Active Acoustic Sensing for Robot Manipulation

被引:1
作者
Lu, Shihan [1 ]
Culbertson, Heather [1 ]
机构
[1] Univ Southern Calif, Dept Comp Sci, Los Angeles, CA 90089 USA
来源
2023 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, IROS | 2023年
关键词
D O I
10.1109/IROS55552.2023.10342481
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Perception in robot manipulation has been actively explored with the goal of advancing and integrating vision and touch for global and local feature extraction. However, it is difficult to perceive certain object internal states, and the integration of visual and haptic perception is not compact and is easily biased. We propose to address these limitations by developing an active acoustic sensing method for robot manipulation. Active acoustic sensing relies on the resonant properties of the object, which are related to its material, shape, internal structure, and contact interactions with the gripper and environment. The sensor consists of a vibration actuator paired with a piezo-electric microphone. The actuator generates a waveform, and the microphone tracks the waveform's propagation and distortion as it travels through the object. This paper presents the sensing principles, hardware design, simulation development, and evaluation of physical and simulated sensory data under different conditions as a proof-of-concept. This work aims to provide fundamentals on a useful tool for downstream robot manipulation tasks using active acoustic sensing, such as object recognition, grasping point estimation, object pose estimation, and external contact formation detection.
引用
收藏
页码:3161 / 3168
页数:8
相关论文
共 50 条
  • [41] Online Shape Estimation based on Tactile Sensing and Deformation Modeling for Robot Manipulation
    Sanchez, Jose
    Mateo, Carlos M.
    Corrales, Juan Antonio
    Bouzgarrou, Belhassen-Chedli
    Mezouar, Youcef
    2018 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2018, : 504 - 511
  • [42] ACOUSTIC RANGE SENSING SERVO CONTROL - IMPROVED ROBOT POSITIONING AND TRAJECTORY
    SCHOENWALD, JS
    BLACK, MS
    MARTIN, JF
    ARNOLD, GA
    ALLISON, TA
    IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1987, 34 (02) : 225 - 231
  • [43] Advanced Acoustic Sensing System on a Mobile Robot: Design, Construction and Measurements
    Mvemba, Patrick Kapita
    Band, Simon Kidiamboko Guwa Gua
    Lay-Ekuakille, Aime
    Giannoccaro, Nicola Ivan
    IEEE INSTRUMENTATION & MEASUREMENT MAGAZINE, 2018, 21 (02) : 4 - 9
  • [44] APPLICATION OF ACOUSTIC-EMISSION SENSING TO SLIP DETECTION IN ROBOT GRIPPERS
    RANGWALA, S
    FOROUHAR, F
    DORNFELD, D
    INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 1988, 28 (03) : 207 - 215
  • [45] APPLICATION OF ACOUSTIC EMISSION SENSING TO SLIP DETECTION IN ROBOT GRIPPERS.
    Rangwala, S.
    Forouhar, F.
    Dornfeld, D.
    International Journal of Machine Tools and Manufacture, 1988, 28 (03): : 207 - 215
  • [46] Active sensing control improving SLAM accuracy for a vehicle robot
    Sekiguchi, Kazuma
    Wada, Sota
    Nonaka, Kenichiro
    ARTIFICIAL LIFE AND ROBOTICS, 2023, 28 (01) : 208 - 216
  • [47] Robot Active Neural Sensing and Planning in Unknown Cluttered Environments
    Ren, Hanwen
    Qureshi, Ahmed H.
    IEEE TRANSACTIONS ON ROBOTICS, 2023, 39 (04) : 2738 - 2750
  • [48] Active sensing control improving SLAM accuracy for a vehicle robot
    Kazuma Sekiguchi
    Sota Wada
    Kenichiro Nonaka
    Artificial Life and Robotics, 2023, 28 : 208 - 216
  • [49] Scalable and Convergent Multi-Robot Passive and Active Sensing
    Kosmatopoulos, Elias B.
    Doitsidis, Lefteris
    Aboudolas, Konstantinos
    2009 IEEE-RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, 2009, : 5828 - 5833
  • [50] Active sensor vision sensing for spacecraft mobile robot navigation
    Maluf, DA
    Gurram, MM
    Dorais, GA
    Tran, P
    7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL II, PROCEEDINGS: COMPUTER SCIENCE AND ENGINEERING, 2003, : 24 - 29