Terrain contact modeling and classification for ATVs

被引:0
|
作者
Gianni, Mario [1 ]
Garcia, Manuel A. Ruiz [1 ]
Ferri, Federico [1 ]
Pirri, Fiora [1 ]
机构
[1] Sapienza Univ Rome, Dept Comp Control & Management Engn A Ruberti, ALCOR Lab, Rome, Italy
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a method for estimating the contact event between sensor-free active subtracks, named flippers, of an articulated tracked vehicle (ATV) and the terrain surface. The main idea is to consider both the moving base link and unexpected collisions dynamics as disturbances of the flipper dynamics. On this basis we extend the generalized momenta fault detection and isolation (FDI) method to compute the residual dynamics of the flippers, without resorting to additional sensory information. Under the hypothesis that the residual signal presents disturbance patterns that can be discriminated by those generated by unexpected collisions of the flippers with the ground, we apply a classification method to recover the contact event. The wavelet packet transform is used to decompose the signal and to generate a feature space for the residual, from the different subbands. Finally, sparse SVM, based on feature selection discriminates the contact signal.
引用
收藏
页码:186 / 192
页数:7
相关论文
共 50 条
  • [21] Terrain Classification for a Quadruped Robot
    Degrave, Jonas
    Van Cauwenbergh, Robin
    wyffels, Francis
    Waegeman, Tim
    Schrauwen, Benjamin
    2013 12TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2013), VOL 1, 2013, : 185 - 190
  • [22] The Classification of the Terrain by a Hexapod Robot
    Schmidt, Adam
    Walas, Krzysztof
    PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON COMPUTER RECOGNITION SYSTEMS CORES 2013, 2013, 226 : 825 - 833
  • [23] Impact of all-terrain vehicles (ATVs) on pickleweed (Salicornia virginica L.) in a San Francisco Bay wetland
    Hannaford M.J.
    Resh V.H.
    Wetlands Ecology and Management, 1999, 7 (4) : 225 - 233
  • [24] Integrating Reconfigurable Foot Design, Multi-modal Contact Sensing, and Terrain Classification for Bipedal Locomotion
    Tyler, Ted
    Malhotra, Vaibhav
    Montague, Adam
    Zhao, Zhigen
    Hammond, Frank L., III
    Zhao, Ye
    IFAC PAPERSONLINE, 2023, 56 (03): : 523 - 528
  • [25] Complete Scene Recovery and Terrain Classification in Textured Terrain Meshes
    Song, Wei
    Cho, Kyungeun
    Um, Kyhyun
    Won, Chee Sun
    Sim, Sungdae
    SENSORS, 2012, 12 (08) : 11221 - 11237
  • [26] High-resolution satellite imagery for detection of tracks and vegetation damage caused by all-terrain vehicles (ATVs) in Northern Norway
    Tommervik, H.
    Johansen, B.
    Hogda, K. A.
    Strann, K. B.
    LAND DEGRADATION & DEVELOPMENT, 2012, 23 (01) : 43 - 52
  • [27] Terrain classification using weakly-structured vehicle/terrain interaction
    Larson, AC
    Demir, GK
    Voyles, RM
    AUTONOMOUS ROBOTS, 2005, 19 (01) : 41 - 52
  • [28] Terrain classification through weakly-structured vehicle/terrain interaction
    Larson, AC
    Voyles, RM
    Demir, GK
    2004 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1- 5, PROCEEDINGS, 2004, : 218 - 224
  • [29] Terrain Classification Using Weakly-Structured Vehicle/Terrain Interaction
    Amy C. Larson
    Guleser K. Demir
    Richard M. Voyles
    Autonomous Robots, 2005, 19 : 41 - 52
  • [30] Performance analysis and terrain classification for a legged robot over rough terrain
    Bermudez, Fernando L. Garcia
    Julian, Ryan C.
    Haldane, Duncan W.
    Abbeel, Pieter
    Fearing, Ronald S.
    2012 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2012, : 513 - 519