Formation Stabilization of Nonholonomic Robots Using Nonlinear Model Predictive Control

被引:0
|
作者
Mehrez, Mohamed W. [1 ]
Mann, George K. I. [1 ]
Gosine, Raymond G. [1 ]
机构
[1] Mem Univ Newfoundland, Intelligent Syst Lab, Fac Engn & Appl Sci, St John, NF A1C 5S7, Canada
关键词
OPTIMIZATION;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper compares two approaches of multi-robots' formation stabilization using nonlinear model predictive control (NMPC), namely, centralized and distributed predictive controls. Centralized NMPC has been highlighted in the literature to lead superior performance; however, it has been remarked with high computational power requirements which limit its application to practical formation stabilization problems. Nonetheless, in this paper, the use of a recently developed toolkit implementing fast NMPC algorithms rendered this problem tractable. The performance of the two control approaches are compared in a series of numerical simulations. The results demonstrated that the centralized controller has a better performance compared with its distributed counterpart. Furthermore, it showed real-time requirements satisfaction.
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页数:6
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