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
1秒前
呆呆兽完成签到,获得积分10
1秒前
1秒前
1秒前
默默以莲发布了新的文献求助10
2秒前
2076692304完成签到 ,获得积分10
2秒前
Dr_Shi发布了新的文献求助10
2秒前
molihuakai应助谨慎建辉采纳,获得10
2秒前
huang应助yxy采纳,获得10
2秒前
凌风发布了新的文献求助10
3秒前
3秒前
Miii发布了新的文献求助10
3秒前
3秒前
ppp完成签到,获得积分10
3秒前
哎呦你干嘛完成签到,获得积分10
4秒前
4秒前
充电宝应助18863933521采纳,获得10
4秒前
4秒前
4秒前
yjh123应助munyor采纳,获得80
4秒前
领导范儿应助求帮助采纳,获得10
5秒前
大白不白发布了新的文献求助10
6秒前
勤劳问玉完成签到,获得积分10
6秒前
关尔匕禾页完成签到,获得积分10
6秒前
7秒前
7秒前
杨文成发布了新的文献求助20
7秒前
611发布了新的文献求助10
7秒前
7秒前
李健应助先笑为敬采纳,获得10
7秒前
8秒前
8秒前
8秒前
8秒前
9秒前
10秒前
Jasper应助bettywei采纳,获得10
10秒前
老实弼完成签到,获得积分10
10秒前
zyw发布了新的文献求助10
11秒前
轻轻发布了新的文献求助20
11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
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] 2500
Atlas of Aligner Treatment and Planning A Case-Based Approach 1000
悉尼大学博士学位论文,题目:Modelling and testing of one-sided stitched laminated composites. 作者:Kristopher P. Plain 700
Soil mites of the family Rhagidiidae (Actinedida: Eupodoidea). Morphology, Systematics, Ecology 520
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
Decoding Sensitive Skin Syndrome: International Expert Advisory Insights on Management From India and the United States of America 400
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 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7436529
求助须知:如何正确求助?哪些是违规求助? 9038186
关于积分的说明 19259940
捐赠科研通 7062692
什么是DOI,文献DOI怎么找? 3237451
关于科研通互助平台的介绍 2400816
邀请新用户注册赠送积分活动 2221282