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2015 | OriginalPaper | Chapter

Towards Pervasive Mobility Assessments in Clinical and Domestic Environments

Authors : Melvin Isken, Thomas Frenken, Melina Frenken, Andreas Hein

Published in: Smart Health

Publisher: Springer International Publishing

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Abstract

This paper provides an overview of current research and open problems in sensor-based mobility analysis. It is focused on geriatric assessment tests and the idea to provide easier and more objective results by using sensor technologies. A lot of research has been done in the field of measuring personal movement/mobility by technical approaches but there are few developments to measure a complete geriatric assessment test. Such automated tests can very likely offer more accurate, reliable and objective results than currently used methods. Additionally, those tests may reduce costs in public health systems as well as set standards for comparability of the tests. New sensor technologies and initiatives for data standardization in health processes offer increased possibilities in system development. This paper will highlight some open problems that still exist to bring automated mobility assessment tests into pervasive clinical and domestic use.

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Literature
1.
go back to reference Abellanas, A., Calderón Estévez, L., Ceres Ruíz, R., Frizera Neto, A., Raya, R.: Ultrasonic time of flight estimation in assistive mobility: improvement of the model-echo fitting. In: Proceedings of Eurosensors XXII, pp. 464–467. VDI/VDE, Elsevier (2008) Abellanas, A., Calderón Estévez, L., Ceres Ruíz, R., Frizera Neto, A., Raya, R.: Ultrasonic time of flight estimation in assistive mobility: improvement of the model-echo fitting. In: Proceedings of Eurosensors XXII, pp. 464–467. VDI/VDE, Elsevier (2008)
2.
go back to reference Alwan, M., Ledoux, A., Wasson, G., Sheth, P., Huang, C.: Basic walker-assisted gait characteristics derived from forces and moments exerted on the walker’s handles: results on normal subjects. Med. Eng. Phys. 29(3), 380–389 (2007)CrossRef Alwan, M., Ledoux, A., Wasson, G., Sheth, P., Huang, C.: Basic walker-assisted gait characteristics derived from forces and moments exerted on the walker’s handles: results on normal subjects. Med. Eng. Phys. 29(3), 380–389 (2007)CrossRef
3.
go back to reference Alzheimer’s Disease International. World Alzheimer Report 2009 (2009) Alzheimer’s Disease International. World Alzheimer Report 2009 (2009)
4.
go back to reference Aminian, K., Rezakhanlou, K., De Andres, E., Fritsch, C., Leyvraz, P., Robert, P.: Temporal feature estimation during walking using miniature accelerometers: an analysis of gait improvement after hip arthroplasty. Med. Biol. Eng. Comput. 37, 686–691 (1999)CrossRef Aminian, K., Rezakhanlou, K., De Andres, E., Fritsch, C., Leyvraz, P., Robert, P.: Temporal feature estimation during walking using miniature accelerometers: an analysis of gait improvement after hip arthroplasty. Med. Biol. Eng. Comput. 37, 686–691 (1999)CrossRef
5.
go back to reference Auvinet, B., Berrut, G., Touzard, C., Moutel, L., Collet, N., Chaleil, D., Barrey, E.: Reference data for normal subjects obtained with an accelerometric device. Gait Posture 16(2), 124–134 (2002)CrossRef Auvinet, B., Berrut, G., Touzard, C., Moutel, L., Collet, N., Chaleil, D., Barrey, E.: Reference data for normal subjects obtained with an accelerometric device. Gait Posture 16(2), 124–134 (2002)CrossRef
6.
go back to reference Bachmann, C., Gerber, H., Stacoff, A.: Messsysteme, Messmethoden und Beispiele zur instrumentierten Ganganalyse. Schweizerische Zeitschrift für Sportmedizin und Sporttraumatologie 56(2), 29–34 (2008) Bachmann, C., Gerber, H., Stacoff, A.: Messsysteme, Messmethoden und Beispiele zur instrumentierten Ganganalyse. Schweizerische Zeitschrift für Sportmedizin und Sporttraumatologie 56(2), 29–34 (2008)
7.
go back to reference Bamberg, S., Benbasat, A.Y., Scarborough, D.M., Krebs, D.E., Paradiso, J.A.: Gait analysis using a shoe-integrated wireless sensor system. IEEE Trans. Inf. Technol. Biomed. 12(4), 413–423 (2008)CrossRef Bamberg, S., Benbasat, A.Y., Scarborough, D.M., Krebs, D.E., Paradiso, J.A.: Gait analysis using a shoe-integrated wireless sensor system. IEEE Trans. Inf. Technol. Biomed. 12(4), 413–423 (2008)CrossRef
8.
go back to reference Beauchet, O., Allali, G., Berrut, G., Hommet, C., Dubost, V., Assal, F.: Gait analysis in demented subjects: interests and perspectives. Neuropsychiatr. Dis. Treat. 4(1), 155–160 (2008)CrossRef Beauchet, O., Allali, G., Berrut, G., Hommet, C., Dubost, V., Assal, F.: Gait analysis in demented subjects: interests and perspectives. Neuropsychiatr. Dis. Treat. 4(1), 155–160 (2008)CrossRef
9.
go back to reference Beer, J.M., Prakash, A., Mitzner, T.L., Rogers, W.A.: Understanding robot acceptance. Georgia Institute of Technology (2011) Beer, J.M., Prakash, A., Mitzner, T.L., Rogers, W.A.: Understanding robot acceptance. Georgia Institute of Technology (2011)
10.
go back to reference Berg, K.: Measuring balance in the elderly: preliminary development of an instrument. Physiother. Can. 41(6), 304–311 (1989)CrossRef Berg, K.: Measuring balance in the elderly: preliminary development of an instrument. Physiother. Can. 41(6), 304–311 (1989)CrossRef
11.
go back to reference Bergmann, J.H.M., McGregor, A.H.: Body-worn sensor design: what do patients and clinicians want? Ann. Biomed. Eng. 39(9), 2299–2312 (2011)CrossRef Bergmann, J.H.M., McGregor, A.H.: Body-worn sensor design: what do patients and clinicians want? Ann. Biomed. Eng. 39(9), 2299–2312 (2011)CrossRef
12.
go back to reference Boonstra, M.C., van der Slikke, R.M.A., Keijsers, N.L.W., van Lummel, R.C., de Waal Malefijt, M.C., Verdonschot, N.: The accuracy of measuring the kinematics of rising from a chair with accelerometers and gyroscopes. J. Biomech. 39(2), 354–358 (2006)CrossRef Boonstra, M.C., van der Slikke, R.M.A., Keijsers, N.L.W., van Lummel, R.C., de Waal Malefijt, M.C., Verdonschot, N.: The accuracy of measuring the kinematics of rising from a chair with accelerometers and gyroscopes. J. Biomech. 39(2), 354–358 (2006)CrossRef
13.
go back to reference Bussmann, J., Damen, L., Stam, H.: Analysis and decomposition of signals obtained by thigh-fixed uni-axial accelerometry during normal walking. Med. Biol. Eng. Comput. 38, 632–638 (2000)CrossRef Bussmann, J., Damen, L., Stam, H.: Analysis and decomposition of signals obtained by thigh-fixed uni-axial accelerometry during normal walking. Med. Biol. Eng. Comput. 38, 632–638 (2000)CrossRef
14.
go back to reference Butler, A.A., Menant, J.C., Tiedemann, A.C., Lord, S.R.: Age and gender differences in seven tests of functional mobility. J. Neuroeng. Rehabil. 6, 31 (2009)CrossRef Butler, A.A., Menant, J.C., Tiedemann, A.C., Lord, S.R.: Age and gender differences in seven tests of functional mobility. J. Neuroeng. Rehabil. 6, 31 (2009)CrossRef
15.
go back to reference Cameron, K., Hughes, K., Doughty, K.: Reducing fall incidence in community elders by telecare using predictive systems. In: Proceedings of the 19th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 30 October–2 November 1997, vol. 3, pp. 1036–1039 (1997) Cameron, K., Hughes, K., Doughty, K.: Reducing fall incidence in community elders by telecare using predictive systems. In: Proceedings of the 19th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 30 October–2 November 1997, vol. 3, pp. 1036–1039 (1997)
16.
