首页|基于MPC与非线性控制算法的智能移动平台轨迹跟踪控制对比研究

基于MPC与非线性控制算法的智能移动平台轨迹跟踪控制对比研究

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随着经济和科技的持续进步,智能移动平台已被广泛应用于工业、农业和军事等领域.常见的轨迹跟踪控制算法包括模型预测控制算法和基于模型的非线性控制算法两种,两者各有优势,均取得了较好的控制效果.以具有阿克曼转向模型的智能移动平台为研究对象,分别设计了模型预测控制器及非线性控制器,并从圆形轨迹跟踪和移动避障效果两个方面进行仿真对比,给出两种常见算法的适用条件,以期对后续的相关工作提供思路和指导.
Comparative Analysis of Trajectory Tracking Control for Intelligent Mobile Platforms Based on MPC and Nonlinear Control Algorithms
With the incessant progression of economy and technology,intelligent mobile platforms have been extensively deployed in numerous fields such as industry,agriculture,and military.Prevalent trajectory tracking control algorithms include model predictive control(MPC)and model-based nonlinear control algorithms.Both algorithms possess their advantages and have achieved commendable performance.This paper takes the intelligent mobile platform with Ackerman steering model as the research object.It designs the model predictive controller and nonlinear controller re-spectively,and conducts a simulation comparison from the perspectives of circular trajectory tracking and mobile obstacle avoidance effects.The paper gives the applicable conditions of the two common algorithms with the aim of providing in-sights and guidance for subsequent related study.

Intelligent mobile platformsTrajectory trackingModel predictive controlNonlinear control

古训、彭傲雪、陈珍珍、傅泽伟

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贵阳学院 电子信息工程学院,贵州 贵阳 550005

国家电网天津市电力公司高压分公司,天津 300143

智能移动平台 轨迹跟踪 模型预测控制 非线性控制

2024

贵阳学院学报(自然科学版)
贵阳学院

贵阳学院学报(自然科学版)

影响因子:0.294
ISSN:1673-6125
年,卷(期):2024.19(3)