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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Faculty of Technical Sciences in Cacak
2021-01-01
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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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1721532933236326400 |