go back to reference Cao, E., Inoue, Y., Liu, T., Shibata, K.: A sit-to-stand trainer system in lower limb rehabilitation. In: Proceedings of the IEEE/ASME International Advanced Intelligent Mechatronics (AIM) Conference, pp. 116–121 (2011) Cao, E., Inoue, Y., Liu, T., Shibata, K.: A sit-to-stand trainer system in lower limb rehabilitation. In: Proceedings of the IEEE/ASME International Advanced Intelligent Mechatronics (AIM) Conference, pp. 116–121 (2011)
17.
go back to reference Celler, B.G., Hesketh, T., Earnshaw, W., Ilsar, E.: An instrumentation system for the remote monitoring of changes in functional health status of the elderly at home. In: Proceedings of the 16th Annual International Conference of the IEEE Engineering Advances: New Opportunities for Biomedical Engineers Engineering in Medicine and Biology Society, pp. 908–909 (1994) Celler, B.G., Hesketh, T., Earnshaw, W., Ilsar, E.: An instrumentation system for the remote monitoring of changes in functional health status of the elderly at home. In: Proceedings of the 16th Annual International Conference of the IEEE Engineering Advances: New Opportunities for Biomedical Engineers Engineering in Medicine and Biology Society, pp. 908–909 (1994)
18.
go back to reference Chan, M., Hariton, C., Ringeard, P., Campo, E.: Smart house automation system for the elderly and the disabled. In: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics Intelligent Systems for the 21st Century, 22–25 October 1995, vol. 2, pp. 1586–1589 (1995) Chan, M., Hariton, C., Ringeard, P., Campo, E.: Smart house automation system for the elderly and the disabled. In: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics Intelligent Systems for the 21st Century, 22–25 October 1995, vol. 2, pp. 1586–1589 (1995)
19.
go back to reference Chao, E.Y.: Justification of triaxial goniometer for the measurement of joint rotation. J. Biomech. 13(12), 989–1006 (1980)CrossRef Chao, E.Y.: Justification of triaxial goniometer for the measurement of joint rotation. J. Biomech. 13(12), 989–1006 (1980)CrossRef
20.
go back to reference Chen, C.L., Chen, H.C., Wong, M.K., Tang, F.T., Chen, R.S.: Temporal stride and force analysis of cane-assisted gait in people with hemiplegic stroke. Arch. Phys. Med. Rehabil. 82(1), 43–48 (2001)CrossRef Chen, C.L., Chen, H.C., Wong, M.K., Tang, F.T., Chen, R.S.: Temporal stride and force analysis of cane-assisted gait in people with hemiplegic stroke. Arch. Phys. Med. Rehabil. 82(1), 43–48 (2001)CrossRef
21.
go back to reference Chen, M., Huang, B., Xu, Y.: Intelligent shoes for abnormal gait detection. In: Proceedings of the IEEE International Conference on Robotics and Automation ICRA 2008, 19–23 May 2008, pp. 2019–2024 (2008) Chen, M., Huang, B., Xu, Y.: Intelligent shoes for abnormal gait detection. In: Proceedings of the IEEE International Conference on Robotics and Automation ICRA 2008, 19–23 May 2008, pp. 2019–2024 (2008)
22.
go back to reference Chen, Y.-C., Lin, Y.-W.: Indoor RFID gait monitoring system for fall detection. In: Proceedings of the 2nd International Aware Computing (ISAC) Symposium, pp. 207–212 (2010) Chen, Y.-C., Lin, Y.-W.: Indoor RFID gait monitoring system for fall detection. In: Proceedings of the 2nd International Aware Computing (ISAC) Symposium, pp. 207–212 (2010)
23.
go back to reference Chiari, L., Dozza, M., Cappello, A., Horak, F.B., Macellari, V., Giansanti, D.: Audio-biofeedback for balance improvement: an accelerometry-based system. IEEE Trans. Biomed. Eng. 52(12), 2108–2111 (2005)CrossRef Chiari, L., Dozza, M., Cappello, A., Horak, F.B., Macellari, V., Giansanti, D.: Audio-biofeedback for balance improvement: an accelerometry-based system. IEEE Trans. Biomed. Eng. 52(12), 2108–2111 (2005)CrossRef
24.
go back to reference Cho, C.Y., Kamen, G.: Detecting balance deficits in frequent fallers using clinical and quantitative evaluation tools. J. Am. Geriatr. Soc. 46(4), 426–430 (1998) Cho, C.Y., Kamen, G.: Detecting balance deficits in frequent fallers using clinical and quantitative evaluation tools. J. Am. Geriatr. Soc. 46(4), 426–430 (1998)
25.
go back to reference Clark, R.A., Bryant, A.L., Pua, Y., McCrory, P., Bennell, K., Hunt, M.: Validity and reliability of the nintendo wii balance board for assessment of standing balance. Gait Posture 31(3), 307–310 (2010)CrossRef Clark, R.A., Bryant, A.L., Pua, Y., McCrory, P., Bennell, K., Hunt, M.: Validity and reliability of the nintendo wii balance board for assessment of standing balance. Gait Posture 31(3), 307–310 (2010)CrossRef
26.
go back to reference Currie, G., Rafferty, D., Duncan, G., Bell, F., Evans, A.: Measurement of gait by accelerometer and walkway: a comparison study. Med. Biol. Eng. Comput. 30, 669–670 (1992)CrossRef Currie, G., Rafferty, D., Duncan, G., Bell, F., Evans, A.: Measurement of gait by accelerometer and walkway: a comparison study. Med. Biol. Eng. Comput. 30, 669–670 (1992)CrossRef
27.
go back to reference Czaja, S.J., Charness, N., Fisk, A.D., Hertzog, C., Nair, S.N., Rogers, W.A., Sharit, J.: Factors predicting the use of technology: findings from the center for research and education on aging and technology enhancement (create). Psychol. Aging 21(2), 333 (2006)CrossRef Czaja, S.J., Charness, N., Fisk, A.D., Hertzog, C., Nair, S.N., Rogers, W.A., Sharit, J.: Factors predicting the use of technology: findings from the center for research and education on aging and technology enhancement (create). Psychol. Aging 21(2), 333 (2006)CrossRef
28.
go back to reference de Bruin, E., Najafi, B., Murer, K., Uebelhart, D., Aminian, K.: Quantification of everyday motor function in a geriatric population. J. Rehabil. Res. Dev. 44, 417–428 (2007)CrossRef de Bruin, E., Najafi, B., Murer, K., Uebelhart, D., Aminian, K.: Quantification of everyday motor function in a geriatric population. J. Rehabil. Res. Dev. 44, 417–428 (2007)CrossRef
29.
go back to reference DeLisa, J., Scientific, U.S. Veterans Health Administration, Technical Publications Section: Gait analysis in the science of rehabilitation. Monograph (United States. Veterans Health Administration. Rehabilitation Research and Development Service). Department of Veterans Affairs, Veterans Health Administration, Rehabilitation Research and Development Service. Scientific and Technical Publications Section (1998) DeLisa, J., Scientific, U.S. Veterans Health Administration, Technical Publications Section: Gait analysis in the science of rehabilitation. Monograph (United States. Veterans Health Administration. Rehabilitation Research and Development Service). Department of Veterans Affairs, Veterans Health Administration, Rehabilitation Research and Development Service. Scientific and Technical Publications Section (1998)
30.
go back to reference Ezer, N., Fisk, A.D., Rogers, W.A.: Attitudinal and intentional acceptance of domestic robots by younger and older adults. In: Stephanidis, C. (ed.) UAHCI 2009, Part II. LNCS, vol. 5615, pp. 39–48. Springer, Heidelberg (2009) Ezer, N., Fisk, A.D., Rogers, W.A.: Attitudinal and intentional acceptance of domestic robots by younger and older adults. In: Stephanidis, C. (ed.) UAHCI 2009, Part II. LNCS, vol. 5615, pp. 39–48. Springer, Heidelberg (2009)
31.
