高精度操作在制造业的各类任务中至关重要。一般而言,高精度操作通常依靠高精度传感器的引导来实现;然而在某些特殊情况下,无传感方法反而更加可靠和有效。这方面已有许多重要工作 (Bakšys et al., 2010; Sonoda and Shimada, 2010; Kristek and Shell, 2012)。

“环境吸引域”(attractive region in environment,ARIE)这一概念由我们的前期工作 (Qiao, 2000; Qiao, 2002; Qiao, 2003) 提出,为低精度系统实现高精度操作提供了一条有前景的途径。它已被应用于多种工业场景,如机器人装配 (Su et al., 2011)、抓取 (Su et al., 2009) 和定位 (Liu et al., 2011)。ARIE 是这样一个区域:从其中任意一点出发,仅通过一个与当前状态无关的输入,即可消除系统的不确定性。

利用”碗中豆子”的例子可以很容易理解吸引域的作用:对于碗中的豆子,无论其初始位置在哪里,它都会在重力作用下滚动并最终停在碗底。也就是说,豆子的不确定性在没有任何传感反馈的情况下被重力消除了。受上述例子启发,我们提出了 ARIE 的一般性概念并将其应用于工业。在我们的论文 (Qiao et al., 2015) 中,我们回顾了 ARIE 的应用并给出了其形式化定义。此外,我们在复杂且非理想的广义构型空间中建立了 ARIE 的存在条件,还讨论了高维吸引域与低维吸引域之间的关系,这有助于在低维构型空间中制定可行、可靠的操作策略。该论文的主要贡献在于对 ARIE 概念的推广,为”以低精度系统实现高精度操作”等应用提供了理论基础。针对不同类型复杂操作的仿真实验表明,所提出的方法对工业应用是有效的。

参考文献

  1. Bakšys, B., Baskutiene, J., Povilionis, A. B., and Ramanuskytė, K. (2010). Sensorless Vibratory Manipulation of the Automatically Assembled Parts. Solid State Phenomena 164, 265–270.
     10.4028/www.scientific.net/ssp.164.265
  2. Sonoda, K. I., and Shimada, A. (2010). A joint angle sensorless grasping control on two-fingered robot hands. in 2010 11th IEEE International Workshop on Advanced Motion Control (AMC) (IEEE).
     10.1109/amc.2010.5464029
  3. Kristek, S. M., and Shell, D. A. (2012). Orienting deformable polygonal parts without sensors. in 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (IEEE).
     10.1109/iros.2012.6386165
  4. Qiao, H. (2000). Attractive regions in the environment [motion planning]. in 2000 IEEE International Conference on Robotics and Automation (ICRA) (IEEE).
     10.1109/robot.2000.844797
  5. Qiao, H. (2002). Strategy investigation with generalized attractive regions. in 2002 IEEE International Conference on Robotics and Automation (ICRA) (IEEE).
     10.1109/robot.2002.1013738
  6. Qiao, H. (2003). Application of "generalized attractive region" in orienting 3D polyhedral part. in 2003 IEEE International Conference on Robotics and Automation (ICRA) (IEEE).
     10.1109/robot.2003.1241928
  7. Su, J., Qiao, H., Liu, C., and Ou, Z. (2011). A new insertion strategy for a peg in an unfixed hole of the piston rod assembly. The International Journal of Advanced Manufacturing Technology 59, 1211–1225.
     10.1007/s00170-011-3569-y
  8. Su, J., Qiao, H., and Liu, C. (2009). A vision-based 3D grasp planning approach with one single image. in 2009 IEEE International Conference on Mechatronics and Automation (ICMA) (IEEE).
     10.1109/icma.2009.5246278
  9. Liu, C., Qiao, H., and Zhang, B. (2011). Stable Sensorless Localization of 3-D Objects. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews) 41, 923–941.
     10.1109/tsmcc.2011.2109948
  10. Qiao, H., Wang, M., Su, J., Jia, S., and Li, R. (2015). The Concept of Attractive Region in Environment and its Application in High-Precision Tasks With Low-Precision Systems. IEEE/ASME Transactions on Mechatronics 20, 2311–2327.
     10.1109/tmech.2014.2375638