FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement

Current transformer saturation affects measurement accuracy and, consequently, protection reliability. One important concern in the case of overcurrent protections is the discrimination between faults and inrush current in power transformers. This paper presents an FPGA-based smart sensor to detect...

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Main Authors: G. de J. Martínez-Figueroa, Felipe Córcoles-López, Santiago Bogarra
Format: Article
Language:English
Published: MDPI AG 2023-01-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/23/2/744
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author G. de J. Martínez-Figueroa
Felipe Córcoles-López
Santiago Bogarra
author_facet G. de J. Martínez-Figueroa
Felipe Córcoles-López
Santiago Bogarra
author_sort G. de J. Martínez-Figueroa
collection DOAJ
description Current transformer saturation affects measurement accuracy and, consequently, protection reliability. One important concern in the case of overcurrent protections is the discrimination between faults and inrush current in power transformers. This paper presents an FPGA-based smart sensor to detect current transformer saturation, especially during inrush current conditions. Several methods have been proposed in the literature, but some are unsuitable for inrush currents due to their particular waveform. The proposed algorithm implemented on the smart sensor uses two time-domain features of the measured secondary current: the second-order difference function and the third-order statistic central moment. The proposed smart sensor presents high effectiveness and immunity against noise with accurate results in different conditions: different residual flux, resistive burdens, sampling frequency, and noise levels. The points at which saturation starts are detected with an accuracy of approximately 100%. Regarding the end of saturation, the proposed method detects the right ending points with a maximum error of a sample. The smart sensor has been tested on experimental online and real-time conditions (including an anti-aliasing filter) with accurate results. Unlike most existing methods, the proposed smart sensor operates efficiently during inrush conditions. The smart sensor presents high-speed processing despite its simplicity and low computational cost.
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spelling doaj.art-5a9501e66c19450ea083e423283fd9322023-12-01T00:26:50ZengMDPI AGSensors1424-82202023-01-0123274410.3390/s23020744FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current MeasurementG. de J. Martínez-Figueroa0Felipe Córcoles-López1Santiago Bogarra2Department of Electrical Engineering, ESEIAAT, Universitat Politècnica de Catalunya, 08222 Terrassa, SpainDepartment of Electrical Engineering, ESEIAAT, Universitat Politècnica de Catalunya, 08222 Terrassa, SpainDepartment of Electrical Engineering, ESEIAAT, Universitat Politècnica de Catalunya, 08222 Terrassa, SpainCurrent transformer saturation affects measurement accuracy and, consequently, protection reliability. One important concern in the case of overcurrent protections is the discrimination between faults and inrush current in power transformers. This paper presents an FPGA-based smart sensor to detect current transformer saturation, especially during inrush current conditions. Several methods have been proposed in the literature, but some are unsuitable for inrush currents due to their particular waveform. The proposed algorithm implemented on the smart sensor uses two time-domain features of the measured secondary current: the second-order difference function and the third-order statistic central moment. The proposed smart sensor presents high effectiveness and immunity against noise with accurate results in different conditions: different residual flux, resistive burdens, sampling frequency, and noise levels. The points at which saturation starts are detected with an accuracy of approximately 100%. Regarding the end of saturation, the proposed method detects the right ending points with a maximum error of a sample. The smart sensor has been tested on experimental online and real-time conditions (including an anti-aliasing filter) with accurate results. Unlike most existing methods, the proposed smart sensor operates efficiently during inrush conditions. The smart sensor presents high-speed processing despite its simplicity and low computational cost.https://www.mdpi.com/1424-8220/23/2/744current transformersaturationsmart sensorFPGAinrush current
spellingShingle G. de J. Martínez-Figueroa
Felipe Córcoles-López
Santiago Bogarra
FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement
Sensors
current transformer
saturation
smart sensor
FPGA
inrush current
title FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement
title_full FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement
title_fullStr FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement
title_full_unstemmed FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement
title_short FPGA-Based Smart Sensor to Detect Current Transformer Saturation during Inrush Current Measurement
title_sort fpga based smart sensor to detect current transformer saturation during inrush current measurement
topic current transformer
saturation
smart sensor
FPGA
inrush current
url https://www.mdpi.com/1424-8220/23/2/744
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