go back to reference Ezer, N., Fisk, A.D., Rogers, W.A.: More than a servant: self-reported willingness of younger and older adults to having a robot perform interactive and critical tasks in the home. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 53, pp. 136–140. SAGE Publications (2009) Ezer, N., Fisk, A.D., Rogers, W.A.: More than a servant: self-reported willingness of younger and older adults to having a robot perform interactive and critical tasks in the home. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 53, pp. 136–140. SAGE Publications (2009)
32.
go back to reference Fortuny-Guasch, J., Sammartino, P.F., Petit, J.: Radar techniques for human gait automatic recognition. In: Proceedings of the 43rd Annual 2009 International Security Technology Carnahan Conference, pp. 221–226 (2009) Fortuny-Guasch, J., Sammartino, P.F., Petit, J.: Radar techniques for human gait automatic recognition. In: Proceedings of the 43rd Annual 2009 International Security Technology Carnahan Conference, pp. 221–226 (2009)
33.
go back to reference Frenken, T.: Technischer Ansatz zur unaufdringlichen Mobilitätsanalyse im Rahmen geriatrischer Assessments. Ph.D. thesis. University of Oldenburg, VDI Verlag, Düsseldorf, January 2013 Frenken, T.: Technischer Ansatz zur unaufdringlichen Mobilitätsanalyse im Rahmen geriatrischer Assessments. Ph.D. thesis. University of Oldenburg, VDI Verlag, Düsseldorf, January 2013
34.
go back to reference Frenken, T., Gövercin, M., Mersmann, S., Hein, A.: Precise assessment of self-selected gait velocity in domestic environments. In: Pervasive Computing Technologies for Healthcare (PervasiveHealth) (2010) Frenken, T., Gövercin, M., Mersmann, S., Hein, A.: Precise assessment of self-selected gait velocity in domestic environments. In: Pervasive Computing Technologies for Healthcare (PervasiveHealth) (2010)
35.
go back to reference Frenken, T., Lipprandt, M., Brell, M., Wegel, S., Gövercin, M., Steinhagen-Thiessen, E., Hein, A.: Novel approach to unsupervised mobility assessment tests: field trial for aTUG. In: Proceedings of the 6th International Pervasive Computing Technologies for Healthcare (PervasiveHealth) Conference (2012) Frenken, T., Lipprandt, M., Brell, M., Wegel, S., Gövercin, M., Steinhagen-Thiessen, E., Hein, A.: Novel approach to unsupervised mobility assessment tests: field trial for aTUG. In: Proceedings of the 6th International Pervasive Computing Technologies for Healthcare (PervasiveHealth) Conference (2012)
36.
go back to reference Frenken, T., Vester, B., Brell, M., Hein, A.: aTUG: fully-automated timed up and go assessment using ambient sensor technologies. In: 2011 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth) (2011) Frenken, T., Vester, B., Brell, M., Hein, A.: aTUG: fully-automated timed up and go assessment using ambient sensor technologies. In: 2011 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth) (2011)
37.
go back to reference Fuerstenberg, K.C., Dietmayer, K.: Object tracking and classification for multiple active safety and comfort applications using a multilayer laser scanner. In: Proceedings of IEEE Intelligent Vehicles Symposium, pp. 802–807 (2004) Fuerstenberg, K.C., Dietmayer, K.: Object tracking and classification for multiple active safety and comfort applications using a multilayer laser scanner. In: Proceedings of IEEE Intelligent Vehicles Symposium, pp. 802–807 (2004)
38.
go back to reference Gabel, M., Gilad-Bachrach, R., Renshaw, E., Schuster, A.: Full body gait analysis with kinect. In: 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 1964–1967. IEEE (2012) Gabel, M., Gilad-Bachrach, R., Renshaw, E., Schuster, A.: Full body gait analysis with kinect. In: 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 1964–1967. IEEE (2012)
39.
go back to reference Geisheimer, J.L., Marshall, W.S., Greneker, E.: A continuous-wave (CW) radar for gait analysis. In: Proceedings of the Conference on Signals, Systems and Computers Record of the Thirty-Fifth Asilomar Conference, vol. 1, pp. 834–838 (2001) Geisheimer, J.L., Marshall, W.S., Greneker, E.: A continuous-wave (CW) radar for gait analysis. In: Proceedings of the Conference on Signals, Systems and Computers Record of the Thirty-Fifth Asilomar Conference, vol. 1, pp. 834–838 (2001)
40.
go back to reference Gill, T.M., Williams, C.S., Tinetti, M.E.: Assessing risk for the onset of functional dependence among older adults: the role of physical performance. J. Am. Geriatr. Soc. 43(6), 603–609 (1995) Gill, T.M., Williams, C.S., Tinetti, M.E.: Assessing risk for the onset of functional dependence among older adults: the role of physical performance. J. Am. Geriatr. Soc. 43(6), 603–609 (1995)
41.
go back to reference Goffredo, M., Carter, J.N., Nixon, M.S.: Front-view gait recognition. In: Proceedings of the 2nd IEEE International Conference on Biometrics: Theory, Applications and Systems BTAS 2008, pp. 1–6 (2008) Goffredo, M., Carter, J.N., Nixon, M.S.: Front-view gait recognition. In: Proceedings of the 2nd IEEE International Conference on Biometrics: Theory, Applications and Systems BTAS 2008, pp. 1–6 (2008)
42.
go back to reference Greene, B.R., Donovan, A.O., Romero-Ortuno, R., Cogan, L., Ni Scanaill, C., Kenny, R.A.: Quantitative falls risk assessment using the timed up and go test. IEEE Trans. Biomed. Eng. 57(12), 2918–2926 (2010)CrossRef Greene, B.R., Donovan, A.O., Romero-Ortuno, R., Cogan, L., Ni Scanaill, C., Kenny, R.A.: Quantitative falls risk assessment using the timed up and go test. IEEE Trans. Biomed. Eng. 57(12), 2918–2926 (2010)CrossRef
43.
go back to reference Hagler, S., Austin, D., Hayes, T.L., Kaye, J., Pavel, M.: Unobtrusive and ubiquitous in-home monitoring: a methodology for continuous assessment of gait velocity in elders. IEEE Trans. Biomed. Eng. 57(4), 813–820 (2010)CrossRef Hagler, S., Austin, D., Hayes, T.L., Kaye, J., Pavel, M.: Unobtrusive and ubiquitous in-home monitoring: a methodology for continuous assessment of gait velocity in elders. IEEE Trans. Biomed. Eng. 57(4), 813–820 (2010)CrossRef
44.
go back to reference Hausdorff, J.M., Ladin, Z., Wei, J.Y.: Footswitch system for measurement of the temporal parameters of gait. J. Biomech. 28(3), 347–351 (1995)CrossRef Hausdorff, J.M., Ladin, Z., Wei, J.Y.: Footswitch system for measurement of the temporal parameters of gait. J. Biomech. 28(3), 347–351 (1995)CrossRef
45.
go back to reference Health Level Seven International. CDA Release 2. Technical report (2005) Health Level Seven International. CDA Release 2. Technical report (2005)
46.
go back to reference Helmer, A., Lipprandt, M., Frenken, T., Eichelberg, M., Hein, A.: 3DLC: a comprehensive model for personal health records supporting new types of medical applications. J. Healthc. Eng. 2(3), 321–336 (2011)CrossRef Helmer, A., Lipprandt, M., Frenken, T., Eichelberg, M., Hein, A.: 3DLC: a comprehensive model for personal health records supporting new types of medical applications. J. Healthc. Eng. 2(3), 321–336 (2011)CrossRef
47.
go back to reference Henriksen, M., Lund, H., Moe-Nilssen, R., Bliddal, H., Danneskiod-Samsøe, B.: Test-retest reliability of trunk accelerometric gait analysis. Gait Posture 19(3), 288–297 (2004)CrossRef Henriksen, M., Lund, H., Moe-Nilssen, R., Bliddal, H., Danneskiod-Samsøe, B.: Test-retest reliability of trunk accelerometric gait analysis. Gait Posture 19(3), 288–297 (2004)CrossRef
48.
