Pick the Right Co-Worker: Online Assessment of Cognitive Ergonomics in Human-Robot Collaborative Assembly

被引:29
|
作者
Lagomarsino, Marta [1 ,2 ]
Lorenzini, Marta [1 ]
Balatti, Pietro [1 ]
De Momi, Elena
Ajoudani, Arash [1 ]
机构
[1] Ist Italiano Tecnol, Human Robot Interfaces & Phys Interact, I-16163 Genoa, Italy
[2] Politecn Milan, Dept Elect Informat & Bioengn, Neuroengn & Med Robot Lab, I-20133 Milan, Italy
基金
欧洲研究理事会;
关键词
Cognitive ergonomics; human factors; human-robot collaboration (HRC); trust in automation; WORKLOAD;
D O I
10.1109/TCDS.2022.3182811
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human-robot collaborative assembly systems enhance the efficiency and productivity of the workplace but may increase the workers' cognitive demand. This article proposes an online and quantitative framework to assess the cognitive workload induced by the interaction with a co-worker, either a human operator or an industrial collaborative robot with different control strategies. The approach monitors the operator's attention distribution and upper body kinematics benefiting from the input images of a low-cost stereo camera and cutting-edge artificial intelligence algorithms (i.e., head pose estimation and skeleton tracking). Three experimental scenarios with variations in workstation features and interaction modalities were designed to test the performance of our online method against state-of-the-art offline measurements. The results proved that our vision-based cognitive load assessment has the potential to be integrated into the new generation of collaborative robotic technologies. The latter would enable human cognitive state monitoring and robot control strategy adaptation for improving human comfort, ergonomics, and trust in automation.
引用
收藏
页码:1928 / 1937
页数:10
相关论文
共 50 条
  • [1] Human-Robot Similarity and Willingness to Work with a Robotic Co-worker
    You, Sangseok
    Robert, Lionel P., Jr.
    HRI '18: PROCEEDINGS OF THE 2018 ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN-ROBOT INTERACTION, 2018, : 251 - 260
  • [2] Development and evaluation of design guidelines for cognitive ergonomics in human-robot collaborative assembly systems
    Gualtieri, Luca
    Fraboni, Federico
    De Marchi, Matteo
    Rauch, Erwin
    APPLIED ERGONOMICS, 2022, 104
  • [3] Task allocation for improved ergonomics in Human-Robot Collaborative Assembly
    El Makrini, Ilias
    Merckaert, Kelly
    De Winter, Joris
    Lefeber, Dirk
    Vanderborght, Bram
    INTERACTION STUDIES, 2019, 20 (01) : 102 - 133
  • [4] Computational Model of Robot Trust in Human Co-Worker for Physical Human-Robot Collaboration
    Wang, Qiao
    Liu, Dikai
    Carmichael, Marc G.
    Aldini, Stefano
    Lin, Chin-Teng
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2022, 7 (02) : 3146 - 3153
  • [5] Worker in the Loop: A Framework for Enabling Human-Robot Collaborative Assembly
    Tzavara, Eleni
    Angelakis, Panagiotis
    Veloudis, George
    Gkournelos, Christos
    Makris, Sotiris
    ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: ARTIFICIAL INTELLIGENCE FOR SUSTAINABLE AND RESILIENT PRODUCTION SYSTEMS, APMS 2021, PT I, 2021, 630 : 275 - 283
  • [6] Assessment of Failures in Collaborative Human-Robot Assembly Workcells
    Maisano, Domenico A.
    Antonelli, Dario
    Franceschini, Fiorenzo
    COLLABORATIVE NETWORKS AND DIGITAL TRANSFORMATION, 2019, : 562 - 571
  • [7] Symbiotic human-robot collaborative assembly
    Wang, L.
    Gao, R.
    Vancza, J.
    Krueger, J.
    Wang, X., V
    Makris, S.
    Chryssolouris, G.
    CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2019, 68 (02) : 701 - 726
  • [8] Work Roles in Human-Robot Collaborative Systems: Effects on Cognitive Ergonomics for the Manufacturing Industry
    Segura, Pablo
    Lobato-Calleros, Odette
    Soria-Arguello, Isidro
    Hernandez-Martinez, Eduardo Gamaliel
    APPLIED SCIENCES-BASEL, 2025, 15 (02):
  • [9] B-PaDY: robot co-worker in a bumper assembly line
    Kinugawa J.
    Kanazawa A.
    Kosuge K.
    ROBOMECH Journal, 3 (1):
  • [10] Implementing a Human-Robot Collaborative Assembly Workstation
    Bejarano, Ronal
    Ferrer, Borja Ramis
    Mohammed, Wael M.
    Lastra, Jose L. Martinez
    2019 IEEE 17TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), 2019, : 557 - 564