{"title":"基于数据融合的气动控制阀滤波器设计","authors":"Bhagya R. Navada, S. Venkata","doi":"10.2298/SJEE2101049N","DOIUrl":null,"url":null,"abstract":"This paper presents a filter design technique for a pneumatic valve using\n data fusion techniques. The objective of this paper is to examine the\n suppression of the effect of parameters causing deviation from normal system\n performance using the technique of data fusion over time. The output of a\n system affected by inherited noise is processed by applying operations such\n as finding the statistical variance, time warping, interpolation, and\n extrapolation. These techniques are used to compute the transfer function of\n the filter, which when cascaded with the system will suppress the effect of\n noise on the process. The operation of the control valve is affected by\n characteristics such as stiction, structural deformation, etc. The\n characteristics of the system are studied and data for multiple time\n instances are extracted to carry out fusion across time by dynamic time\n warping. Tests show that the filter presented here can suppress the effects\n of stiction and mechanical deformation on the output signal.","PeriodicalId":37704,"journal":{"name":"Serbian Journal of Electrical Engineering","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Filter design using data fusion for a pneumatic control valve\",\"authors\":\"Bhagya R. Navada, S. Venkata\",\"doi\":\"10.2298/SJEE2101049N\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper presents a filter design technique for a pneumatic valve using\\n data fusion techniques. The objective of this paper is to examine the\\n suppression of the effect of parameters causing deviation from normal system\\n performance using the technique of data fusion over time. The output of a\\n system affected by inherited noise is processed by applying operations such\\n as finding the statistical variance, time warping, interpolation, and\\n extrapolation. These techniques are used to compute the transfer function of\\n the filter, which when cascaded with the system will suppress the effect of\\n noise on the process. The operation of the control valve is affected by\\n characteristics such as stiction, structural deformation, etc. The\\n characteristics of the system are studied and data for multiple time\\n instances are extracted to carry out fusion across time by dynamic time\\n warping. Tests show that the filter presented here can suppress the effects\\n of stiction and mechanical deformation on the output signal.\",\"PeriodicalId\":37704,\"journal\":{\"name\":\"Serbian Journal of Electrical Engineering\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-02-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Serbian Journal of Electrical Engineering\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2298/SJEE2101049N\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Engineering\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Serbian Journal of Electrical Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2298/SJEE2101049N","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Engineering","Score":null,"Total":0}
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 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.
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.