go back to reference Holzinger, A., Searle, G., Wernbacher, M.: The effect of previous exposure to technology on acceptance and its importance in usability and accessibility engineering. Univ. Access Inf. Soc. 10(3), 245–260 (2011)CrossRef Holzinger, A., Searle, G., Wernbacher, M.: The effect of previous exposure to technology on acceptance and its importance in usability and accessibility engineering. Univ. Access Inf. Soc. 10(3), 245–260 (2011)CrossRef
49.
go back to reference Hornsteiner, C., Detlefsen, J.: Characterisation of human gait using a continuous-wave radar at 24 GHz. Adv. Radio Sci. 6, 67–70 (2008)CrossRef Hornsteiner, C., Detlefsen, J.: Characterisation of human gait using a continuous-wave radar at 24 GHz. Adv. Radio Sci. 6, 67–70 (2008)CrossRef
50.
go back to reference Huang, B., Chen, M., Shi, X., Xu, Y.: Gait event detection with intelligent shoes. In: Proceedings of International Conference on Information Acquisition ICIA 2007, 8–11 July 2007, pp. 579–584 (2007) Huang, B., Chen, M., Shi, X., Xu, Y.: Gait event detection with intelligent shoes. In: Proceedings of International Conference on Information Acquisition ICIA 2007, 8–11 July 2007, pp. 579–584 (2007)
51.
go back to reference Huitema, R.B., Hof, A.L., Postema, K.: Ultrasonic motion analysis system-measurement of temporal and spatial gait parameters. J. Biomech. 35(6), 837–842 (2002)CrossRef Huitema, R.B., Hof, A.L., Postema, K.: Ultrasonic motion analysis system-measurement of temporal and spatial gait parameters. J. Biomech. 35(6), 837–842 (2002)CrossRef
52.
go back to reference Imms, F.J., Edholm, O.G.: Studies of gait and mobility in the elderly. Age Ageing 10(3), 147–156 (1981)CrossRef Imms, F.J., Edholm, O.G.: Studies of gait and mobility in the elderly. Age Ageing 10(3), 147–156 (1981)CrossRef
53.
go back to reference Jang, Y., Shin, S., Lee, J.W., Kim, S.: A preliminary study for portable walking distance measurement system using ultrasonic sensors. In: Proceedings of 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2007, pp. 5290–5293 (2007) Jang, Y., Shin, S., Lee, J.W., Kim, S.: A preliminary study for portable walking distance measurement system using ultrasonic sensors. In: Proceedings of 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2007, pp. 5290–5293 (2007)
54.
go back to reference Kamen, G., Patten, C., Du, C.D., Sison, S.: An accelerometry-based system for the assessment of balance and postural sway. Gerontology 44(1), 40–45 (1998)CrossRef Kamen, G., Patten, C., Du, C.D., Sison, S.: An accelerometry-based system for the assessment of balance and postural sway. Gerontology 44(1), 40–45 (1998)CrossRef
55.
go back to reference Kerr, K., White, J., Barr, D., Mollan, R.: Standardization and definitions of the sit-stand-sit movement cycle. Gait Posture 2(3), 182–190 (1994)CrossRef Kerr, K., White, J., Barr, D., Mollan, R.: Standardization and definitions of the sit-stand-sit movement cycle. Gait Posture 2(3), 182–190 (1994)CrossRef
56.
go back to reference Kiselev, J., Gövercin, M., Frenken, T., Hein, A., Steinhagen-Thiessen, E., Wegel, S.: A new device for the assessment of gait and mobility with an automated timed up & go (atug): study protocol of an initial validation study. Contemporary Clinical Trials (2012, submitted) Kiselev, J., Gövercin, M., Frenken, T., Hein, A., Steinhagen-Thiessen, E., Wegel, S.: A new device for the assessment of gait and mobility with an automated timed up & go (atug): study protocol of an initial validation study. Contemporary Clinical Trials (2012, submitted)
57.
go back to reference Kiss, R.: Comparison between kinematic and ground reaction force techniques for determining gait events during treadmill walking at different walking speeds. Med. Eng. Phys. 32(6), 662–667 (2010)CrossRef Kiss, R.: Comparison between kinematic and ground reaction force techniques for determining gait events during treadmill walking at different walking speeds. Med. Eng. Phys. 32(6), 662–667 (2010)CrossRef
58.
go back to reference Knight, H., Lee, J.-K., Ma, H.: Chair Alarm for patient fall prevention based on Gesture Recognition and Interactivity. In: Proceedings of 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2008, 20–25 August 2008, pp. 3698–3701 (2008) Knight, H., Lee, J.-K., Ma, H.: Chair Alarm for patient fall prevention based on Gesture Recognition and Interactivity. In: Proceedings of 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2008, 20–25 August 2008, pp. 3698–3701 (2008)
59.
go back to reference Kong, K., Tomizuka, M.: A gait monitoring system based on air pressure sensors embedded in a shoe. IEEE/ASME Trans. Mechatron. 14(3), 358–370 (2009)CrossRef Kong, K., Tomizuka, M.: A gait monitoring system based on air pressure sensors embedded in a shoe. IEEE/ASME Trans. Mechatron. 14(3), 358–370 (2009)CrossRef
60.
go back to reference Lai, D.T.H., Wrigley, T.V., Palaniswami, M.: Ultrasound monitoring of inter-knee distances during gait. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBC 2009, pp. 725–728 (2009) Lai, D.T.H., Wrigley, T.V., Palaniswami, M.: Ultrasound monitoring of inter-knee distances during gait. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBC 2009, pp. 725–728 (2009)
61.
go back to reference Leu, A., Ristic-Durrant, D., Graser, A.: A robust markerless vision-based human gait analysis system. In: Proceedings of 6th IEEE International Symposium on Applied Computational Intelligence and Informatics (SACI), pp. 415–420 (2011) Leu, A., Ristic-Durrant, D., Graser, A.: A robust markerless vision-based human gait analysis system. In: Proceedings of 6th IEEE International Symposium on Applied Computational Intelligence and Informatics (SACI), pp. 415–420 (2011)
62.
go back to reference Liao, H.-F., Mao, P.-J., Hwang, A.-W.: Test-retest reliability of balance tests in children with cerebral palsy. Dev. Med. Child Neurol. 43(3), 180–186 (2001) Liao, H.-F., Mao, P.-J., Hwang, A.-W.: Test-retest reliability of balance tests in children with cerebral palsy. Dev. Med. Child Neurol. 43(3), 180–186 (2001)
63.
go back to reference Liao, T.-Y., Miaou, S.-G., Li, Y.-R.: A vision-based walking posture analysis system without markers. In: Proceedings of the 2nd International Conference on Signal Processing Systems (ICSPS), vol. 3, pp. 254–258 (2010) Liao, T.-Y., Miaou, S.-G., Li, Y.-R.: A vision-based walking posture analysis system without markers. In: Proceedings of the 2nd International Conference on Signal Processing Systems (ICSPS), vol. 3, pp. 254–258 (2010)
64.
go back to reference Lim, D.-W., Kim, D.-H., Shen, L., Kim, H.-M., Kim, S., Yu, H.K.: Stride rate estimation using UWB impulse radar. In: Proceedings of the 3rd Asia-Pacific International Conference on Synthetic Aperture Radar (APSAR), pp. 1–3 (2011) Lim, D.-W., Kim, D.-H., Shen, L., Kim, H.-M., Kim, S., Yu, H.K.: Stride rate estimation using UWB impulse radar. In: Proceedings of the 3rd Asia-Pacific International Conference on Synthetic Aperture Radar (APSAR), pp. 1–3 (2011)
65.
go back to reference Liu, J., Lockhart, T.E., Jones, M., Martin, T.: Local dynamic stability assessment of motion impaired elderly using electronic textile pants. IEEE Trans. Autom. Sci. Eng. 5(4), 696–702 (2008)CrossRef Liu, J., Lockhart, T.E., Jones, M., Martin, T.: Local dynamic stability assessment of motion impaired elderly using electronic textile pants. IEEE Trans. Autom. Sci. Eng. 5(4), 696–702 (2008)CrossRef
66.
