. Gait Posture. 42(3):289–294CrossRef Furrer M, Bichsel L, Niederer M, Baur H, Schmid S (2015) Validation of a smartphone-based measurement tool for the quantification of level walking. Gait Posture. 42(3):289–294CrossRef
34.
go back to reference Nishiguchi S, Yamada M, Nagai K, Mori S, Kajiwara Y, Sonoda T, Yoshimura K, Yoshitomi H, Ito H, Okamoto K, Ito T (2012) Reliability and validity of gait analysis by android-based smartphone. Telemedicine e-Health 18(4):292–296CrossRef Nishiguchi S, Yamada M, Nagai K, Mori S, Kajiwara Y, Sonoda T, Yoshimura K, Yoshitomi H, Ito H, Okamoto K, Ito T (2012) Reliability and validity of gait analysis by android-based smartphone. Telemedicine e-Health 18(4):292–296CrossRef
35.
go back to reference Pluijter N, de Wit LP, Bruijn SM, Plaisier MA (2015) Tactile pavement for guiding walking direction: an assessment of heading direction and gait stability. Gait Posture 42(4):534–538CrossRef Pluijter N, de Wit LP, Bruijn SM, Plaisier MA (2015) Tactile pavement for guiding walking direction: an assessment of heading direction and gait stability. Gait Posture 42(4):534–538CrossRef
36.
go back to reference Cerrito A, Bichsel L, Radlinger L, Schmid S (2015) Reliability and validity of a smartphone-based application for the quantification of the sit-to-stand movement in healthy seniors. Gait Posture 41(2):409–413CrossRef Cerrito A, Bichsel L, Radlinger L, Schmid S (2015) Reliability and validity of a smartphone-based application for the quantification of the sit-to-stand movement in healthy seniors. Gait Posture 41(2):409–413CrossRef
37.
go back to reference Mellone S, Tacconi C, Chiari L (2012) Validity of a smartphone-based instrumented timed up and go. Gait Posture 36(1):163–165CrossRef Mellone S, Tacconi C, Chiari L (2012) Validity of a smartphone-based instrumented timed up and go. Gait Posture 36(1):163–165CrossRef
38.
go back to reference Capela NA, Lemaire ED, Baddour N (2015) Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation. J Neuroengineering Rehabil 12(1):19CrossRef Capela NA, Lemaire ED, Baddour N (2015) Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation. J Neuroengineering Rehabil 12(1):19CrossRef
39.
go back to reference Galán-Mercant A, Barón-López FJ, Labajos-Manzanares MT, Cuesta-Vargas AI (2014) Reliability and criterion-related validity with a smartphone used in timed-up-and-go test. Biomed Eng Online 13(1):156CrossRef Galán-Mercant A, Barón-López FJ, Labajos-Manzanares MT, Cuesta-Vargas AI (2014) Reliability and criterion-related validity with a smartphone used in timed-up-and-go test. Biomed Eng Online 13(1):156CrossRef
40.
go back to reference Juen J, Cheng Q, Schatz B (2015) A natural walking monitor for pulmonary patients using mobile phones. IEEE J Biomed Health Inform 19(4):1399–1405CrossRef Juen J, Cheng Q, Schatz B (2015) A natural walking monitor for pulmonary patients using mobile phones. IEEE J Biomed Health Inform 19(4):1399–1405CrossRef
41.
go back to reference Galán-Mercant A, Cuesta-Vargas AI (2013) Differences in trunk accelerometry between frail and nonfrail elderly persons in sit-to-stand and stand-to-sit transitions based on a mobile inertial sensor. JMIR mhealth uhealth 1(2):e21CrossRef Galán-Mercant A, Cuesta-Vargas AI (2013) Differences in trunk accelerometry between frail and nonfrail elderly persons in sit-to-stand and stand-to-sit transitions based on a mobile inertial sensor. JMIR mhealth uhealth 1(2):e21CrossRef
42.
go back to reference Galán-Mercant A, Cuesta-Vargas AI (2014) Differences in trunk accelerometry between frail and non-frail elderly persons in functional tasks. BMC Res Notes 7(1):100CrossRef Galán-Mercant A, Cuesta-Vargas AI (2014) Differences in trunk accelerometry between frail and non-frail elderly persons in functional tasks. BMC Res Notes 7(1):100CrossRef
43.
go back to reference Fontecha J, Hervás R, Bravo J, Navarro FJ (2013) A mobile and ubiquitous approach for supporting frailty assessment in elderly people. J Med Internet Res 15(9):e197CrossRef Fontecha J, Hervás R, Bravo J, Navarro FJ (2013) A mobile and ubiquitous approach for supporting frailty assessment in elderly people. J Med Internet Res 15(9):e197CrossRef
44.
go back to reference Hewson DJ, Jaber R, Chkeir A, Hammoud A, Gupta D, Bassement J, Vermeulen J, Yadav S, de Witte L, Duchêne J (2013) Development of a monitoring system for physical frailty in independent elderly. In: 35th annual international conference of the IEEE, Engineering in Medicine and Biology Society (EMBC), pp 6215–6218 Hewson DJ, Jaber R, Chkeir A, Hammoud A, Gupta D, Bassement J, Vermeulen J, Yadav S, de Witte L, Duchêne J (2013) Development of a monitoring system for physical frailty in independent elderly. In: 35th annual international conference of the IEEE, Engineering in Medicine and Biology Society (EMBC), pp 6215–6218
45.
