風力タービンのベアリングの故障分類の識別は,最適化された変数モード分解とコンボリュアルニューラルネットワーク-双方向ゲートリキュアントユニット-注意に基づく
Minan Tang1, Zhanglong Tao1, Changyou Wang2
1College of New Energy and Power Engineering, Lanzhou Jiaotong University, Lanzhou, China.
Science progress
|February 16, 2026
まとめ
この研究では,最適化変数モード分解 (VMD) とCNN-BiGRU-Attentionモデルを組み合わせて,精密な風力タービンのギアボックスローリングベアリングの故障分類を行い,発電機の信頼性を向上させるための最適化変数モード分解 (VMD) が導入されています.
科学分野:
- 機械工学の機械工学
- 人工知能 (AI) とは,人工知能 (AI) のことです.
- シグナル処理 信号処理
背景:
- ローリングベアリングは,風力タービン発電機の重要な部品であり,性能と信頼性に直接影響を与えます.
- これらのベアリングの早期の故障検出は,運用効率を改善し,故障を防ぐために不可欠です.
研究 の 目的:
- 風力タービンのギアボックスローリングベアリングの故障を分類するための高度な方法を開発する.
- 風力タービンの故障診断システムの正確性と安定性を向上させる.
主な方法:
- 最適な内在モード関数 (IMF) を選択するために,改良されたRIEMアルゴリズムを使用して,最適化された変変モード分解 (VMD) を使用します.
- 多次元信号分析のための複合多スケール傾斜エントロピーを使用して特性の抽出.
- コンボリューションニューラルネットワーク-双方向ゲートリキュアントユニット (CNN-BiGRU) -故障分類のための注意モデルの実装.
主要な成果:
- 提案されたCNN-BiGRU-Attentionモデルは,ローリングベアリングの故障を分類する上で,重要な効果と安定したパフォーマンスを示しました.
- オプティマイズされたVMDは,故障信号分析に最も適したIMFコンポーネントを成功裏に特定しました.
- 複合マルチスケール斜面エントロピーは,複雑な故障信号の特徴を効果的に捕捉しました.
結論:
- 最適化されたVMDとCNN-BiGRU-Attentionの統合アプローチは,風力タービンのローリングベアリングの故障診断に堅固なソリューションを提供します.
- この研究は,高度な故障検出を通じて,風力タービン発電機の信頼性と効率を改善するための新しい技術的洞察を提供します.
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