(1 College of Electronic Information and Automation, Tianjin Light Industry Vocational Technical College, Tianjin 300350, China;
2 School of Electrical Engineering, Hebei University of Technology, Tianjin 300130, China;
Abstract: There are many relay parameters, and the measurement methods and measurement intervals of each parameter are different.Compared with real-time measurement parameters such as time parameters, the release voltage and other parameters have less data, which will cause poor result accuracy in correlation analysis. Based on this, this paper proposes a smoothing index improvement cubic spline interpolation algorithm for morphology fluctuation consistency deviation distance (MFCDD) optimization. Firstly, by introducing the improvement of smoothing index, the variance contribution rate and single point smoothness of the correlation points of the data series are analyzed,and the smooth points and fluctuation points of the data series are determined; secondly, the cubic spline algorithm is improved by using cubic exponential smoothing, and the improved interpolation expression is determined; finally, the morphological fluctuation consistency deviation distance is introduced to determine the interpolation interval, and the data expansion is completed. The relay suction voltage parameter and release voltage parameter are used to verify the above method, and the results show that the above method has good accuracy for data expansion.
Key words: morphological fluctuation consistency deviation distance (MFCDD); improved cubic spline interpolation; smoothing index;variance contribution rate
參考文獻(xiàn)
[1] 仉佃偉,趙光亮,劉棟,等. 淺析電磁繼電器常見的失效原因及失效機(jī)理[J] . 內(nèi)燃機(jī)與配件,2023(13) :68-70.
[2] 方維,王宇宇,宋志龍,等. 基于多源數(shù)據(jù)融合的半導(dǎo)體晶片 CMP 拋光材料去除率預(yù)測(cè)[J] . 表面技術(shù),2024,53(2) :150-157.
[3] 蔡保杰,邵雷,李佳偉,等. 基于牛頓插值的抗差卡爾曼濾波算法[J]. 導(dǎo)航定位學(xué)報(bào),2020,8(5) :49-56.
[4] 王爾申,趙珩,曲萍萍,等. 基于拉格朗日插值法的衛(wèi)星導(dǎo)航空間信號(hào)精度評(píng)估算法[J]. 沈陽(yáng)航空航天大學(xué)學(xué)報(bào),2019,36(4) :43-48.
[5] 牛文敬,孫科,盧予恩. 五孔探針校準(zhǔn)曲線角度系數(shù)處理的分段線性插值法[J] . 工程與試驗(yàn),2022,62(3) :12-14.
[6] 壽媛,陳豫眉. 利用 MQ 擬插值解決高次插值所出現(xiàn)的龍格現(xiàn)象[J] . 洛陽(yáng)師范學(xué)院學(xué)報(bào),2016,35(5) :6-9.
[7] 李亞碩,賈曉峰,伏偉浩,等. 基于三次樣條插值的農(nóng)機(jī)作業(yè)面積計(jì)算[J]. 農(nóng)業(yè)工程,2022,12(3) :43-46.
[8] 梅雪萍. 基于主成分分析的四川省經(jīng)濟(jì)發(fā)展影響因素評(píng)價(jià)研究[J]. 中國(guó)集體經(jīng)濟(jì),2023(5) :33-36.
[9] 覃楨楨. 基于旋轉(zhuǎn)門- 數(shù)據(jù)平滑度自適應(yīng)算法的工業(yè)數(shù)據(jù)采集網(wǎng)關(guān)研究和設(shè)計(jì)[J]. 單片機(jī)與嵌入式系統(tǒng)應(yīng)用,2022,22(6) :15-17.
[10] 鄒學(xué)哲,鄧紅,吳嘉琳,等. 基于變異系數(shù)權(quán)重法評(píng)價(jià) 3 種干燥方式對(duì)鐵皮石斛多糖理化性質(zhì)的影響[J] .廣東藥科大學(xué)學(xué)報(bào),2023,39(4) :87-92.
[11] 邱軍,孫力勇,樊慶東. 一種基于三次樣條插值的風(fēng)電場(chǎng)出力預(yù)測(cè)評(píng)估方法[J] . 電氣開關(guān),2023,61(3) :16-18.
[12] 李響,繆祥華,張如雪,等. 利用哈里斯鷹算法優(yōu)化卷積神經(jīng)網(wǎng)絡(luò)的入侵檢測(cè)研究[J] . 化工自動(dòng)化及儀表,2023,50(4) :513-520.
[13] 袁慧,譚章祿,王福浩. 一種高效的相似性度量方法及其分類效果研究[J] . 中國(guó)科學(xué):技術(shù)科學(xué),2022,52(7) :1096-1110.