Filter design using data fusion for a pneumatic control valve

Q3 Engineering
Bhagya R. Navada, S. Venkata
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引用次数: 0

Abstract

This paper presents a filter design technique for a pneumatic valve using data fusion techniques. The objective of this paper is to examine the suppression of the effect of parameters causing deviation from normal system performance using the technique of data fusion over time. The output of a system affected by inherited noise is processed by applying operations such as finding the statistical variance, time warping, interpolation, and extrapolation. These techniques are used to compute the transfer function of the filter, which when cascaded with the system will suppress the effect of noise on the process. The operation of the control valve is affected by characteristics such as stiction, structural deformation, etc. The characteristics of the system are studied and data for multiple time instances are extracted to carry out fusion across time by dynamic time warping. Tests show that the filter presented here can suppress the effects of stiction and mechanical deformation on the output signal.
基于数据融合的气动控制阀滤波器设计
本文提出了一种利用数据融合技术设计气动阀过滤器的技术。本文的目的是使用随时间变化的数据融合技术来检查参数对导致偏离正常系统性能的影响的抑制。受遗传噪声影响的系统的输出通过应用诸如求统计方差、时间扭曲、插值和外推之类的操作来处理。这些技术用于计算滤波器的传递函数,当滤波器与系统级联时,将抑制噪声对过程的影响。控制阀的运行受到静摩擦、结构变形等特性的影响。研究了系统的特性,提取了多个时间实例的数据,通过动态时间扭曲进行跨时间融合。试验表明,本文提出的滤波器可以抑制静摩擦和机械变形对输出信号的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Serbian Journal of Electrical Engineering
Serbian Journal of Electrical Engineering Energy-Energy Engineering and Power Technology
CiteScore
1.30
自引率
0.00%
发文量
16
审稿时长
25 weeks
期刊介绍: The main aims of the Journal are to publish peer review papers giving results of the fundamental and applied research in the field of electrical engineering. The Journal covers a wide scope of problems in the following scientific fields: Applied and Theoretical Electromagnetics, Instrumentation and Measurement, Power Engineering, Power Systems, Electrical Machines, Electrical Drives, Electronics, Telecommunications, Computer Engineering, Automatic Control and Systems, Mechatronics, Electrical Materials, Information Technologies, Engineering Mathematics, etc.
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