MPC-based control architecture of an autonomous wheelchair for indoor environments

被引:14
|
作者
Bardaro, Gianluca [1 ]
Bascetta, Luca [1 ]
Ceravolo, Eugenio [1 ]
Farina, Marcello [1 ]
Gabellone, Mauro [1 ]
Matteucci, Matteo [1 ]
机构
[1] Politecn Milan, Dipartimento Elettron Informaz & Bioingn, Piazza Leonardo da Vinci 32, I-20133 Milan, Italy
关键词
Autonomous vehicle; Unicycle (also denoted differential-drive) model; Model predictive control; Ambient assisted living; Autonomous wheelchair; MODEL-PREDICTIVE CONTROL; RECEDING HORIZON CONTROL; CHANCE CONSTRAINTS; VEHICLE; DESIGN;
D O I
10.1016/j.conengprac.2018.06.020
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper a linear MPC control scheme is proposed to address the motion problems of an autonomous wheelchair in a realistic environment. Thanks to an inner feedback-linearizing loop, the formulation of the model predictive control problem is simplified, allowing for a real-time computationally-efficient implementation. Thanks to the MPC framework, constraints like obstacle avoidance, actuator limitations, and passenger comfort have been included in the optimization problem. Experimental results show the effectiveness of the proposed scheme.
引用
收藏
页码:160 / 174
页数:15
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