go back to reference Lombardi, R., Buizza, A., Gandolfi, R., Vignarelli, C., Guaita, A., Panella, L.: Measurement on tinetti test: instrumentation and procedures. Technol. Health Care J. Eur. Soc. Eng. Med. 9(5), 403–416 (2001) Lombardi, R., Buizza, A., Gandolfi, R., Vignarelli, C., Guaita, A., Panella, L.: Measurement on tinetti test: instrumentation and procedures. Technol. Health Care J. Eur. Soc. Eng. Med. 9(5), 403–416 (2001)
67.
go back to reference Mancini, M., Salarian, A., Carlson-Kuhta, P., Zampieri, C., King, L., Chiari, L., Horak, F.B., et al.: Isway: a sensitive, valid and reliable measure of postural control. J. Neuroengineering Rehabil. 9(1), 59 (2012)CrossRef Mancini, M., Salarian, A., Carlson-Kuhta, P., Zampieri, C., King, L., Chiari, L., Horak, F.B., et al.: Isway: a sensitive, valid and reliable measure of postural control. J. Neuroengineering Rehabil. 9(1), 59 (2012)CrossRef
68.
go back to reference Mancini, M., Zampieri, C., Carlson-Kuhta, P., Chiari, L., Horak, F.B.: Anticipatory postural adjustments prior to step initiation are hypometric in untreated parkinsons disease: an accelerometer-based approach. Eur. J. Neurol. 16(9), 1028–1034 (2009)CrossRef Mancini, M., Zampieri, C., Carlson-Kuhta, P., Chiari, L., Horak, F.B.: Anticipatory postural adjustments prior to step initiation are hypometric in untreated parkinsons disease: an accelerometer-based approach. Eur. J. Neurol. 16(9), 1028–1034 (2009)CrossRef
69.
go back to reference Marschollek, M., Goevercin, M., Wolf, K.-H., Song, B., Gietzelt, M., Haux, R., Steinhagen-Thiessen, E.: A performance comparison of accelerometry-based step detection algorithms on a large, non-laboratory sample of healthy and mobility-impaired persons. In: Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2008, pp. 1319–1322 (2008) Marschollek, M., Goevercin, M., Wolf, K.-H., Song, B., Gietzelt, M., Haux, R., Steinhagen-Thiessen, E.: A performance comparison of accelerometry-based step detection algorithms on a large, non-laboratory sample of healthy and mobility-impaired persons. In: Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2008, pp. 1319–1322 (2008)
70.
go back to reference Marschollek, M., Nemitz, G., Gietzelt, M., Wolf, K., Meyer zu Schwabedissen, H., Haux, R.: Predicting in-patient falls in a geriatric clinic. Zeitschrift fr Gerontologie und Geriatrie 42, 317–322 (2009)CrossRef Marschollek, M., Nemitz, G., Gietzelt, M., Wolf, K., Meyer zu Schwabedissen, H., Haux, R.: Predicting in-patient falls in a geriatric clinic. Zeitschrift fr Gerontologie und Geriatrie 42, 317–322 (2009)CrossRef
71.
go back to reference Mathie, M.J., Coster, A.C.F., Lovell, N.H., Celler, B.G.: Accelerometry: providing an integrated, practical method for long-term, ambulatory monitoring of human movement. Physiol. Meas. 25(2), R1 (2004)CrossRef Mathie, M.J., Coster, A.C.F., Lovell, N.H., Celler, B.G.: Accelerometry: providing an integrated, practical method for long-term, ambulatory monitoring of human movement. Physiol. Meas. 25(2), R1 (2004)CrossRef
72.
go back to reference Mayagoitia, R.E., Lotters, J.C., Veltink, P.H.: Standing stability evaluation using a triaxial accelerometer. In: Proceedings of 18th Annual International Conference of the IEEE Bridging Disciplines for Biomedicine Engineering in Medicine and Biology Society, October 31–November 3 1996, vol. 2, pp. 573–574 (1996) Mayagoitia, R.E., Lotters, J.C., Veltink, P.H.: Standing stability evaluation using a triaxial accelerometer. In: Proceedings of 18th Annual International Conference of the IEEE Bridging Disciplines for Biomedicine Engineering in Medicine and Biology Society, October 31–November 3 1996, vol. 2, pp. 573–574 (1996)
73.
go back to reference Melenhorst, A.-S., Rogers, W.A., Bouwhuis, D.G.: Older adults’ motivated choice for technological innovation: evidence for benefit-driven selectivity. Psychol. Aging 21(1), 190 (2006)CrossRef Melenhorst, A.-S., Rogers, W.A., Bouwhuis, D.G.: Older adults’ motivated choice for technological innovation: evidence for benefit-driven selectivity. Psychol. Aging 21(1), 190 (2006)CrossRef
74.
go back to reference Menz, H.B., Lord, S.R., Fitzpatrick, R.C.: Age-related differences in walking stability. Age Ageing 32(2), 137–142 (2003)CrossRef Menz, H.B., Lord, S.R., Fitzpatrick, R.C.: Age-related differences in walking stability. Age Ageing 32(2), 137–142 (2003)CrossRef
75.
go back to reference Montero-Odasso, M., Schapira, M., Soriano, E.R., Varela, M., Kaplan, R., Camera, L.A., Mayorga, L.M.: Gait velocity as a single predictor of adverse events in healthy seniors aged 75 years and older. J. Gerontol. A Biol. Sci. Med. Sci. 60(10), 1304–1309 (2005)CrossRef Montero-Odasso, M., Schapira, M., Soriano, E.R., Varela, M., Kaplan, R., Camera, L.A., Mayorga, L.M.: Gait velocity as a single predictor of adverse events in healthy seniors aged 75 years and older. J. Gerontol. A Biol. Sci. Med. Sci. 60(10), 1304–1309 (2005)CrossRef
76.
go back to reference Muras, J.: SMOOTH - a system for mobility training at home for people with Parkinson’s disease. Ph.D. thesis, Trinity College Dublin (2010) Muras, J.: SMOOTH - a system for mobility training at home for people with Parkinson’s disease. Ph.D. thesis, Trinity College Dublin (2010)
77.
go back to reference Najafi, B., Aminian, K., Loew, F., Blanc, Y., Robert, P.A.: Measurement of stand-sit and sit-stand transitions using a miniature gyroscope and its application in fall risk evaluation in the elderly. IEEE Trans. Biomed. Eng. 49(8), 843–851 (2002)CrossRef Najafi, B., Aminian, K., Loew, F., Blanc, Y., Robert, P.A.: Measurement of stand-sit and sit-stand transitions using a miniature gyroscope and its application in fall risk evaluation in the elderly. IEEE Trans. Biomed. Eng. 49(8), 843–851 (2002)CrossRef
78.
go back to reference Narayanan, M.R., Redmond, S.J., Scalzi, M.E., Lord, S.R., Celler, B.G., Ast, N.H.L.: Longitudinal falls-risk estimation using triaxial accelerometry. IEEE Trans. Biomed. Eng. 57(3), 534–541 (2010)CrossRef Narayanan, M.R., Redmond, S.J., Scalzi, M.E., Lord, S.R., Celler, B.G., Ast, N.H.L.: Longitudinal falls-risk estimation using triaxial accelerometry. IEEE Trans. Biomed. Eng. 57(3), 534–541 (2010)CrossRef
79.
go back to reference Nester, C., Jones, R.K., Liu, A., Howard, D., Lundberg, A., Arndt, A., Lundgren, P., Stacoff, A., Wolf, P.: Foot kinematics during walking measured using bone and surface mounted markers. J. Biomech. 40(15), 3412–3423 (2007)CrossRef Nester, C., Jones, R.K., Liu, A., Howard, D., Lundberg, A., Arndt, A., Lundgren, P., Stacoff, A., Wolf, P.: Foot kinematics during walking measured using bone and surface mounted markers. J. Biomech. 40(15), 3412–3423 (2007)CrossRef
80.
