TY - JOUR
T1 - A wearable Braille sensor system with a post processing
AU - Tanaka, Mami
AU - Miyata, Kaoru
AU - Chonan, Seiji
N1 - Funding Information:
Manuscript received November 28, 2006; revised April 6, 2007. This work was supported in part by the Ministry of Education, Science, Sports, and Culture of Japan, under Grant 17200037, 2005. Recommended by Guest Editors P. Dario and A. Menciassi.
PY - 2007/8
Y1 - 2007/8
N2 - This paper is a study on the development of a wearable sensor system for reading Braille. The study is intended to develop a compact tactile sensor system, which uses a polyvinylidene fluoride (PVDF) film for the sensory receptor. The sensor is mounted onto a fingertip and moved over Braille manually to obtain the output. Since the unsteady movements yield variations in the waveforms, a robust recognition system has been developed. In this study, the post processing is introduced into the recognition system for the improvement of the performance. Two different methods of post processing are developed and examined. In the first method, an appropriate letter string is generated by evaluating the connectivity of letters with information on signals. In the second method, the dictionary in which letter strings are recorded is incorporated as the prior knowledge. Finally, both the methods of post processing are combined to enhance the performance. The combined post processing is incorporated to the wearable sensor system, and the performance of the sensor system is evaluated experimentally. The results show that the sensor system is effective to recognize Braille.
AB - This paper is a study on the development of a wearable sensor system for reading Braille. The study is intended to develop a compact tactile sensor system, which uses a polyvinylidene fluoride (PVDF) film for the sensory receptor. The sensor is mounted onto a fingertip and moved over Braille manually to obtain the output. Since the unsteady movements yield variations in the waveforms, a robust recognition system has been developed. In this study, the post processing is introduced into the recognition system for the improvement of the performance. Two different methods of post processing are developed and examined. In the first method, an appropriate letter string is generated by evaluating the connectivity of letters with information on signals. In the second method, the dictionary in which letter strings are recorded is incorporated as the prior knowledge. Finally, both the methods of post processing are combined to enhance the performance. The combined post processing is incorporated to the wearable sensor system, and the performance of the sensor system is evaluated experimentally. The results show that the sensor system is effective to recognize Braille.
KW - Braille
KW - Polyvinylidene fluoride (PVDF) film
KW - Post processing
KW - Recognition system
KW - Tactile sensor
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U2 - 10.1109/TMECH.2007.901923
DO - 10.1109/TMECH.2007.901923
M3 - Article
AN - SCOPUS:34548362093
SN - 1083-4435
VL - 12
SP - 430
EP - 438
JO - IEEE/ASME Transactions on Mechatronics
JF - IEEE/ASME Transactions on Mechatronics
IS - 4
ER -