电测与仪表
電測與儀錶
전측여의표
Electrical Measurement & Instrumentation
2015年
18期
74-79
,共6页
配电网%小电流接地故障%数据融合%神经网络%ARM%故障选线
配電網%小電流接地故障%數據融閤%神經網絡%ARM%故障選線
배전망%소전류접지고장%수거융합%신경망락%ARM%고장선선
distribution network%small current grounding fault%data fusion%neural network%ARM%fault line detection
配电网中的单相接地故障是经常发生的一类故障,文章通过设计研究并安装一款基于神经网络数据融合方法的小电流选线装置来排查此类故障。装置利用BP神经网络良好的非线性拟合能力,结合故障后各线路的小波能量、五次谐波和有功功率作为特征值进行融合选线。根据故障选线的准确性和快速性对系统的要求,提出了一种基于ARM ( Advanced RISC Machines )技术的软硬件平台,装置采用32位嵌入式ARM微处理器S3C2440作为诊断机的核心,以C8051F060作为前端采集器的控制核心,充分利用ARM出色的实时中断响应和快速的运算速度,很好的实现了综合智能选线算法。现场运行结果表明,该装置运行稳定,选线快速可靠,适应性强,是小电流接地系统中一种实用的选线装置。
配電網中的單相接地故障是經常髮生的一類故障,文章通過設計研究併安裝一款基于神經網絡數據融閤方法的小電流選線裝置來排查此類故障。裝置利用BP神經網絡良好的非線性擬閤能力,結閤故障後各線路的小波能量、五次諧波和有功功率作為特徵值進行融閤選線。根據故障選線的準確性和快速性對繫統的要求,提齣瞭一種基于ARM ( Advanced RISC Machines )技術的軟硬件平檯,裝置採用32位嵌入式ARM微處理器S3C2440作為診斷機的覈心,以C8051F060作為前耑採集器的控製覈心,充分利用ARM齣色的實時中斷響應和快速的運算速度,很好的實現瞭綜閤智能選線算法。現場運行結果錶明,該裝置運行穩定,選線快速可靠,適應性彊,是小電流接地繫統中一種實用的選線裝置。
배전망중적단상접지고장시경상발생적일류고장,문장통과설계연구병안장일관기우신경망락수거융합방법적소전류선선장치래배사차류고장。장치이용BP신경망락량호적비선성의합능력,결합고장후각선로적소파능량、오차해파화유공공솔작위특정치진행융합선선。근거고장선선적준학성화쾌속성대계통적요구,제출료일충기우ARM ( Advanced RISC Machines )기술적연경건평태,장치채용32위감입식ARM미처리기S3C2440작위진단궤적핵심,이C8051F060작위전단채집기적공제핵심,충분이용ARM출색적실시중단향응화쾌속적운산속도,흔호적실현료종합지능선선산법。현장운행결과표명,해장치운행은정,선선쾌속가고,괄응성강,시소전류접지계통중일충실용적선선장치。
Single-phase grounding fault frequently occurs in distribution network .In this paper , the design and instal-lation of a new small current grounding line selection device is used to trouble shoot such fault .The device uses the nonlinear fitting ability of BP neural network , combining with wavelet energy , fifth harmonic and active power to de-termine the fault line .A design of hardware and software platform on ARM ( Advanced RISC Machines ) meeting to the requirement of reliability and rapidity in fault line detection is presented .ARM processor S3C2440 makes the con-trolling core of diagnostic machine and C 8051 F060 makes the controlling core of the data acquisition unit .The advan-tages of ARM , excellent real time interrupt response and high calculating speed , make the synthetical intelligent algo-rithm to be fast processed in time .The operation test shows that the device has good running stability and the fault de-tection is fast and reliable .It is a practical line selection device .