Sensors 2014, 14(2), 2776-2794; doi:10.3390/s140202776
Article

Online Phase Detection Using Wearable Sensors for Walking with a Robotic Prosthesis

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Received: 19 November 2013; in revised form: 19 January 2014 / Accepted: 23 January 2014 / Published: 11 February 2014
(This article belongs to the Special Issue Wearable Gait Sensors)
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract: This paper presents a gait phase detection algorithm for providing feedback in walking with a robotic prosthesis. The algorithm utilizes the output signals of a wearable wireless sensory system incorporating sensorized shoe insoles and inertial measurement units attached to body segments. The principle of detecting transitions between gait phases is based on heuristic threshold rules, dividing a steady-state walking stride into four phases. For the evaluation of the algorithm, experiments with three amputees, walking with the robotic prosthesis and wearable sensors, were performed. Results show a high rate of successful detection for all four phases (the average success rate across all subjects >90%). A comparison of the proposed method to an off-line trained algorithm using hidden Markov models reveals a similar performance achieved without the need for learning dataset acquisition and previous model training.
Keywords: wearable sensory system; inertial sensors; instrumented insoles; gait phase detection; robotic prosthesis
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MDPI and ACS Style

Goršič, M.; Kamnik, R.; Ambrožič, L.; Vitiello, N.; Lefeber, D.; Pasquini, G.; Munih, M. Online Phase Detection Using Wearable Sensors for Walking with a Robotic Prosthesis. Sensors 2014, 14, 2776-2794.

AMA Style

Goršič M, Kamnik R, Ambrožič L, Vitiello N, Lefeber D, Pasquini G, Munih M. Online Phase Detection Using Wearable Sensors for Walking with a Robotic Prosthesis. Sensors. 2014; 14(2):2776-2794.

Chicago/Turabian Style

Goršič, Maja; Kamnik, Roman; Ambrožič, Luka; Vitiello, Nicola; Lefeber, Dirk; Pasquini, Guido; Munih, Marko. 2014. "Online Phase Detection Using Wearable Sensors for Walking with a Robotic Prosthesis." Sensors 14, no. 2: 2776-2794.

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