A constraint programming model for the scheduling and workspace layout design of a dual-arm multi-tool assembly robot

Author:

Wessén JohanORCID,Carlsson MatsORCID,Schulte ChristianORCID,Flener PierreORCID,Pecora FedericoORCID,Matskin MihhailORCID

Abstract

AbstractThe generation of a robot program can be seen as a collection of sub-problems, where many combinations of some of these sub-problems are well studied. The performance of a robot program is strongly conditioned by the location of the tasks. However, the scope of previous methods does not include workspace layout design, likely missing high-quality solutions. In industrial applications, designing robot workspace layout is part of the commissioning. We broaden the scope and show how to model a dual-arm multi-tool robot assembly problem. Our model includes more robot programming sub-problems than previous methods, as well as workspace layout design. We propose a constraint programming formulation in MiniZinc that includes elements from scheduling and routing, extended with variable task locations. We evaluate the model on realistic assembly problems and workspaces, utilizing the dual-arm YuMi robot from ABB Ltd. We also evaluate redundant constraints and various formulations for avoiding arm-to-arm collisions. The best model variant quickly finds high-quality solutions for all problem instances. This demonstrates the potential of our approach as a valuable tool for a robot programmer.

Funder

Royal Institute of Technology

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computational Theory and Mathematics,Discrete Mathematics and Combinatorics,Software

Reference50 articles.

1. ABB AB. (2022) The ABB YuMi industrial robot. https://new.abb.com/products/robotics/collaborative-robots/irb-14000-yumi

2. Behrens, J.K., Lange, R., Mansouri, M. (2019) A constraint programming approach to simultaneous task allocation and motion scheduling for industrial dual-arm manipulation tasks. In: International Conference on Robotics and Automation (ICRA) . https://doi.org/10.1109/ICRA.2019.8794022

3. Brain, M.N., Davenport, J.H., Griggio, A. (2022) Benchmarking solvers, sat-style. http://www.sc-square.org/CSA/workshop2-papers/RP3-FinalVersion.pdf

4. Brauner, N. (2008). Identical part production in cyclic robotic cells: concepts, overview and open questions. Discrete Applied Mathematics, 156(13), 2480–2492. https://doi.org/10.1016/j.dam.2008.03.021

5. Burgard, W., Cremers, A.B., Fox, D., Hähnel, D., Lakemeyer, G., Schulz, D., Steiner, W., Thrun, S. (1998) The interactive museum tour-guide robot. In: National Conference on Artificial Intelligence (AAAI). pp. 11–18. American Association for Artificial Intelligence, USA. https://www.aaai.org/Library/AAAI/1998/aaai98-002.php

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3