Human-Aware Robotic Assistant for Collaborative Assembly: Integrating Human Motion Prediction With Planning in Time

被引:90
|
作者
Unhelkar, Vaibhav V. [1 ]
Lasota, Przemyslaw A. [1 ]
Tyroller, Quirin [2 ,3 ]
Buhai, Rares-Darius [1 ]
Marceau, Laurie [3 ]
Deml, Barbara [4 ]
Shah, Julie A. [1 ]
机构
[1] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[2] Karlsruhe Inst Technol, Ifab, D-80802 Karlsruhe, Germany
[3] BMW Grp, Innovat Prod Div, D-80788 Munich, Germany
[4] Karlsruhe Inst Technol, Ifab, D-76131 Karlsruhe, Germany
来源
关键词
Physical human-robot interaction; collaborative robots; assembly; NAVIGATION;
D O I
10.1109/LRA.2018.2812906
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Introducing mobile robots into the collaborative assembly process poses unique challenges for ensuring efficient and safe human-robot interaction. Current human-robot work cells require the robot to cease operating completely whenever a human enters a shared region of the given cell, and the robots do not explicitly model or adapt to the behavior of the human. In this work, we present a human-aware robotic system with single-axis mobility that incorporates both predictions of human motion and planning in time to execute efficient and safe motions during automotive final assembly. We evaluate our system in simulation against three alternative methods, including a baseline approach emulating the behavior of standard safety systems in factories today. We also assess the system within a factory test environment. Through both live demonstration and results from simulated experiments, we show that our approach produces statistically significant improvements in quantitativemeasures of safety and fluency of interaction.
引用
收藏
页码:2394 / 2401
页数:8
相关论文
共 50 条
  • [21] Inferring Context and Goals for Online Human-Aware Planning
    Kockemann, Uwe
    Pecora, Federico
    Karlsson, Lars
    2015 IEEE 27TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2015), 2015, : 550 - 557
  • [22] Human-Aware Task Planning: An Application to Mobile Robots
    Cirillo, Marcello
    Karlsson, Lars
    Saffiotti, Alessandro
    ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2010, 1 (02)
  • [23] Planning in Inhabited Environments: Human-Aware Task Planning and Activity Recognition
    Cirillo M.
    KI - Künstliche Intelligenz, 2011, 25 (4) : 355 - 358
  • [24] Time Dependent Planning on a Layered Social Cost Map for Human-Aware Robot Navigation
    Kollmitz, Marina
    Hsiao, Kaijen
    Gaa, Johannes
    Burgard, Wolfram
    2015 EUROPEAN CONFERENCE ON MOBILE ROBOTS (ECMR), 2015,
  • [25] Human-Aware Collaborative Robots in the Wild: Coping with Uncertainty in Activity Recognition
    Yalcinkaya, Beril
    Couceiro, Micael S.
    Soares, Salviano Pinto
    Valente, Antonio
    SENSORS, 2023, 23 (07)
  • [26] Learning Human-Aware Path Planning with Fully Convolutional Networks
    Perez-Higueras, Noe
    Caballero, Fernando
    Merino, Luis
    2018 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2018, : 5897 - 5902
  • [27] A Human-Following Motion Planning and Control Scheme for Collaborative Robots Based on Human Motion Prediction
    Khawaja, Fahad Iqbal
    Kanazawa, Akira
    Kinugawa, Jun
    Kosuge, Kazuhiro
    SENSORS, 2021, 21 (24)
  • [28] Human-Robot Collaborative Manipulation Planning Using Early Prediction of Human Motion
    Mainprice, Jim
    Berenson, Dmitry
    2013 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2013, : 299 - 306
  • [29] Models and Algorithms for Human-Aware Task Planning with Integrated Theory of Mind
    Favier, Anthony
    Shekhar, Shashank
    Alami, Rachid
    2023 32ND IEEE INTERNATIONAL CONFERENCE ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION, RO-MAN, 2023, : 1279 - 1286
  • [30] Human-Aware Robot Task Planning Based on a Hierarchical Task Model
    Cheng, Yujiao
    Sun, Liting
    Tomizuka, Masayoshi
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2021, 6 (02) : 1136 - 1143