Cargando…
Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot
To increase the robustness and control precision of a hydraulic quadruped robot and simultaneously enhance the dynamic and steady characteristic of the hydraulic system, an active disturbance rejection controller (ADRC) tuned using the Lévy-flight beetle antennae search algorithm (LBAS) was proposed...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7987445/ https://www.ncbi.nlm.nih.gov/pubmed/33815496 http://dx.doi.org/10.1155/2021/6683584 |
_version_ | 1783668612327800832 |
---|---|
author | Fan, Yuqi Shao, Junpeng Sun, Guitao Shao, Xuan |
author_facet | Fan, Yuqi Shao, Junpeng Sun, Guitao Shao, Xuan |
author_sort | Fan, Yuqi |
collection | PubMed |
description | To increase the robustness and control precision of a hydraulic quadruped robot and simultaneously enhance the dynamic and steady characteristic of the hydraulic system, an active disturbance rejection controller (ADRC) tuned using the Lévy-flight beetle antennae search algorithm (LBAS) was proposed. Moreover, the designed controller was used in the hydraulic quadruped robot to enhance the control performance and restrain the disturbances. The use of the Lévy-flight trajectory in the advanced algorithm can help increase the search speed and iteration accuracy. In the LBAS-ADRC, the parameter tuning method is adopted to develop the active disturbance rejection controller enhanced using the beetle antennae search algorithm. When implemented in the hydraulic quadruped robot, the LBAS-ADRC can ensure satisfactory dynamic characteristics and stability in the presence of external interference. In particular, in the proposed method, the ADRC parameter search problem is transformed to a sixteen-dimensional search problem, the solution of which is identified using the Lévy-flight beetle antennae search algorithm. Moreover, three different algorithms are implemented in the active disturbance rejection controller tuning problem to demonstrate the control performance of the proposed controller. The analysis results show that the proposed controller can achieve a small amplitude overshoot under complex and changeable environments. |
format | Online Article Text |
id | pubmed-7987445 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-79874452021-04-02 Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot Fan, Yuqi Shao, Junpeng Sun, Guitao Shao, Xuan Comput Intell Neurosci Research Article To increase the robustness and control precision of a hydraulic quadruped robot and simultaneously enhance the dynamic and steady characteristic of the hydraulic system, an active disturbance rejection controller (ADRC) tuned using the Lévy-flight beetle antennae search algorithm (LBAS) was proposed. Moreover, the designed controller was used in the hydraulic quadruped robot to enhance the control performance and restrain the disturbances. The use of the Lévy-flight trajectory in the advanced algorithm can help increase the search speed and iteration accuracy. In the LBAS-ADRC, the parameter tuning method is adopted to develop the active disturbance rejection controller enhanced using the beetle antennae search algorithm. When implemented in the hydraulic quadruped robot, the LBAS-ADRC can ensure satisfactory dynamic characteristics and stability in the presence of external interference. In particular, in the proposed method, the ADRC parameter search problem is transformed to a sixteen-dimensional search problem, the solution of which is identified using the Lévy-flight beetle antennae search algorithm. Moreover, three different algorithms are implemented in the active disturbance rejection controller tuning problem to demonstrate the control performance of the proposed controller. The analysis results show that the proposed controller can achieve a small amplitude overshoot under complex and changeable environments. Hindawi 2021-03-15 /pmc/articles/PMC7987445/ /pubmed/33815496 http://dx.doi.org/10.1155/2021/6683584 Text en Copyright © 2021 Yuqi Fan et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Fan, Yuqi Shao, Junpeng Sun, Guitao Shao, Xuan Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot |
title | Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot |
title_full | Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot |
title_fullStr | Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot |
title_full_unstemmed | Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot |
title_short | Active Disturbance Rejection Control Design Using the Optimization Algorithm for a Hydraulic Quadruped Robot |
title_sort | active disturbance rejection control design using the optimization algorithm for a hydraulic quadruped robot |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7987445/ https://www.ncbi.nlm.nih.gov/pubmed/33815496 http://dx.doi.org/10.1155/2021/6683584 |
work_keys_str_mv | AT fanyuqi activedisturbancerejectioncontroldesignusingtheoptimizationalgorithmforahydraulicquadrupedrobot AT shaojunpeng activedisturbancerejectioncontroldesignusingtheoptimizationalgorithmforahydraulicquadrupedrobot AT sunguitao activedisturbancerejectioncontroldesignusingtheoptimizationalgorithmforahydraulicquadrupedrobot AT shaoxuan activedisturbancerejectioncontroldesignusingtheoptimizationalgorithmforahydraulicquadrupedrobot |