Skip to main content

MILP-Based Dual-Arm Motion Planning Considering Shared Transfer Path for Pick-Up and Place

  • Conference paper
  • First Online:
Intelligent Autonomous Systems 15 (IAS 2018)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 867))

Included in the following conference series:

  • 1357 Accesses

Abstract

One of the most basic tasks that a dual-arm robot does is pick-up and place work. Pick-up and place work consists of tasks in which the robot carries objects from a start position (initial position) to a goal position. The following three important points should also be considered when the dual-arm robot does this work efficiently: (1) collision avoidance of the arms, (2) which arm should move an object, and (3) the order in which the objects should be picked up and placed. In addition, dual-arm robot has operation range constraints. Depending on the position relationship between a start position and goal position, unless both arms are used, the object may not be transferred to a goal position. In this paper, we define the transfer path which must use both arms as “shared transfer path”. First, we use mixed integer linear programming (MILP) based planning for the pick-up and place work to determine which arm should move an object and in which order these objects should be moved while considering the dual-arm robot’s operation range. Second, we plan the path using the rapidly exploring random tree (RRT) so that the arms do not collide, enabling the robot to perform efficient pick-up and place work based on the MILP planning solution. The effectiveness of proposed method is confirmed by simulations and experiments using the HIRO dual-arm robot.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Smith, C., Karayiannidis, Y., Nalpantidis, L., Gratal, X., Qi, P., Dimarogonas, D.V., Kragic, D.: Dual arm manipulation – a survey. Robot. Auton. Syst. 60(1), 1340–1353 (2012)

    Article  Google Scholar 

  2. Srivastava, S., Fang, E., Riano, L., Chitnis, R., Russell, S., Abbeel, P.: Combined task and motion planning through an extensible planner-independent interface layer. In: IEEE International Conference on Robotics and Automation (ICRA), pp. 639–646 (2014)

    Google Scholar 

  3. Saut, J., Gharbi, M., Corte, J., Sidobre, D., Simeon, T.: Planning pick and place tasks with two-hand regrasping. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 4528–4533 (2010)

    Google Scholar 

  4. Huang, Y., Gueta, B., Chiba, R., Arai, T., Ueyama, T., Ota, J.: Selection of manipulator system for multiple-goal task by evaluating task completion time and cost with computational time constraints. Adv. Robot. 27(4), 233–245 (2013)

    Article  Google Scholar 

  5. La Valle, S.M., Kuffer, J.: Randomized kinodynamic planning. Int. J. Robot. Res. 20(5), 378–400 (2001)

    Article  Google Scholar 

  6. Kavraki, L.E., Svestka, P., Latombe, J.-C., Overmars, M.H.: Probabilistic roadmaps for path planning in high-dimensional configuration space. IEEE Trans. Robot. Autom. 12(4), 566–580 (1996)

    Article  Google Scholar 

  7. Kurosu, J., Yorozu, A., Takahashi, M.: Simultaneous dual-arm motion planning for pick-up and place. In: International Conference on Control, Automation and Systems (ICCAS), pp. 80–85 (2016)

    Google Scholar 

  8. Kawada Robotics Corporation: “Nextage”. http://robot-support.kawada.jp/support/hiro/. Accessed June 2017

  9. Kara, I., Bektas, T.: Integer linear programming formulations of multiple salesman problem and its variations. Eur. J. Oper. Res. 174(3), 1449–1458 (2006)

    Article  MathSciNet  Google Scholar 

  10. Bektas, T.: The multiple traveling salesman problem: an overview of formulations and solution procedures. Omega 34(3), 209–219 (2006)

    Article  MathSciNet  Google Scholar 

Download references

Acknowledgment

This study was supported by “A Framework PRINTEPS to Develop Practical Artificial Intelligence” of the Core Research for Evolutional Science and Technology (CREST) of the Japan Science and Technology Agency (JST) under Grant Number JPMJCR14E3.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Masaki Takahashi .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Kurosu, J., Yorozu, A., Takahashi, M. (2019). MILP-Based Dual-Arm Motion Planning Considering Shared Transfer Path for Pick-Up and Place. In: Strand, M., Dillmann, R., Menegatti, E., Ghidoni, S. (eds) Intelligent Autonomous Systems 15. IAS 2018. Advances in Intelligent Systems and Computing, vol 867. Springer, Cham. https://doi.org/10.1007/978-3-030-01370-7_6

Download citation

Publish with us

Policies and ethics