A speed coordination control method based on D-S evidence synthesis theory

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-07-27 DOI:10.1177/01423312241263395
Wei Zhang, Feng Li, Junlin Li, Qinkun Cheng, Xiaoqian Zhang, Yansong Xu
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Abstract

An adaptive speed coordination control method based on Dempster–Shafer (D-S) evidence synthesis theory is proposed to achieve the speed coordination of the slave manipulator under the condition of a large transmission delay in space teleoperation. First, the D-S evidence synthesis theory is applied to transform the speed coordination rule method. The model for predicting the manipulator’s future state is given to gain confidence in each state. Subsequently, performance comparison experiments of D-S evidence synthesis control theory, cascade control, fuzzy control, and adaptive fuzzy control are completed on the 3-degree-of-freedom (3-DOF) manipulator simulation platform. Finally, according to the experimental results, the accuracy of D-S evidence synthesis theory is 7.49% better than cascade control, 16.84% better than fuzzy control, and 28.45% better than adaptive fuzzy control. The adaptability of D-S evidence synthesis theory is generally superior to cascade control, slightly inferior to fuzzy control and inferior to adaptive fuzzy control.
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基于 D-S 证据综合理论的速度协调控制方法
提出了一种基于 Dempster-Shafer (D-S)证据合成理论的自适应速度协调控制方法,以实现空间遥操作中大传输延迟条件下从动机械手的速度协调。首先,应用 D-S 证据综合理论对速度协调规则方法进行转换。给出了预测操纵器未来状态的模型,以获得对每个状态的置信度。随后,在三自由度(3-DOF)操纵器仿真平台上完成了 D-S 证据合成控制理论、级联控制、模糊控制和自适应模糊控制的性能对比实验。最后,根据实验结果,D-S 证据合成理论的精度比级联控制高 7.49%,比模糊控制高 16.84%,比自适应模糊控制高 28.45%。D-S 证据合成理论的适应性总体上优于级联控制,略逊于模糊控制,逊于自适应模糊控制。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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