go back to reference Yamada M, Aoyama T, Okamoto K, Nagai K, Tanaka B, Takemura T (2011) Using a smartphone while walking: a measure of dual-tasking ability as a falls risk assessment tool. Age Ageing (afr039) Yamada M, Aoyama T, Okamoto K, Nagai K, Tanaka B, Takemura T (2011) Using a smartphone while walking: a measure of dual-tasking ability as a falls risk assessment tool. Age Ageing (afr039)
46.
go back to reference Isho T, Tashiro H, Usuda S (2015) Accelerometry-based gait characteristics evaluated using a smartphone and their association with fall risk in people with chronic stroke. J Stroke Cerebrovasc Dis 24(6):1305–1311CrossRef Isho T, Tashiro H, Usuda S (2015) Accelerometry-based gait characteristics evaluated using a smartphone and their association with fall risk in people with chronic stroke. J Stroke Cerebrovasc Dis 24(6):1305–1311CrossRef
47.
go back to reference Juen J, Cheng Q, Prieto-Centurion V, Krishnan JA, Schatz B (2014) Health monitors for chronic disease by gait analysis with mobile phones. Telemedicine e-Health 20(11):1035–1041CrossRef Juen J, Cheng Q, Prieto-Centurion V, Krishnan JA, Schatz B (2014) Health monitors for chronic disease by gait analysis with mobile phones. Telemedicine e-Health 20(11):1035–1041CrossRef
48.
go back to reference Yamada M, Aoyama T, Mori S, Nishiguchi S, Okamoto K, Ito T, Muto S, Ishihara T, Yoshitomi H, Ito H (2012) Objective assessment of abnormal gait in patients with rheumatoid arthritis using a smartphone. Rheumatol Int 32(12):3869–3874CrossRef Yamada M, Aoyama T, Mori S, Nishiguchi S, Okamoto K, Ito T, Muto S, Ishihara T, Yoshitomi H, Ito H (2012) Objective assessment of abnormal gait in patients with rheumatoid arthritis using a smartphone. Rheumatol Int 32(12):3869–3874CrossRef
49.
go back to reference Nishiguchi S, Ito H, Yamada M, Yoshitomi H, Furu M, Ito T, Shinohara A, Ura T, Okamoto K, Aoyama T (2014) Self-assessment tool of disease activity of rheumatoid arthritis by using a smartphone application. Telemedicine e-Health 20(3):235–240CrossRef Nishiguchi S, Ito H, Yamada M, Yoshitomi H, Furu M, Ito T, Shinohara A, Ura T, Okamoto K, Aoyama T (2014) Self-assessment tool of disease activity of rheumatoid arthritis by using a smartphone application. Telemedicine e-Health 20(3):235–240CrossRef
50.
go back to reference Arora S, Venkataraman V, Zhan A, Donohue S, Biglan KM, Dorsey ER, Little MA (2015) Detecting and monitoring the symptoms of Parkinson’s disease using smartphones: a pilot study. Parkinsonism Relat Disord 21(6):650–653CrossRef Arora S, Venkataraman V, Zhan A, Donohue S, Biglan KM, Dorsey ER, Little MA (2015) Detecting and monitoring the symptoms of Parkinson’s disease using smartphones: a pilot study. Parkinsonism Relat Disord 21(6):650–653CrossRef
51.
go back to reference Raknim P, Lan KC (2016) Gait monitoring for early neurological disorder detection using sensors in a smartphone: validation and a case study of parkinsonism. Telemedicine e-Health 22(1):75–81CrossRef Raknim P, Lan KC (2016) Gait monitoring for early neurological disorder detection using sensors in a smartphone: validation and a case study of parkinsonism. Telemedicine e-Health 22(1):75–81CrossRef
52.
go back to reference Ellis RJ, Ng YS, Zhu S, Tan DM, Anderson B, Schlaug G, Wang Y (2015) A validated smartphone-based assessment of gait and gait variability in Parkinson’s disease. PLoS One 10(10):e0141694CrossRef Ellis RJ, Ng YS, Zhu S, Tan DM, Anderson B, Schlaug G, Wang Y (2015) A validated smartphone-based assessment of gait and gait variability in Parkinson’s disease. PLoS One 10(10):e0141694CrossRef
53.
go back to reference Takač B, Català A, Martín DR, Van Der Aa N, Chen W, Rauterberg M (2013) Position and orientation tracking in a ubiquitous monitoring system for Parkinson disease patients with freezing of gait symptom. JMIR mHealth uHealth 1(2):e14CrossRef Takač B, Català A, Martín DR, Van Der Aa N, Chen W, Rauterberg M (2013) Position and orientation tracking in a ubiquitous monitoring system for Parkinson disease patients with freezing of gait symptom. JMIR mHealth uHealth 1(2):e14CrossRef
54.
go back to reference Pan D, Dhall R, Lieberman A, Petitti DB (2015) A mobile cloud-based parkinson’s disease assessment system for home-based monitoring. JMIR mHealth uHealth 3(1):e29CrossRef Pan D, Dhall R, Lieberman A, Petitti DB (2015) A mobile cloud-based parkinson’s disease assessment system for home-based monitoring. JMIR mHealth uHealth 3(1):e29CrossRef
Metadata
Title
Smartphones and Portable Media Devices as Wearable and Wireless Systems for Gait and Reflex Response Quantification
Authors
Robert LeMoyne
Timothy Mastroianni
Copyright Year
2018
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-5684-0_6