国产欧美精品一区二区,中文字幕专区在线亚洲,国产精品美女网站在线观看,艾秋果冻传媒2021精品,在线免费一区二区,久久久久久青草大香综合精品,日韩美aaa特级毛片,欧美成人精品午夜免费影视

融合GA優(yōu)化算法的數字孿生模型在石油旋轉機械診斷中的應用
DOI:
CSTR:
作者:
作者單位:

作者簡(jiǎn)介:

通訊作者:

中圖分類(lèi)號:

基金項目:


Application of digital twin model with GA optimization algorithm in diagnosis of petroleum rotating machinery
Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 圖/表
  • |
  • 訪(fǎng)問(wèn)統計
  • |
  • 參考文獻
  • |
  • 相似文獻
  • |
  • 引證文獻
  • |
  • 資源附件
  • |
  • 文章評論
    摘要:

    為根據模態(tài)信號頻率水平確定石油旋轉機械當前故障行為所屬類(lèi)別,實(shí)現對機械設備故障行為的準確診斷,針對融合GA優(yōu)化算法的數字孿生模型在石油旋轉機械診斷中的應用展開(kāi)研究。定義GA算法優(yōu)化規則,并在此基礎上,建立數字孿生模型,再聯(lián)合相關(guān)故障行為數據,完成對石油旋轉機械運行數據的聚類(lèi)運算,實(shí)現基于數字孿生模型的石油旋轉機械運行數據聚類(lèi)處理。計算運行數據損失情況,通過(guò)模態(tài)分解描述性樣本的方式,將核心診斷信息重新耦合在一起,聯(lián)合求解所得的超參數指標,定義具體的數據樣本集中訓練模式,實(shí)現對石油旋轉機械的診斷。實(shí)驗結果表明,上述診斷方法的應用,對于每一類(lèi)故障行為模態(tài)信號頻率的診斷都屬于該信號的標準頻率數值區段之內,符合100%精準診斷機械故障行為的應用需求,在準確診斷石油旋轉機械故障行為方面的可行性能力較為突出。

    Abstract:

    In order to determine the current fault behavior of petroleum rotating machinery according to the modal signal frequency level, and realize the accurate diagnosis of mechanical equipment fault behavior, the application of digital twin model with fusion GA optimization algorithm in the diagnosis of petroleum rotating machinery is studied. The optimization rules of GA algorithm are defined, and on this basis, the digital twin model is established, and then the relevant fault behavior data are combined to complete the clustering operation of the oil rotating machinery operating data, and the oil rotating machinery operating data cluster processing based on the digital twin model is realized. The loss of operating data is calculated, the core diagnostic information is recoupled together by means of modal decomposition of descriptive samples, the obtained hyperparameter index is solved jointly, and the specific training mode of data samples is defined to realize the diagnosis of petroleum rotating machinery. The experimental results show that the application of the above diagnosis method belongs to the standard frequency value range of the signal for each type of fault behavior mode signal, which meets the application demand of 100% accurate diagnosis of mechanical fault behavior, and has outstanding feasibility in accurately diagnosing the fault behavior of petroleum rotating machinery.

    參考文獻
    相似文獻
    引證文獻
引用本文

朱傳同,李卓軍,苑得鑫.融合GA優(yōu)化算法的數字孿生模型在石油旋轉機械診斷中的應用計算機測量與控制[J].,2023,31(11):137-141.

復制
分享
文章指標
  • 點(diǎn)擊次數:
  • 下載次數:
  • HTML閱讀次數:
  • 引用次數:
歷史
  • 收稿日期:2023-08-16
  • 最后修改日期:2023-08-24
  • 錄用日期:2023-08-25
  • 在線(xiàn)發(fā)布日期: 2023-11-23
  • 出版日期:
文章二維碼
马公市| 太康县| 安福县| 那曲县| 溧水县| 光泽县| 呈贡县| 旌德县| 砀山县| 平果县| 昌江| 赤壁市| 保康县| 收藏| 远安县| 墨江| 平舆县| 深泽县| 钟山县| 井陉县| 凌海市| 新闻| 孝义市| 深水埗区| 神农架林区| 海南省| 广宗县| 宁明县| 汾阳市| 罗山县| 聂拉木县| 洞头县| 宣恩县| 汉中市| 隆尧县| 正宁县| 六盘水市| 沙洋县| 泸州市| 潼关县| 昌都县|