go back to reference Organization, W.H., et al.: International classification of functioning disability and health (ICF). resolution WHA 54.21 (2001) Organization, W.H., et al.: International classification of functioning disability and health (ICF). resolution WHA 54.21 (2001)
81.
go back to reference Otero, M.: Application of a continuous wave radar for human gait recognition. In: Kadar, I. (ed.) Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, vol. 5809, pp. 538–548, May 2005 Otero, M.: Application of a continuous wave radar for human gait recognition. In: Kadar, I. (ed.) Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, vol. 5809, pp. 538–548, May 2005
82.
go back to reference Pallejà, T., Teixidó, M., Tresanchez, M., Palacín, J.: Measuring gait using a ground laser range sensor. Sensors 9(11), 9133–9146 (2009)CrossRef Pallejà, T., Teixidó, M., Tresanchez, M., Palacín, J.: Measuring gait using a ground laser range sensor. Sensors 9(11), 9133–9146 (2009)CrossRef
83.
go back to reference Pappas, I.P.I., Keller, T., Mangold, S., Popovic, M.R., Dietz, V., Morari, M.: A reliable gyroscope-based gait-phase detection sensor embedded in a shoe insole. IEEE Sens. J. 4(2), 268–274 (2004)CrossRef Pappas, I.P.I., Keller, T., Mangold, S., Popovic, M.R., Dietz, V., Morari, M.: A reliable gyroscope-based gait-phase detection sensor embedded in a shoe insole. IEEE Sens. J. 4(2), 268–274 (2004)CrossRef
84.
go back to reference Pavel, M., Hayes, T., Tsay, I., Erdogmus, D., Paul, A., Larimer, N., Jimison, H., Nutt, J.: Continuous assessment of gait velocity in Parkinson’s disease from unobtrusive measurements. In: Proceedings of the 3rd International IEEE/EMBS Conference on Neural Engineering CNE 2007, 2–5 May 2007, pp. 700–703 (2007) Pavel, M., Hayes, T., Tsay, I., Erdogmus, D., Paul, A., Larimer, N., Jimison, H., Nutt, J.: Continuous assessment of gait velocity in Parkinson’s disease from unobtrusive measurements. In: Proceedings of the 3rd International IEEE/EMBS Conference on Neural Engineering CNE 2007, 2–5 May 2007, pp. 700–703 (2007)
85.
go back to reference Pavel, M., Hayes, T.L., Adami, A., Jimison, H., Kaye, J.: Unobtrusive assessment of mobility. In: Proceedings of the 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2006, pp. 6277–6280, August 2006 Pavel, M., Hayes, T.L., Adami, A., Jimison, H., Kaye, J.: Unobtrusive assessment of mobility. In: Proceedings of the 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS 2006, pp. 6277–6280, August 2006
86.
go back to reference Perez, C., Oates, A., Hughey, L., Fung, J.: Development of a force-sensing cane instrumented within a treadmill-based virtual reality locomotor system. In: Proceedings of the International Conference on Virtual Rehabilitation, pp. 154–159 (2009) Perez, C., Oates, A., Hughey, L., Fung, J.: Development of a force-sensing cane instrumented within a treadmill-based virtual reality locomotor system. In: Proceedings of the International Conference on Virtual Rehabilitation, pp. 154–159 (2009)
87.
go back to reference Perry, M., Dowdall, A., Lines, L., Hone, K.: Multimodal and ubiquitous computing systems: supporting independent-living older users. IEEE Trans. Inf. Technol. Biomed. 8(3), 258–270 (2004)CrossRef Perry, M., Dowdall, A., Lines, L., Hone, K.: Multimodal and ubiquitous computing systems: supporting independent-living older users. IEEE Trans. Inf. Technol. Biomed. 8(3), 258–270 (2004)CrossRef
88.
go back to reference Podsiadlo, D., Richardson, S.: The timed “Up & Go”: a test of basic functional mobility for frail elderly persons. J. Am. Geriatr. Soc. 39(2), 142–148 (1991) Podsiadlo, D., Richardson, S.: The timed “Up & Go”: a test of basic functional mobility for frail elderly persons. J. Am. Geriatr. Soc. 39(2), 142–148 (1991)
89.
go back to reference Poppe, R.: Vision-based human motion analysis: an overview. Comput. Vis. Image Underst. 108, 4–18 (2007)CrossRef Poppe, R.: Vision-based human motion analysis: an overview. Comput. Vis. Image Underst. 108, 4–18 (2007)CrossRef
90.
go back to reference Ram, S.S., Li, Y., Lin, A., Ling, H.: Doppler-based detection and tracking of humans in indoor environments. J. Franklin Inst. 345(6), 679–699 (2008)CrossRefMATH Ram, S.S., Li, Y., Lin, A., Ling, H.: Doppler-based detection and tracking of humans in indoor environments. J. Franklin Inst. 345(6), 679–699 (2008)CrossRefMATH
91.
go back to reference Salarian, A., Horak, F.B., Zampieri, C., Carlson-Kuhta, P., Nutt, J.G., Aminian, K.: iTUG, a sensitive and reliable measure of mobility. IEEE Trans. Neural Syst. Rehabil. Eng. 18(3), 303–310 (2010)CrossRef Salarian, A., Horak, F.B., Zampieri, C., Carlson-Kuhta, P., Nutt, J.G., Aminian, K.: iTUG, a sensitive and reliable measure of mobility. IEEE Trans. Neural Syst. Rehabil. Eng. 18(3), 303–310 (2010)CrossRef
92.
go back to reference Scanaill, C.N., Carew, S., Barralon, P., Noury, N., Lyons, D., Lyons, G.M.: A review of approaches to mobility telemonitoring of the elderly in their living environment. Ann. Biomed. Eng. 34(4), 547–563 (2006)CrossRef Scanaill, C.N., Carew, S., Barralon, P., Noury, N., Lyons, D., Lyons, G.M.: A review of approaches to mobility telemonitoring of the elderly in their living environment. Ann. Biomed. Eng. 34(4), 547–563 (2006)CrossRef
93.
go back to reference Shao, X., Zhao, H., Nakamura, K., Katabira, K., Shibasaki, R., Nakagawa, Y.: Detection and tracking of multiple pedestrians by using laser range scanners. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, 2007, IROS 2007, pp. 2174–2179 (2007) Shao, X., Zhao, H., Nakamura, K., Katabira, K., Shibasaki, R., Nakagawa, Y.: Detection and tracking of multiple pedestrians by using laser range scanners. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, 2007, IROS 2007, pp. 2174–2179 (2007)
94.
go back to reference Sixsmith, A.J.: An evaluation of an intelligent home monitoring system. J. Telemedicine Telecare 6(2), 63–72 (2000)CrossRefMathSciNet Sixsmith, A.J.: An evaluation of an intelligent home monitoring system. J. Telemedicine Telecare 6(2), 63–72 (2000)CrossRefMathSciNet
95.
go back to reference Skelly, M.M., Chizeck, H.J.: Real-time gait event detection for paraplegic FES walking. IEEE Trans. Neural Syst. Rehabil. Eng. 9(1), 59–68 (2001)CrossRef Skelly, M.M., Chizeck, H.J.: Real-time gait event detection for paraplegic FES walking. IEEE Trans. Neural Syst. Rehabil. Eng. 9(1), 59–68 (2001)CrossRef
96.
go back to reference Smarr, C.-A., Fausset, C.B., Rogers, W.A.: Understanding the potential for robot assistance for older adults in the home environment. Georgia Institute of Technology (2011) Smarr, C.-A., Fausset, C.B., Rogers, W.A.: Understanding the potential for robot assistance for older adults in the home environment. Georgia Institute of Technology (2011)
97.
go back to reference Smith, G.E., Ahmad, F., Amin, M.G.: Micro-Doppler processing for ultra-wideband radar data. In: SPIE Defense, Security, and Sensing, pp. 83610L–83610L. International Society for Optics and Photonics (2012) Smith, G.E., Ahmad, F., Amin, M.G.: Micro-Doppler processing for ultra-wideband radar data. In: SPIE Defense, Security, and Sensing, pp. 83610L–83610L. International Society for Optics and Photonics (2012)
98.
