Analysis of assembly-time performance (ATP) in manufacturing operations with collaborative robots: a systems approach

被引:12
作者
Chen, Nan [1 ]
Huang, Ningjian [2 ]
Radwin, Robert [3 ]
Li, Jingshan [4 ]
机构
[1] Shanghai Univ, Sch Management, Dept Management Sci & Engn, Shanghai, Peoples R China
[2] Gen Motors Global Res & Dev Ctr, Mfg Syst Res Lab, Warren, MI USA
[3] Univ Wisconsin, Dept Ind & Syst Engn, Madison, WI USA
[4] Tsinghua Univ, Dept Ind Engn, Beijing, Peoples R China
关键词
Assembly-time performance; collaborative robots; human operators; gamma distribution; coefficient of variation; SERIAL PRODUCTION LINES; CONTINUOUS IMPROVEMENT; DEMAND SATISFACTION; UNRELIABLE MACHINES; FINITE BUFFERS; FLOW; BOTTLENECKS; CLASSIFICATION; THROUGHPUT; ALGORITHM;
D O I
10.1080/00207543.2021.2000060
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Reducing station processing times has a significant importance in manufacturing assembly systems. In recent years, there has been a growing interest in using collaborative robots to assist human operators in many manufacturing systems, which can not only improve ergonomics measures but also reduce processing time and increase throughput. In this paper, a system-theoretic approach is introduced to analyse the assembly-time performance (ATP) of assembly systems with collaborative robots, where ATP is defined as the probability to finish all the assembly operations in a station within a desired time interval. Specifically, the assembly operations are described by stochastic processes with both individual (human operator and robot) preparation tasks and joint collaboration tasks, characterised by general or arbitrary distributions of task times. Then an efficient algorithm is presented by using gamma distributions to approximate task times and aggregate multiple interacting tasks to calculate ATP. High accuracy in ATP evaluation is obtained through such an approximation method. In addition, system properties, such as monotonicity and sensitivity, i.e. bottlenecks, are investigated. Finally, a case study at an automotive powertrain assembly plant is introduced to illustrate the applicability of the method and the effectiveness for assembly time reduction through using collaborative robots.
引用
收藏
页码:277 / 296
页数:20
相关论文
共 71 条
[1]   Human-robot collaboration: A survey [J].
Bauer, Andrea ;
Wollherr, Dirk ;
Buss, Martin .
INTERNATIONAL JOURNAL OF HUMANOID ROBOTICS, 2008, 5 (01) :47-66
[2]  
Bettoni Andrea, 2020, Procedia CIRP, P395, DOI 10.1016/j.procir.2020.04.119
[3]  
Biller S., 2008, Proceedings of the 17th World Congress The International Federation of Automatic Control, P14888
[4]   Bottlenecks in Bernoulli Serial Lines With Rework [J].
Biller, Stephan ;
Li, Jingshan ;
Marin, Samuel P. ;
Meerkov, Semyon M. ;
Zhang, Liang .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2010, 7 (02) :208-217
[5]  
Buzacott J.A., 1993, STOCHASTIC MODELS MA
[6]   Optimal Subtask Allocation for Human and Robot Collaboration Within Hybrid Assembly System [J].
Chen, Fei ;
Sekiyama, Kosuke ;
Cannella, Ferdinando ;
Fukuda, Toshio .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2014, 11 (04) :1065-1075
[7]   Improving Discharge Process at the University of Wisconsin Hospital: A System-Theoretic Method [J].
Chen, Nan ;
Xie, Xiaolei ;
Zeng, Zexian ;
Zhong, Xiang ;
Brenny-Fitzpatrick, Maria ;
Liegel, Barbara A. ;
Zheng, Li ;
Li, Jingshan .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2019, 16 (04) :1732-1749
[8]   Improvability of assembly systems I: Problem formulation and performance evaluation [J].
Chiang, SY ;
Kuo, CT ;
Lim, JT ;
Meerkov, SM .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2000, 6 (04) :321-357
[9]   Bottlenecks in Markovian production lines: A systems approach [J].
Chiang, SY ;
Kuo, CT ;
Meerkov, SM .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1998, 14 (02) :352-359
[10]   DT-bottlenecks in serial production lines: Theory and application [J].
Chiang, SY ;
Kuo, CT ;
Meerkov, SM .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2000, 16 (05) :567-580