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
  • [21] Acoustic Echo Sensing for Robot Localization in Buried Pipe Networks
    Worley, Rob
    Yu, Yicheng
    Horoshenkov, Kirill V.
    Anderson, Sean R.
    IEEE SENSORS JOURNAL, 2024, 24 (16) : 26506 - 26521
  • [22] ENHANCED ROBOT AUDITION BY DYNAMIC ACOUSTIC SENSING IN MOVING HUMANOIDS
    Tourbabin, Vladimir
    Barfuss, Hendrik
    Rafaely, Boaz
    Kellermann, Walter
    2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 5625 - 5629
  • [23] Multi-Robot Active Sensing for Bearing Formations
    De Carli, Nicola
    Salaris, Paolo
    Giordano, Paolo Robuffo
    2023 INTERNATIONAL SYMPOSIUM ON MULTI-ROBOT AND MULTI-AGENT SYSTEMS, MRS, 2023, : 184 - 190
  • [24] SCRATCHbot: Active Tactile Sensing in a Whiskered Mobile Robot
    Pearson, Martin J.
    Mitchinson, Ben
    Welsby, Jason
    Pipe, Tony
    Prescott, Tony J.
    FROM ANIMALS TO ANIMATS 11, 2010, 6226 : 93 - +
  • [25] USE OF AN ACTIVE CAMERA FOR EYE-HAND COORDINATION IN ROBOT MANIPULATION
    ZHENG, JY
    CHEN, Q
    KISHINO, F
    TSUJI, S
    SYSTEMS AND COMPUTERS IN JAPAN, 1994, 25 (13) : 73 - 86
  • [27] Self-sensing technique for active acoustic attenuation
    Leo, Donald J.
    Limpert, Douglas K.
    Collection of Technical Papers - AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, 1999, 4 : 2603 - 2610
  • [28] Secondary actuation and error sensing for active acoustic structure
    Chen, Kean
    Chen, Guoyue
    Pan, Haoran
    Li, Shuang
    JOURNAL OF SOUND AND VIBRATION, 2008, 309 (1-2) : 40 - 51
  • [29] Use of an active camera for eye-hand coordination in robot manipulation
    Zheng, Jiang Yu, 1600, Scripta Technica Inc, New York, NY, United States (25):
  • [30] Active Acoustic Contact Sensing for Soft Pneumatic Actuators
    Zoeller, Gabriel
    Wall, Vincent
    Brock, Oliver
    2020 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2020, : 7966 - 7972