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基于FPGA高精度磁通门传感器的设计与校准研究
电子技术应用
陈启慧1,谢志远1,2,刘继志2
1.华北电力大学 电子与通信工程学院;2.河北省互感器技术创新中心
摘要: 针对宽量程电流测量中传统磁通门传感器非线性误差显著的问题,提出基于现场可编程门阵列(FPGA)高精度时间差检测与多项式动态补偿的协同校正方法。通过建立磁芯正负饱和时间差与被测电流的映射关系,构建数字化FPGA处理架构实时捕获饱和时间差,并建立包含非线性效应的多项式补偿模型。实验结果表明:该传感器能够精确检测复杂微弱漏电流;补偿模型决定系数达0.999 976,较线性模型提高0.11%;均方根误差降低85.4%。通过硬件-算法协同优化有效抑制工业现场环境下的精度漂移,为智能电网设备级电流监测提供了高精度低成本解决方案。
中圖分類號(hào):TP212.6 文獻(xiàn)標(biāo)志碼:A DOI: 10.16157/j.issn.0258-7998.256811
中文引用格式: 陳啟慧,謝志遠(yuǎn),劉繼志. 基于FPGA高精度磁通門傳感器的設(shè)計(jì)與校準(zhǔn)研究[J]. 電子技術(shù)應(yīng)用,2025,51(12):56-61.
英文引用格式: Chen Qihui,Xie Zhiyuan,Liu Jizhi. Research on the design and calibration of high-precision fluxgate sensor based on FPGA[J]. Application of Electronic Technique,2025,51(12):56-61.
Research on the design and calibration of high-precision fluxgate sensor based on FPGA
Chen Qihui1,Xie Zhiyuan1,2,Liu Jizhi2
1.School of Electronic and Communication Engineering, North China Electric Power University;2.Hebei Transformer Technology Innovation Center
Abstract: Aiming at the problem of significant nonlinear error of traditional fluxgate sensor in wide range current measurement, a collaborative correction method based on field programmable gate array (FPGA) high-precision time difference detection and polynomial dynamic compensation is proposed. In this study, by establishing the mapping relationship between the positive and negative saturation time difference of the magnetic core and the measured current, a digital FPGA processing architecture is constructed to capture the saturation time difference in real time, and a polynomial compensation model including nonlinear effects is established. The experimental results show that this sensor can precisely detect complex and weak leakage currents. The determination coefficient R2 of the compensation model is 0.999 976, which is 0.11 percentage points higher than that of the linear model. The root mean square error is reduced by 85.4 %. Through hardware-algorithm collaborative optimization, the accuracy drift in industrial field environment is effectively suppressed, which provides a high-precision and low-cost solution for device-level current monitoring of smart grid.
Key words : FPGA;fluxgate sensor;time difference method;nonlinear compensation

引言

磁通門傳感器作為高精度磁場(chǎng)測(cè)量技術(shù)的核心器件,在工業(yè)電流監(jiān)測(cè)領(lǐng)域展現(xiàn)出獨(dú)特優(yōu)勢(shì)。其基于電磁感應(yīng)原理和軟磁材料的非線性磁化特性,可實(shí)現(xiàn)nT級(jí)磁場(chǎng)分辨率,已廣泛應(yīng)用于新能源汽車電控系統(tǒng)和智能電網(wǎng)漏電監(jiān)測(cè)等關(guān)鍵領(lǐng)域。然而,傳統(tǒng)模擬處理架構(gòu)面臨信號(hào)鏈非線性誤差的固有問題,磁芯繞線不均勻性和激勵(lì)電壓波動(dòng)導(dǎo)致的磁滯非線性[1-3]。

研究顯示,新型霍爾傳感器依靠精密的電路設(shè)計(jì)可以把誤差控制在±0.5%以內(nèi),而磁通門技術(shù)比如FDC500系列,在1 000 A沖擊后仍然可保持小于0.6 A的測(cè)量誤差[1,4]。但基于傳統(tǒng)線性模型的磁通門傳感器在寬量程0~200 mA的應(yīng)用當(dāng)中呈現(xiàn)出顯著的非線性失真,它的殘差分布呈現(xiàn)典型的拋物線特征,在磁芯飽和區(qū)誤差會(huì)呈指數(shù)增長(zhǎng)[5]。

當(dāng)前的研究主要是從硬件架構(gòu)優(yōu)化與算法補(bǔ)償這兩個(gè)方向去突破上述的瓶頸,在硬件層面,高嵩等人基于dsPIC單片機(jī)依靠相敏檢波構(gòu)建三軸數(shù)字化架構(gòu)[6],但需要多級(jí)濾波電路和AD轉(zhuǎn)換器且對(duì)周圍磁場(chǎng)環(huán)境要求嚴(yán)格;在算法層面,基于時(shí)間差的傳統(tǒng)線性模型在面對(duì)復(fù)雜磁滯特性的時(shí)候仍然存在0.4%的殘余誤差[7]。而神經(jīng)網(wǎng)絡(luò)如BP網(wǎng)絡(luò)在非線性校正中表現(xiàn)出很強(qiáng)的擬合能力[8],可是它的計(jì)算復(fù)雜度高,需要反向傳播迭代而且缺乏物理可解釋性,無法滿足工業(yè)場(chǎng)景的實(shí)時(shí)性要求。

本文提出了FPGA-MATLAB算法協(xié)同校正架構(gòu),依靠硬件時(shí)間量化與軟件動(dòng)態(tài)補(bǔ)償?shù)纳疃热诤蟻斫鉀Q傳統(tǒng)技術(shù)的局限。設(shè)計(jì)全數(shù)字化FPGA處理鏈,集成低抖動(dòng)時(shí)鐘生成和時(shí)間差量化模塊,且不需要設(shè)計(jì)專門的低通濾波器電路與AD模塊,與此同時(shí),構(gòu)建了多項(xiàng)式系數(shù)動(dòng)態(tài)更新模型,非線性擬合實(shí)時(shí)修正飽和時(shí)間差與一次電流的映射關(guān)系,有效抑制了傳統(tǒng)磁通門的固有誤差。


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作者信息:

陳啟慧1,謝志遠(yuǎn)1,2,劉繼志2

(1.華北電力大學(xué) 電子與通信工程學(xué)院,河北 保定 071003;

2.河北省互感器技術(shù)創(chuàng)新中心,河北 保定 071003)


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