go back to reference Spehr, J., Gietzelt, M., Wegel, S., Költzsch, Y., Winkelbach, S., Marschollek, M., Gövercin, M., Wahl, F., Haux, R., Steinhagen-Thiessen, E.: Vermessung von Gangparametern zur Sturzprädikation durch Vision- und Beschleunigungssensorik. In: Demographischer Wandel - Assistenzsysteme aus der Forschung in den Markt (AAL 2011), p. 5 (2011) Spehr, J., Gietzelt, M., Wegel, S., Költzsch, Y., Winkelbach, S., Marschollek, M., Gövercin, M., Wahl, F., Haux, R., Steinhagen-Thiessen, E.: Vermessung von Gangparametern zur Sturzprädikation durch Vision- und Beschleunigungssensorik. In: Demographischer Wandel - Assistenzsysteme aus der Forschung in den Markt (AAL 2011), p. 5 (2011)
99.
go back to reference Steen, E.-E., Eichelberg, M., Nebel, W., Hein, A.: A novel indoor localization approach using dynamic changes in ultrasonic echoes. In: Wichert, R., Eberhardt, B. (eds.) Ambient Assisted Living. Advanced Technologies and Societal Change, pp. 61–76. Springer, Heidelberg (2012) Steen, E.-E., Eichelberg, M., Nebel, W., Hein, A.: A novel indoor localization approach using dynamic changes in ultrasonic echoes. In: Wichert, R., Eberhardt, B. (eds.) Ambient Assisted Living. Advanced Technologies and Societal Change, pp. 61–76. Springer, Heidelberg (2012)
100.
go back to reference Stolze, H., Klebe, S., Baecker, C., Zechlin, C., Friege, L., Pohle, S., Deuschl, G.: Prevalence of gait disorders in hospitalized neurological patients. Mov. Disord. 20(1), 89–94 (2005)CrossRef Stolze, H., Klebe, S., Baecker, C., Zechlin, C., Friege, L., Pohle, S., Deuschl, G.: Prevalence of gait disorders in hospitalized neurological patients. Mov. Disord. 20(1), 89–94 (2005)CrossRef
101.
go back to reference Stone, E., Skubic, M.: Mapping kinect-based in-home gait speed to tug time: a methodology to facilitate clinical interpretation. In: 2013 7th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), pp. 57–64 (2013) Stone, E., Skubic, M.: Mapping kinect-based in-home gait speed to tug time: a methodology to facilitate clinical interpretation. In: 2013 7th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), pp. 57–64 (2013)
102.
go back to reference Stone, E.E., Skubic, M.: Evaluation of an inexpensive depth camera for passive in-home fall risk assessment. In: Proceedings of 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), pp. 71–77 (2011) Stone, E.E., Skubic, M.: Evaluation of an inexpensive depth camera for passive in-home fall risk assessment. In: Proceedings of 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), pp. 71–77 (2011)
103.
go back to reference Stone, E.E., Skubic, M.: Passive in-home measurement of stride-to-stride gait variability comparing vision and kinect sensing. In: 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC, pp. 6491–6494. IEEE (2011) Stone, E.E., Skubic, M.: Passive in-home measurement of stride-to-stride gait variability comparing vision and kinect sensing. In: 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC, pp. 6491–6494. IEEE (2011)
104.
go back to reference Stone, E.-E., Skubic, M.: Passive, in-home gait measurement using an inexpensive depth camera: initial results. In: Proceedings of the 6th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), pp. 183–186 (2012) Stone, E.-E., Skubic, M.: Passive, in-home gait measurement using an inexpensive depth camera: initial results. In: Proceedings of the 6th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth), pp. 183–186 (2012)
105.
go back to reference Sutherland, D.H.: The evolution of clinical gait analysis part l: kinesiological EMG. Gait Posture 14(1), 61–70 (2001)CrossRefMathSciNet Sutherland, D.H.: The evolution of clinical gait analysis part l: kinesiological EMG. Gait Posture 14(1), 61–70 (2001)CrossRefMathSciNet
106.
go back to reference Sutherland, D.H.: The evolution of clinical gait analysis: Part II Kinematics. Gait Posture 16(2), 159–179 (2002)CrossRef Sutherland, D.H.: The evolution of clinical gait analysis: Part II Kinematics. Gait Posture 16(2), 159–179 (2002)CrossRef
107.
go back to reference Sutherland, D.H.: The evolution of clinical gait analysis part III - kinetics and energy assessment. Gait Posture 21(4), 447–461 (2005)CrossRef Sutherland, D.H.: The evolution of clinical gait analysis part III - kinetics and energy assessment. Gait Posture 21(4), 447–461 (2005)CrossRef
108.
go back to reference Tinetti, M.E.: Performance-oriented assessment of mobility problems in elderly patients. J. Am. Geriatr. Soc. 34(2), 119–126 (1986) Tinetti, M.E.: Performance-oriented assessment of mobility problems in elderly patients. J. Am. Geriatr. Soc. 34(2), 119–126 (1986)
109.
go back to reference Tung, J., Gage, W., Zabjek, K., Brooks, D., Maki, D., Mihailidis, A., Fernie, G.R., McIlroy, W.E.: iWalker: a ‘real-world’ mobility assessment tool. In: 30th Canadian Medical and Biological Engineering Society. Canadian Medical & Biological Engineering Society (2007) Tung, J., Gage, W., Zabjek, K., Brooks, D., Maki, D., Mihailidis, A., Fernie, G.R., McIlroy, W.E.: iWalker: a ‘real-world’ mobility assessment tool. In: 30th Canadian Medical and Biological Engineering Society. Canadian Medical & Biological Engineering Society (2007)
110.
go back to reference van Doorn, C., Gruber-Baldini, A.L., Zimmerman, S., Hebel, J.R., Port, C.L., Baumgarten, M., Quinn, C.C., Taler, G., May, C., Magaziner, J., Epidemiology of Dementia in Nursing Homes Research Group: Dementia as a risk factor for falls and fall injuries among nursing home residents. J. Am. Geriatr. Soc. 51(9), 1213–1218 (2003)CrossRef van Doorn, C., Gruber-Baldini, A.L., Zimmerman, S., Hebel, J.R., Port, C.L., Baumgarten, M., Quinn, C.C., Taler, G., May, C., Magaziner, J., Epidemiology of Dementia in Nursing Homes Research Group: Dementia as a risk factor for falls and fall injuries among nursing home residents. J. Am. Geriatr. Soc. 51(9), 1213–1218 (2003)CrossRef
111.
go back to reference Verghese, J., Lipton, R.B., Hall, C.B., Kuslansky, G., Katz, M.J., Buschke, H.: Abnormality of gait as a predictor of non-Alzheimer’s dementia. N. Engl. J. Med. 347(22), 1761–1768 (2002)CrossRef Verghese, J., Lipton, R.B., Hall, C.B., Kuslansky, G., Katz, M.J., Buschke, H.: Abnormality of gait as a predictor of non-Alzheimer’s dementia. N. Engl. J. Med. 347(22), 1761–1768 (2002)CrossRef
112.
go back to reference Vignaud, L., Ghaleb, A., Le Kernec, J., Nicolas, J.-M.: Radar high resolution range & micro-Doppler analysis of human motions. In: Proceedings of the International RADAR Conference-Surveillance for a Safer World, pp. 1–6 (2009) Vignaud, L., Ghaleb, A., Le Kernec, J., Nicolas, J.-M.: Radar high resolution range & micro-Doppler analysis of human motions. In: Proceedings of the International RADAR Conference-Surveillance for a Safer World, pp. 1–6 (2009)
113.
go back to reference Virone, G., Noury, N., Demongeot, J.: A system for automatic measurement of circadian activity deviations in telemedicine. IEEE Trans. Biomed. Eng. 49(12), 1463–1469 (2002)CrossRef Virone, G., Noury, N., Demongeot, J.: A system for automatic measurement of circadian activity deviations in telemedicine. IEEE Trans. Biomed. Eng. 49(12), 1463–1469 (2002)CrossRef
114.
