电网技术
電網技術
전망기술
POWER SYSTEM TECHNOLOGY
2014年
8期
2237-2243
,共7页
于浩明%黄纯%江亚群%张磊%冷崇富%赵伟
于浩明%黃純%江亞群%張磊%冷崇富%趙偉
우호명%황순%강아군%장뢰%랭숭부%조위
电能质量%快速原子分解%匹配追踪%正弦量原子%分层Gabor原子库
電能質量%快速原子分解%匹配追蹤%正絃量原子%分層Gabor原子庫
전능질량%쾌속원자분해%필배추종%정현량원자%분층Gabor원자고
power quality%fast atomic decomposition%matching pursuits%damped sinusoidal atoms%hierarchical Gabor atomic dictionary
采用原子分解能够准确提取电能质量扰动信号的幅值、频率、相位以及扰动起止时刻等特征量。但在原子分解过程中需要作大量的计算,计算速度缓慢。针对这一问题,根据信号的特点采用快速原子分解方法将 Gabor 原子库分为5层,简化每一层的索引参数。首先利用快速傅里叶变换测出信号的主要频率点和通过小波变换粗提取扰动起止采样点序列,然后将信号依次通过Gabor原子库每一层,从每一层中搜索到对应的最佳匹配原子,并采用伪牛顿法对最佳匹配原子进行优化,最后转化为衰减正弦量原子,以残余正弦信号的能量作为判断终止条件。算例仿真结果表明,该方法能够准确对电能质量参数进行辨识,并且运算速度有较大提高,验证了所提方法的有效性和实时性。
採用原子分解能夠準確提取電能質量擾動信號的幅值、頻率、相位以及擾動起止時刻等特徵量。但在原子分解過程中需要作大量的計算,計算速度緩慢。針對這一問題,根據信號的特點採用快速原子分解方法將 Gabor 原子庫分為5層,簡化每一層的索引參數。首先利用快速傅裏葉變換測齣信號的主要頻率點和通過小波變換粗提取擾動起止採樣點序列,然後將信號依次通過Gabor原子庫每一層,從每一層中搜索到對應的最佳匹配原子,併採用偽牛頓法對最佳匹配原子進行優化,最後轉化為衰減正絃量原子,以殘餘正絃信號的能量作為判斷終止條件。算例倣真結果錶明,該方法能夠準確對電能質量參數進行辨識,併且運算速度有較大提高,驗證瞭所提方法的有效性和實時性。
채용원자분해능구준학제취전능질량우동신호적폭치、빈솔、상위이급우동기지시각등특정량。단재원자분해과정중수요작대량적계산,계산속도완만。침대저일문제,근거신호적특점채용쾌속원자분해방법장 Gabor 원자고분위5층,간화매일층적색인삼수。수선이용쾌속부리협변환측출신호적주요빈솔점화통과소파변환조제취우동기지채양점서렬,연후장신호의차통과Gabor원자고매일층,종매일층중수색도대응적최가필배원자,병채용위우돈법대최가필배원자진행우화,최후전화위쇠감정현량원자,이잔여정현신호적능량작위판단종지조건。산례방진결과표명,해방법능구준학대전능질량삼수진행변식,병차운산속도유교대제고,험증료소제방법적유효성화실시성。
The characteristic quantities of power quality disturbance signal such as amplitude, frequency, phase and the start and stop time of the disturbance can be accurately extracted by atomic decomposition. However a lot of calculation has to be performed during the atomic decomposition and it decreases the calculation speed. To remedy this defect, according to the feature of the signal the Gabor atomic dictionary is divided into five floors by fast atomic decomposition and the index parameter of each floor is simplified. Firstly, using fast Fourier transform (FFT) the main frequency of the sampled signal is measured, and the start and stop sampling point series of the disturbance is roughly extracted by wavelet transform; then making the signals passing through each floor of the Gabor atomic dictionary in sequence, the best matching atoms are searched from each floor correspondingly, and the best matching atoms are optimized by pseudo-Newton method and finally turned into the damped sinusoidal atoms when the energy of residual sinusoidal signals are regarded as the end condition for the judgment. Results of case simulation show that using the proposed method the power quality parameters can be accurately identified and the computational speed can be speeded up evidently, thus the effectiveness and real-time performance of the proposed method are validated.