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2016 | OriginalPaper | Buchkapitel

A Rehabilitation Planning Based on Kinect Somatosensory Recognition and Cloud Computing

verfasst von : Hongpu Liu, Heyun Ma, Junhua Gu, Feng Wu, Junjie Lv

Erschienen in: Transactions on Edutainment XII

Verlag: Springer Berlin Heidelberg

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Abstract

In order to solve the physical rehabilitation of stroke patients with apoplectic hemiplegia, an intelligent rehabilitation supporting system based on Kinect device is designed. The system uses Kinect device to capture the user’s limb joints point information. DTW algorithm is combined with RANSAC algorithm to match the action in standard action library, thus the system can obtain the evaluation results. Then the patients’ rehabilitation data is sent to the doctors with new treatment options intelligently. As a result, the experimental results show that this physical rehabilitation method is more convenient and efficient than the traditional training method.

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Literatur
1.
Zurück zum Zitat Brian, M., Zak, M., Caroline, A.: Utilizing explorable visual environments for experiential applications. Procedia Comput. Sci. 8, 261–266 (2012)CrossRef Brian, M., Zak, M., Caroline, A.: Utilizing explorable visual environments for experiential applications. Procedia Comput. Sci. 8, 261–266 (2012)CrossRef
2.
Zurück zum Zitat Boulos, M.N., Blanchard, B.J., Walker, C., et al.: Web GIS in practice X: a Microsoft Kinect natural user interface for Google Earth navigation. Int. J. Health Geogr. 10, 45–59 (2011)CrossRef Boulos, M.N., Blanchard, B.J., Walker, C., et al.: Web GIS in practice X: a Microsoft Kinect natural user interface for Google Earth navigation. Int. J. Health Geogr. 10, 45–59 (2011)CrossRef
3.
Zurück zum Zitat Michael, Z., Michael, M., Günther, G., et al.: Automatic reconstruction of personalized avatars. Comput. Anim. Virtual Worlds 22(1), 195–202 (2011) Michael, Z., Michael, M., Günther, G., et al.: Automatic reconstruction of personalized avatars. Comput. Anim. Virtual Worlds 22(1), 195–202 (2011)
4.
Zurück zum Zitat Luigi, G., Alessio, P.P., Mario, C.: Controller-free exploration of medical image data: experiencing the Kinect. In: 24th International Symposium on Computer-Based Medical Systems (CBMS), pp. 1–6. IEEE, Bristol, Britain (2011) Luigi, G., Alessio, P.P., Mario, C.: Controller-free exploration of medical image data: experiencing the Kinect. In: 24th International Symposium on Computer-Based Medical Systems (CBMS), pp. 1–6. IEEE, Bristol, Britain (2011)
5.
Zurück zum Zitat Chang, C.-Y., Lange, B., Zhang, M., et al.: Towards pervasive physical rehabilitation using Microsoft Kinect. In: International Conference on Pervasive Computing Technologies for Healthcare and Workshops, pp. 159–162 (2012) Chang, C.-Y., Lange, B., Zhang, M., et al.: Towards pervasive physical rehabilitation using Microsoft Kinect. In: International Conference on Pervasive Computing Technologies for Healthcare and Workshops, pp. 159–162 (2012)
6.
Zurück zum Zitat Chang, Y.J., Chen, S.F., Chuang, A.F.: A gesture recognition system to transition autonomously through vocational tasks for individuals with cognitive impairments. Res. Dev. Disabil. 32, 2064–2068 (2011)CrossRef Chang, Y.J., Chen, S.F., Chuang, A.F.: A gesture recognition system to transition autonomously through vocational tasks for individuals with cognitive impairments. Res. Dev. Disabil. 32, 2064–2068 (2011)CrossRef
7.
Zurück zum Zitat Jiang, H., Xiang, J.: Kinect rehabilitation assistance system research. Artif. Intell. Robot. Res. 2, 79–82 (2013)CrossRef Jiang, H., Xiang, J.: Kinect rehabilitation assistance system research. Artif. Intell. Robot. Res. 2, 79–82 (2013)CrossRef
8.
Zurück zum Zitat Sakoe, H., Chiba, S.: Dynamic programming algorithm optimization for spoken word recognition. IEEE Trans. Acoust. Speech Signal Process. 26, 43–49 (1978)CrossRefMATH Sakoe, H., Chiba, S.: Dynamic programming algorithm optimization for spoken word recognition. IEEE Trans. Acoust. Speech Signal Process. 26, 43–49 (1978)CrossRefMATH
9.
Zurück zum Zitat Chen, F., Wang, R.: Based on the consistency and rapid sampling algorithm. J. Softw. 16(8), 1431–1437 (2005)CrossRef Chen, F., Wang, R.: Based on the consistency and rapid sampling algorithm. J. Softw. 16(8), 1431–1437 (2005)CrossRef
10.
Zurück zum Zitat Sempena, S., Maulidevi, N.U., Aryan, P.R.: Human action recognition using dynamic time warping. In: Proceedings of 2011 International Conference on Electrical Engineering and Informatics (ICEEI), pp. 1–5 (2011) Sempena, S., Maulidevi, N.U., Aryan, P.R.: Human action recognition using dynamic time warping. In: Proceedings of 2011 International Conference on Electrical Engineering and Informatics (ICEEI), pp. 1–5 (2011)
11.
Zurück zum Zitat Yamato, J., Ohya, J., Ishii, K.: Recognizing human action in time sequential images using hidden Markov model. In: Proceedings of the Conference on Computer Vision and Pattern Recognition, pp. 379–385. IEEE (1992) Yamato, J., Ohya, J., Ishii, K.: Recognizing human action in time sequential images using hidden Markov model. In: Proceedings of the Conference on Computer Vision and Pattern Recognition, pp. 379–385. IEEE (1992)
12.
Zurück zum Zitat Yu, X.Y., Wu, L.Y., Liu, Q.Y., et al.: Children tantrum behaviour analysis based on Kinect sensor. In: Third Chinese Intelligent Visual Surveillance (IVS) Conference, Beijing, China, pp. 49–52 (2011) Yu, X.Y., Wu, L.Y., Liu, Q.Y., et al.: Children tantrum behaviour analysis based on Kinect sensor. In: Third Chinese Intelligent Visual Surveillance (IVS) Conference, Beijing, China, pp. 49–52 (2011)
Metadaten
Titel
A Rehabilitation Planning Based on Kinect Somatosensory Recognition and Cloud Computing
verfasst von
Hongpu Liu
Heyun Ma
Junhua Gu
Feng Wu
Junjie Lv
Copyright-Jahr
2016
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-50544-1_7