Real-Time Online Adaptive Feedforward Velocity Control for Unmanned Ground Vehicles

被引:2
|
作者
Ommer, Nicolai [1 ]
Stumpf, Alexander [1 ]
von Stryk, Oskar [1 ]
机构
[1] Tech Univ Darmstadt, Dept Comp Sci, Darmstadt, Germany
来源
关键词
D O I
10.1007/978-3-030-00308-1_1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Online adaptation of motion models enables autonomous robots to move more accurate in case of unknown disturbances. This paper proposes a new adaptive compensation feedforward controller capable of online learning a compensation motion model without any prior knowledge to counteract non-modeled disturbance such as slippage or hardware malfunctions. The controller is able to prevent motion errors a priori and is well suited for real hardware due to high adaptation rate. It can be used in conjunction with any motion model as only motion errors are compensated. A simple interface enables quick deployment of other robot systems as demonstrated in Small Size and Rescue Robot RoboCup leagues.
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收藏
页码:3 / 16
页数:14
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