Detecting Walking Challenges in Gait Patterns Using a Capacitive Sensor Floor and Recurrent Neural Networks.
作者： Axel Steinhage , Marcin Grzegorzek , Raoul Hoffmann , Hanna Brodowski
DOI: 10.3390/S21041086
关键词:
摘要: … floor over time, or extracting foot positions for gait parameter calculation. Here, we directly use the time series of states as input to an artificial neural network after applying a geometric …
mdpi.com
sci-hub.st 参考文章(51)
C. Lauterbach, A. Steinhage, A. Techmer, A Large-Area Sensor System Underneath the Floor for Ambient Assisted Living Applications Springer, Berlin, Heidelberg. pp. 69- 87 ,(2013) , 10.1007/978-3-642-32538-0_3
Carol A. Maritz, Karin Grävare Silbernagel, A Prospective Cohort Study on the Effect of a Balance Training Program, Including Calf Muscle Strengthening, in Community-Dwelling Older Adults. Journal of Geriatric Physical Therapy. ,vol. 39, pp. 125- 131 ,(2016) , 10.1519/JPT.0000000000000059
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Françoise Beaufays, Andrew W. Senior, Hasim Sak, Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition arXiv: Neural and Evolutionary Computing. ,(2014)
Charles Elkan, Zachary C. Lipton, John Berkowitz, A Critical Review of Recurrent Neural Networks for Sequence Learning arXiv: Learning. ,(2015)
Soo-Kyung Bok, Tae Heon Lee, Sang Sook Lee, The Effects of Changes of Ankle Strength and Range of Motion According to Aging on Balance Annals of Rehabilitation Medicine. ,vol. 37, pp. 10- 16 ,(2013) , 10.5535/ARM.2013.37.1.10
M. Sousa, A. Techmer, A. Steinhage, C. Lauterbach, P. Lukowicz, Human tracking and identification using a sensitive floor and wearable accelerometers ieee international conference on pervasive computing and communications. pp. 166- 171 ,(2013) , 10.1109/PERCOM.2013.6526728
Axel Steinhage, Christl Lauterbach, SensFloor® and NaviFloor®: Robotics Applications for a Large-Area Sensor System International Journal of Intelligent Mechatronics and Robotics archive. ,vol. 3, pp. 43- 59 ,(2013) , 10.4018/IJIMR.2013070104
Tara L. McIsaac, Eric M. Lamberg, Lisa M. Muratori, Building a Framework for a Dual Task Taxonomy BioMed Research International. ,vol. 2015, pp. 591475- 591475 ,(2015) , 10.1155/2015/591475
Belinda Bilney, Meg Morris, Kate Webster, Concurrent related validity of the GAITRite® walkway system for quantification of the spatial and temporal parameters of gait Gait & Posture. ,vol. 17, pp. 68- 74 ,(2003) , 10.1016/S0966-6362(02)00053-X