속도 및 가속도 제한조건을 갖는 모델예측제어기 설계

Design of Model Predictive Controllers with Velocity and Acceleration Constraints

초록

The model predictive controller performance of the mobile robot is set to an arbitrary value because it is difficult to select an accurate value with respect to the controller parameter. The general model predictive control uses a quadratic cost function to minimize the difference between the reference tracking error and the predicted trajectory error of the actual robot. In this study, we construct a predictive controller by transforming it into a quadratic programming problem considering velocity and acceleration constraints. The control parameters of the predictive controller, which determines the control performance of the mobile robot, are used a simple weighting matrix Q, R without the reference model matrix Ar by applying a quadratic cost functionfrom which the reference tracking error vector is removed. Therefore, we designed the predictive controller 1 and 2 of the mobile robot considering the constraints, and optimized the controller parameters of the predictive controller using a genetic algorithm with excellent optimization capability.

키워드

Mobile robots(모바일 로봇); Model predictive control(모델예측제어); Constraints(제한조건); Genetic algorithm(유전알고리즘)
제목
속도 및 가속도 제한조건을 갖는 모델예측제어기 설계
제목 (타언어)
Design of Model Predictive Controllers with Velocity and Acceleration Constraints
저자
박진현; 최영규
DOI
10.17958/ksmt.20.6.201812.809
발행일
2018
저널명
한국기계기술학회지
권
20
호
6
페이지
809 ~ 817