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
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