Digital Twin-Driven Human Robot Collaboration Using a Digital Human

被引:57
作者
Maruyama, Tsubasa [1 ]
Ueshiba, Toshio [1 ]
Tada, Mitsunori [1 ]
Toda, Haruki [1 ]
Endo, Yui [1 ]
Domae, Yukiyasu [1 ]
Nakabo, Yoshihiro [1 ]
Mori, Tatsuro [2 ]
Suita, Kazutsugu [2 ]
机构
[1] Natl Inst Adv Ind Sci & Technol, Koto Ku, Tokyo 1350064, Japan
[2] Toyota Motor Co Ltd, Toyota 4718573, Japan
关键词
digital twin; human-robot collaboration; digital human; scheduling; ergonomics;
D O I
10.3390/s21248266
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Advances are being made in applying digital twin (DT) and human-robot collaboration (HRC) to industrial fields for safe, effective, and flexible manufacturing. Using a DT for human modeling and simulation enables ergonomic assessment during working. In this study, a DT-driven HRC system was developed that measures the motions of a worker and simulates the working progress and physical load based on digital human (DH) technology. The proposed system contains virtual robot, DH, and production management modules that are integrated seamlessly via wireless communication. The virtual robot module contains the robot operating system and enables real-time control of the robot based on simulations in a virtual environment. The DH module measures and simulates the worker's motion, behavior, and physical load. The production management module performs dynamic scheduling based on the predicted working progress under ergonomic constraints. The proposed system was applied to a parts-picking scenario, and its effectiveness was evaluated in terms of work monitoring, progress prediction, dynamic scheduling, and ergonomic assessment. This study demonstrates a proof-of-concept for introducing DH technology into DT-driven HRC for human-centered production systems.
引用
收藏
页数:21
相关论文
共 41 条
[1]  
[Anonymous], 2014, INT J AUTOMATION TEC
[2]  
[Anonymous], APPL MANUAL REVISED
[3]   Digital Human and Robot Simulation in Automotive Assembly using Siemens Process Simulate: A Feasibility Study [J].
Baskaran, Sidharth ;
Niaki, Farbod Akhavan ;
Tomaszewski, Mark ;
Gill, Jasprit Singh ;
Chen, Yi ;
Jia, Yunyi ;
Mears, Lathe ;
Krovi, Venkat .
47TH SME NORTH AMERICAN MANUFACTURING RESEARCH CONFERENCE (NAMRC 47), 2019, 34 :986-994
[4]   Digital twin driven human-robot collaborative assembly [J].
Bilberg, Arne ;
Malik, Ali Ahmad .
CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2019, 68 (01) :499-502
[5]   Human-Robot Perception in Industrial Environments: A Survey [J].
Bonci, Andrea ;
Cen Cheng, Pangcheng David ;
Indri, Marina ;
Nabissi, Giacomo ;
Sibona, Fiorella .
SENSORS, 2021, 21 (05) :1-29
[6]   Motion Analysis System (MAS) for production and ergonomics assessment in the manufacturing processes [J].
Bortolini, Marco ;
Faccio, Maurizio ;
Gamberi, Mauro ;
Pilati, Francesco .
COMPUTERS & INDUSTRIAL ENGINEERING, 2020, 139
[7]   Towards Efficient Human-Robot Collaboration With Robust Plan Recognition and Trajectory Prediction [J].
Cheng, Yujiao ;
Sun, Liting ;
Liu, Changliu ;
Tomizuka, Masayoshi .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2020, 5 (02) :2602-2609
[8]  
Colombini Colombini D. D., 2013, The revised OCRA checklist method - update version
[9]   A Machine Learning-Enhanced Digital Twin Approach for Human-Robot-Collaboration [J].
Droeder, Klaus ;
Bobka, Paul ;
Germann, Tomas ;
Gabriel, Felix ;
Dietrich, Franz .
7TH CIRP CONFERENCE ON ASSEMBLY TECHNOLOGIES AND SYSTEMS (CATS 2018), 2018, 76 :187-192
[10]  
Endo Yui, 2015, Digital Human Modeling. Applications in Health, Safety, Ergonomics and Risk Management: Ergonomics and Health. 6th International Conference, DHM 2015, held as part of HCI International 2015. Proceedings: LNCS 9185, P3, DOI 10.1007/978-3-319-21070-4_1