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JACIII Vol.13 No.3 pp. 178-184
doi: 10.20965/jaciii.2009.p0178
(2009)

Paper:

Shape Classification in Continuous Rotation Manipulation by Universal Robot Hand

Hiroyuki Nakamoto*,**, Futoshi Kobayashi**,
Nobuaki Imamura***, Hidenori Shirasawa****,
and Fumio Kojima**

*Hyogo Prefectural Institute of Technology, 3-1-12 Yukihira-cho, Suma-ku, Kobe 654-0037, Japan

**Kobe University, 1-1 Rokkodai-cho, Nada-ku, Kobe 657-8501, Japan

***Hiroshima International University, 5-1-1 Hirokoshingai, Kure 737-0112, Japan

****The Advanced Materials Processing Institute Kinki Japan, 7-1-8 Doi-cho, Amagasaki 660-0807, Japan

Received:
November 25, 2008
Accepted:
February 9, 2009
Published:
May 20, 2009
Keywords:
shape classification, tactile sensor, multi-fingered robot hand
Abstract
We propose a shape classification method in continuous rotation manipulation by a multi-fingered robot hand. Our robot hand has five fingers equipped with tactile sensors. Each tactile sensor can measure a pressure distribution once every 10 ms while the robot hand rotates an object continuously. Our proposal classification method consists of the following processes: A kurtosis is calculated from each pressure distribution, and it quantifies the shape of the current contact surface. By rotating an object and measuring a time-series pressure distribution, the hand obtains a time-series kurtosis. An evaluated value is calculated from the time-series kurtosis and reference patterns using continuous dynamic programming (CDP) matching scheme. The contact shape is classified whether the evaluated value is lower than a given threshold. Experiments demonstrate the effectiveness of our proposal shape classification.
Cite this article as:
H. Nakamoto, F. Kobayashi, N. Imamura, H. Shirasawa, , and F. Kojima, “Shape Classification in Continuous Rotation Manipulation by Universal Robot Hand,” J. Adv. Comput. Intell. Intell. Inform., Vol.13 No.3, pp. 178-184, 2009.
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References
  1. [1] K. Kaneko, F. Kanehiro, S. Kajita, K. Yokoyama, K. Akachi, T. Kawasaki, S. Ota, and T. Isozumi, “Design of Prototype Humanoid Robotics Platform for HRP,” Proc. of the 2002 IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, pp. 2431-2436, 2002.
  2. [2] Honda Motor Co., Ltd., “ASIMO OFFICIAL SITE,”
    http://www.honda.co.jp/ASIMO/ (in Japanese).
  3. [3] J. M. Hollerbach and S. C. Jacobsen, “Anthropomorphic robots and human interactions,” Proc. of 1st Int. Symposium on Humanoid Robots, pp. 83-91, 1996.
  4. [4] D. Johnston, P. Zhang, J. Hollerbach, and S. Jacobsen, “A Full Tactile Sensing Suite for Dextrous Robot Hands and Use in Contact Force Control,” Proc. of the 1996 IEEE Int. Conf. on Robotics and Automation, pp. 661-666, 1996.
  5. [5] T. Mouri, H. Kawasaki, K. Yoshikawa, J. Takai, and S. Ito, “Anthropomorphic Robot Hand: Gifu Hand III,” Proc. of Int. Conf. ICCAS2002, pp. 1288-1293, 2002.
  6. [6] T. Mouri, H. Kawasaki, and K. Umebayashi, “Developments of New Anthropomorphic Robot Hand and its Master Slave System,” Proc. of the 2005 IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, pp. 3474-3479, 2005.
  7. [7] S. Schulz, C. Pylatiuk, and G. Bretthauer, “A New Ultralight Anthropomorphic Hand,” Proc. of the 2001 IEEE Int. Conf. on Robotics and Automation, Vol.3, pp. 2437-2441, 2001.
  8. [8] J. Jockusch, J. Walter, and H. Ritter, “A Tactile Sensor System for a Three-Fingered Robot Manipulator,” Proc. of IEEEE Int. Conf. on Robotics and Automation, pp. 3080-3086, 1997.
  9. [9] K. Pribadi, J. S. Bay, and H. Hemami, “Exploration and dynamic shape estimation by a robotic probe,” IEEE Transaction on Systems, Man, and Cybernetics, Vol.19, No.4, pp. 840-846, 1989.
  10. [10] P. K. Allen and P. Michelman, “Acquisition and interpretation of 3-d sensor data from touch,” IEEE Transactions on Robotics and Automation, Vol.6, No.4, pp. 397-404, 1990.
  11. [11] M. Okamura and R. Cutkosky, “Feature Detection for Haptic Exploration with Robotic Fingers,” The Int. Journal of Robotics Research, Vol.20, No.12, pp. 925-938, 2001.
  12. [12] N. Imamura, M. Kaneko, K. Yokoi, and K. Tanie, “Development of a two-fingered robot hand with compliance adjustment capability,” Symposium of flexible automation (ISCIE), pp. 997-1004, 1990.
  13. [13] K. Takahashi, S. Seki, H. Kojima, and R. Oka, “Spotting Recognition of Human Gestures from Time-Varying Images,” The journal of the institute of electronics, information and communication engineers D-II, Vol.J77-D-II, No.8, pp. 1552-1561, 1994 (in japanese).
  14. [14] T. Nishimura, H. Yabe, and R. Oka, “A Method of Model Improvement for Spotting Recognition of Gesture Using an Image Sequence,” New generation computing, Vol.18, pp. 89-101, 2000.
  15. [15] H. Nakamoto, F. Kobayashi, N. Imamura, H. Shirasawa, and F. Kojima, “Shape Classification in Rotating manipulation by Universal Robot Hand,” Proc. of the 2008 IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, pp. 53-58, 2008.

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