Brainwave-driven human-robot collaboration in construction

被引:79
|
作者
Liu, Yizhi [1 ]
Habibnezhad, Mahmoud [2 ]
Jebelli, Houtan [3 ]
机构
[1] Penn State Univ, Dept Architectural Engn, 201 Engn Unit B, University Pk, PA 16802 USA
[2] Penn State Univ, Dept Architectural Engn, 202 Engn Unit B, University Pk, PA 16802 USA
[3] Penn State Univ, Dept Architectural Engn, 224 Engn Unit A, University Pk, PA 16802 USA
关键词
Human-robot collaboration (HRC); Electroencephalogram (EEG); Construction robots; Workers’ cognitive load; Workplace safety and productivity; COGNITIVE-LOAD; WORKING-MEMORY; VIRTUAL-REALITY; NEURAL-NETWORKS; RECOGNITION; FRAMEWORK; SIGNALS; ELECTROENCEPHALOGRAM; PERFORMANCE; INTERFACES;
D O I
10.1016/j.autcon.2021.103556
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Due to the unstructured, fast-changing environment of construction sites, robots require human assistance to perform various tasks, especially those involving high dexterity and nuanced human judgment. However, in shared physical spaces, human-robot collaboration (HRC) can raise new safety concerns as workers' mental health can be adversely affected by poor communication between the two peers. To create a harmonized, safe HRC, this study proposes a worker-centered collaborative framework that enables robots to capture workers' brainwaves from wearable electroencephalograph, evaluate their task-related cognitive load, and adjust the robotic performance accordingly. The framework was examined by asking 14 subjects to execute a collaborative construction task with a terrestrial robot under various levels of cognitive loads. The results showed the robot could regulate its working pace with 81.91% accuracy. This level of communication can instill trust in HRC and facilitate future endeavors in safety design of collaborative robotics.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] Planning with Trust for Human-Robot Collaboration
    Chen, Min
    Nikolaidis, Stefanos
    Soh, Harold
    Hsu, David
    Srinivasa, Siddhartha
    [J]. HRI '18: PROCEEDINGS OF THE 2018 ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN-ROBOT INTERACTION, 2018, : 307 - 315
  • [42] Human-Robot Collaboration: Safety by Design
    Degeorges, Theo
    Sziebig, Gabor
    [J]. PROCEEDINGS OF 2021 IEEE 30TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2021,
  • [43] On the quantification of human-robot collaboration quality
    Kokotinis, George
    Michalos, George
    Arkouli, Zoi
    Makris, Sotiris
    [J]. INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2023, 36 (10) : 1431 - 1448
  • [44] Safe Physical Human-Robot Collaboration
    Flacco, Fabrizio
    De Luca, Alessandro
    [J]. 2013 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2013, : 2072 - 2072
  • [45] Interactive learning in human-robot collaboration
    Ogata, T
    Masago, N
    Sugano, S
    Tani, J
    [J]. IROS 2003: PROCEEDINGS OF THE 2003 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2003, : 162 - 167
  • [46] MR-Based Human-Robot Collaboration for Iterative Design and Construction Method
    Shen, Yang-Ting
    [J]. BUILDINGS, 2024, 14 (08)
  • [47] Context-aware hand gesture interaction for human-robot collaboration in construction
    Wang, Xin
    Veeramani, Dharmaraj
    Dai, Fei
    Zhu, Zhenhua
    [J]. COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2024, 39 (22) : 3489 - 3504
  • [48] Semantic Relation Detection between Construction Entities to Support Safe Human-Robot Collaboration in Construction
    Kim, Daeho
    Goyal, Ankit
    Newell, Alejandro
    Lee, SangHyun
    Deng, Jia
    Kamat, Vineet R.
    [J]. COMPUTING IN CIVIL ENGINEERING 2019: DATA, SENSING, AND ANALYTICS, 2019, : 265 - 272
  • [49] Towards Human-Robot Collaboration in Construction: Understanding Brickwork Production Rate Factors
    Ekyalimpa, Ronald
    Okello, Emmanuel
    Siraj, Nasir Bedewi
    Lei, Zhen
    Liu, Hexu
    [J]. BUILDINGS, 2023, 13 (12)
  • [50] Mixed Reality for Safe and Reliable Human-Robot Collaboration in Timber Frame Construction
    Gonzalez-Boehme, Luis Felipe
    Valenzuela-Astudillo, Eduardo
    [J]. BUILDINGS, 2023, 13 (08)