已入深夜,您辛苦了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!祝你早点完成任务,早点休息,好梦!

Real-time trajectory tracking control of Stewart platform using fractional order fuzzy PID controller optimized by particle swarm algorithm

控制理论(社会学) PID控制器 粒子群优化 模糊逻辑 弹道 计算机科学 稳健性(进化) 控制工程 工程类 算法 温度控制 人工智能 控制(管理) 化学 物理 基因 生物化学 天文
作者
Zafer Bingül,Oğuzhan Karahan
出处
期刊:Industrial Robot-an International Journal [Emerald Publishing Limited]
卷期号:49 (4): 708-725 被引量:17
标识
DOI:10.1108/ir-07-2021-0157
摘要

Purpose The purpose of this paper is to address a fractional order fuzzy PID (FOFPID) control approach for solving the problem of enhancing high precision tracking performance and robustness against to different reference trajectories of a 6-DOF Stewart Platform (SP) in joint space. Design/methodology/approach For the optimal design of the proposed control approach, tuning of the controller parameters including membership functions and input-output scaling factors along with the fractional order rate of error and fractional order integral of control signal is tuned with off-line by using particle swarm optimization (PSO) algorithm. For achieving this off-line optimization in the simulation environment, very accurate dynamic model of SP which has more complicated dynamical characteristics is required. Therefore, the coupling dynamic model of multi-rigid-body system is developed by Lagrange-Euler approach. For completeness, the mathematical model of the actuators is established and integrated with the dynamic model of SP mechanical system to state electromechanical coupling dynamic model. To study the validness of the proposed FOFPID controller, using this accurate dynamic model of the SP, other published control approaches such as the PID control, FOPID control and fuzzy PID control are also optimized with PSO in simulation environment. To compare trajectory tracking performance and effectiveness of the tuned controllers, the real time validation trajectory tracking experiments are conducted using the experimental setup of the SP by applying the optimum parameters of the controllers. The credibility of the results obtained with the controllers tuned in simulation environment is examined using statistical analysis. Findings The experimental results clearly demonstrate that the proposed optimal FOFPID controller can improve the control performance and reduce reference trajectory tracking errors of the SP. Also, the proposed PSO optimized FOFPID control strategy outperforms other control schemes in terms of the different difficulty levels of the given trajectories. Originality/value To the best of the authors’ knowledge, such a motion controller incorporating the fractional order approach to the fuzzy is first time applied in trajectory tracking control of SP.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
肯瑞恩哭哭完成签到,获得积分10
刚刚
3秒前
蛋卷完成签到 ,获得积分10
4秒前
niufuking发布了新的文献求助10
8秒前
wh完成签到,获得积分20
10秒前
21完成签到 ,获得积分10
11秒前
wanci应助布隆的保龄球采纳,获得10
14秒前
辣椒完成签到 ,获得积分10
15秒前
semigreen完成签到 ,获得积分10
18秒前
jihenyouai0213完成签到,获得积分10
18秒前
炙热往事发布了新的文献求助10
18秒前
NexusExplorer应助limikou采纳,获得10
19秒前
23秒前
Splaink完成签到 ,获得积分0
23秒前
读书人完成签到,获得积分10
24秒前
寒冷白亦完成签到 ,获得积分10
27秒前
尊敬怀柔完成签到 ,获得积分10
32秒前
bkagyin应助Lucifer采纳,获得10
33秒前
38秒前
40秒前
chenwuhao完成签到 ,获得积分10
42秒前
ATEVYG完成签到 ,获得积分10
42秒前
42秒前
充电宝应助wh采纳,获得10
42秒前
汉堡包应助wh采纳,获得10
43秒前
44秒前
limikou发布了新的文献求助10
45秒前
journey完成签到 ,获得积分10
45秒前
林冰完成签到 ,获得积分10
45秒前
YanK发布了新的文献求助10
46秒前
47秒前
科研蛀虫完成签到 ,获得积分10
48秒前
48秒前
玛卡巴卡发布了新的文献求助10
48秒前
51秒前
小二郎应助Cherish采纳,获得10
52秒前
Ayellow发布了新的文献求助10
53秒前
54秒前
米龙完成签到,获得积分10
54秒前
xixi完成签到 ,获得积分10
55秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Introduction to Helicopter and Tiltrotor Flight Simulation, Second Edition 2500
卤化钙钛矿人工突触的研究 2000
Моделирование процессов самоорганизации в кристаллообразующих системах 1000
History of U.S. Space Surveillance and Satellite Cataloging 1000
Malcolm Fraser : a biography 700
Signals, Systems, and Signal Processing 610
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6507581
求助须知:如何正确求助?哪些是违规求助? 8300751
关于积分的说明 17720386
捐赠科研通 5608326
什么是DOI,文献DOI怎么找? 2921193
邀请新用户注册赠送积分活动 1898378
关于科研通互助平台的介绍 1760945