go back to reference Wahab, Y., Bakar, N.A.: Microsystem based portable shoe integrated instrumentation using ultrasonic for gait analysis measurement. In: Proceedings of the 4th International Conference on Mechatronics (ICOM), pp. 1–4 (2011) Wahab, Y., Bakar, N.A.: Microsystem based portable shoe integrated instrumentation using ultrasonic for gait analysis measurement. In: Proceedings of the 4th International Conference on Mechatronics (ICOM), pp. 1–4 (2011)
115.
go back to reference Wall, J.C., Bell, C., Campbell, S., Davis, J.: The timed Get-up-and-Go test revisited: measurement of the component tasks. J. Rehabil. Res. Dev. 37(1), 109–113 (2000) Wall, J.C., Bell, C., Campbell, S., Davis, J.: The timed Get-up-and-Go test revisited: measurement of the component tasks. J. Rehabil. Res. Dev. 37(1), 109–113 (2000)
116.
go back to reference Wang, F., Skubic, M., Abbott, C., Keller, J.M.: Body sway measurement for fall risk assessment using inexpensive webcams. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 2225–2229 (2010) Wang, F., Skubic, M., Abbott, C., Keller, J.M.: Body sway measurement for fall risk assessment using inexpensive webcams. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 2225–2229 (2010)
117.
go back to reference Wang, Y., Fathy, A.E.: Range-time-frequency representation of a pulse Doppler radar imaging system for indoor localization and classification. In: 2013 IEEE Topical Conference on Wireless Sensors and Sensor Networks (WiSNet), pp. 34–36. IEEE (2013) Wang, Y., Fathy, A.E.: Range-time-frequency representation of a pulse Doppler radar imaging system for indoor localization and classification. In: 2013 IEEE Topical Conference on Wireless Sensors and Sensor Networks (WiSNet), pp. 34–36. IEEE (2013)
118.
go back to reference Weir, R.F., Childress, D.S.: Portable devices for the clinical measurement of gait performance and outcomes. In: Proceedings of the 22nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 3, pp. 1873–1875 (2000) Weir, R.F., Childress, D.S.: Portable devices for the clinical measurement of gait performance and outcomes. In: Proceedings of the 22nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 3, pp. 1873–1875 (2000)
119.
go back to reference Weiss, A., Herman, T., Plotnik, M., Brozgol, M., Giladi, N., Hausdorff, J.M.: An instrumented timed up and go: the added value of an accelerometer for identifying fall risk in idiopathic fallers. Physiol. Meas. 32(12), 2003 (2011)CrossRef Weiss, A., Herman, T., Plotnik, M., Brozgol, M., Giladi, N., Hausdorff, J.M.: An instrumented timed up and go: the added value of an accelerometer for identifying fall risk in idiopathic fallers. Physiol. Meas. 32(12), 2003 (2011)CrossRef
120.
go back to reference Whitney, J.C., Lord, S.R., Close, J.C.T.: Streamlining assessment and intervention in a falls clinic using the Timed Up and Go Test and Physiological Profile Assessments. Age Ageing 34(6), 567–571 (2005)CrossRef Whitney, J.C., Lord, S.R., Close, J.C.T.: Streamlining assessment and intervention in a falls clinic using the Timed Up and Go Test and Physiological Profile Assessments. Age Ageing 34(6), 567–571 (2005)CrossRef
121.
go back to reference Williamson, R., Andrews, B.J.: Gait event detection for FES using accelerometers and supervised machine learning. IEEE Trans. Rehabil. Eng. 8(3), 312–319 (2000)CrossRef Williamson, R., Andrews, B.J.: Gait event detection for FES using accelerometers and supervised machine learning. IEEE Trans. Rehabil. Eng. 8(3), 312–319 (2000)CrossRef
122.
go back to reference Yack, H.J., Berger, R.C.: Dynamic stability in the elderly: identifying a possible measure. J. Gerontol. 48(5), M225–M230 (1993)CrossRef Yack, H.J., Berger, R.C.: Dynamic stability in the elderly: identifying a possible measure. J. Gerontol. 48(5), M225–M230 (1993)CrossRef
123.
go back to reference Yamada, M., Kamiya, K., Kudo, M., Nonaka, H., Toyama, J.: Soft authentication and behavior analysis using a chair with sensors attached: hipprint authentication. Pattern Anal. Appl. 12, 251–260 (2009)CrossRefMathSciNet Yamada, M., Kamiya, K., Kudo, M., Nonaka, H., Toyama, J.: Soft authentication and behavior analysis using a chair with sensors attached: hipprint authentication. Pattern Anal. Appl. 12, 251–260 (2009)CrossRefMathSciNet
124.
go back to reference Yardibi, T., Cuddihy, P., Genc, S., Bufi, C., Skubic, M., Rantz, M., Liu, L., Phillips, C.: Gait characterization via pulse-Doppler radar. In: Proceedings of the IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops), pp. 662–667 (2011) Yardibi, T., Cuddihy, P., Genc, S., Bufi, C., Skubic, M., Rantz, M., Liu, L., Phillips, C.: Gait characterization via pulse-Doppler radar. In: Proceedings of the IEEE International Conference on Pervasive Computing and Communications Workshops (PERCOM Workshops), pp. 662–667 (2011)
125.
go back to reference Zampieri, C., Salarian, A., Carlson-Kuhta, P., Aminian, K., Nutt, J.G., Horak, F.B.: The instrumented timed up and go test: potential outcome measure for disease modifying therapies in Parkinson’s disease. J. Neurol. Neurosurg. Psychiatry 81(2), 171–176 (2010)CrossRef Zampieri, C., Salarian, A., Carlson-Kuhta, P., Aminian, K., Nutt, J.G., Horak, F.B.: The instrumented timed up and go test: potential outcome measure for disease modifying therapies in Parkinson’s disease. J. Neurol. Neurosurg. Psychiatry 81(2), 171–176 (2010)CrossRef
127.
go back to reference Zhu, H.S., Wertsch, J.J., Harris, G.F., Loftsgaarden, J.D., Price, M.B.: Foot pressure distribution during walking and shuffling. Arch. Phys. Med. Rehabil. 72(6), 390–397 (1991) Zhu, H.S., Wertsch, J.J., Harris, G.F., Loftsgaarden, J.D., Price, M.B.: Foot pressure distribution during walking and shuffling. Arch. Phys. Med. Rehabil. 72(6), 390–397 (1991)
128.
go back to reference Zijlstra, W.: Assessment of spatio-temporal parameters during unconstrained walking. Eur. J. Appl. Physiol. 92, 39–44 (2004)CrossRef Zijlstra, W.: Assessment of spatio-temporal parameters during unconstrained walking. Eur. J. Appl. Physiol. 92, 39–44 (2004)CrossRef
129.
go back to reference Zijlstra, W., Hof, A.L.: Assessment of spatio-temporal gait parameters from trunk accelerations during human walking. Gait Posture 18(2), 1–10 (2003)CrossRef Zijlstra, W., Hof, A.L.: Assessment of spatio-temporal gait parameters from trunk accelerations during human walking. Gait Posture 18(2), 1–10 (2003)CrossRef
130.
go back to reference Zubeyde Gurbtiz, S., Melvin, W.L., Williams, D.B.: Comparison of radar-based human detection techniques. In: Proceedings of the Conference Record of the Forty-First Asilomar Conference on Signals, Systems and Computers ACSSC 2007, pp. 2199–2203 (2007) Zubeyde Gurbtiz, S., Melvin, W.L., Williams, D.B.: Comparison of radar-based human detection techniques. In: Proceedings of the Conference Record of the Forty-First Asilomar Conference on Signals, Systems and Computers ACSSC 2007, pp. 2199–2203 (2007)
Metadata
Title
Towards Pervasive Mobility Assessments in Clinical and Domestic Environments
Authors
Melvin Isken
Thomas Frenken
Melina Frenken
Andreas Hein
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-16226-3_4

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