Filter design using data fusion for a pneumatic control valve

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 o...

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Main Authors: Navada Bhagya Rajesh, Venkata Santhosh Krishan
Format: Article
Language:English
Published: Faculty of Technical Sciences in Cacak 2021-01-01
Series:Serbian Journal of Electrical Engineering
Subjects:
Online Access:http://www.doiserbia.nb.rs/img/doi/1451-4869/2021/1451-48692101049N.pdf
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spelling doaj-cd1e58cacf1047a9b451c84f0432863e2021-04-09T09:47:38ZengFaculty of Technical Sciences in CacakSerbian Journal of Electrical Engineering1451-48692217-71832021-01-01181496110.2298/SJEE2101049N1451-48692101049NFilter design using data fusion for a pneumatic control valveNavada Bhagya Rajesh0Venkata Santhosh Krishan1Department of Instrumentation and Control Engineering, Centre for Cyber Physical Systems, Manipal Institute of Technology, Manipal Academy of Higher Education, IndiaDepartment of Instrumentation and Control Engineering, Centre for Cyber Physical Systems, Manipal Institute of Technology, Manipal Academy of Higher Education, IndiaThis 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.http://www.doiserbia.nb.rs/img/doi/1451-4869/2021/1451-48692101049N.pdfcontrol valvedata fusiondynamic time warpingfilterspline
collection DOAJ
language English
format Article
sources DOAJ
author Navada Bhagya Rajesh
Venkata Santhosh Krishan
spellingShingle Navada Bhagya Rajesh
Venkata Santhosh Krishan
Filter design using data fusion for a pneumatic control valve
Serbian Journal of Electrical Engineering
control valve
data fusion
dynamic time warping
filter
spline
author_facet Navada Bhagya Rajesh
Venkata Santhosh Krishan
author_sort Navada Bhagya Rajesh
title Filter design using data fusion for a pneumatic control valve
title_short Filter design using data fusion for a pneumatic control valve
title_full Filter design using data fusion for a pneumatic control valve
title_fullStr Filter design using data fusion for a pneumatic control valve
title_full_unstemmed Filter design using data fusion for a pneumatic control valve
title_sort filter design using data fusion for a pneumatic control valve
publisher Faculty of Technical Sciences in Cacak
series Serbian Journal of Electrical Engineering
issn 1451-4869
2217-7183
publishDate 2021-01-01
description 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.
topic control valve
data fusion
dynamic time warping
filter
spline
url http://www.doiserbia.nb.rs/img/doi/1451-4869/2021/1451-48692101049N.pdf
work_keys_str_mv AT navadabhagyarajesh filterdesignusingdatafusionforapneumaticcontrolvalve
AT venkatasanthoshkrishan filterdesignusingdatafusionforapneumaticcontrolvalve
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