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基于UNet和Transformer的时域谐波源建模方法研究

Research on Time-Domain Harmonic Source Modeling Method Based on UNet and Transformer

  • 摘要: 针对传统频域谐波源建模存在FFT变换误差、相位信息缺失、非线性拟合能力不足等问题,提出融合UNet与改进Transformer的TUNet时域谐波源建模方法。该方法以UNet实现多尺度特征提取与波形重构,嵌入改进Transformer捕捉时序长距离依赖,强化局部畸变特征提取,实现端到端时域电压-电流映射。经实测算例验证,该方法可显著提升谐波波形拟合精度,为谐波源精细化建模提供高效技术方案。

     

    Abstract: To address the issues of FFT transformation error, phase information loss, and insufficient nonlinear fitting ability in traditional frequency-domain harmonic source modeling, a TUNet time-domain harmonic source modeling method integrating UNet and an improved Transformer is proposed. This method uses UNet to achieve multi-scale feature extraction and waveform reconstruction, and embeds an improved Transformer to capture long-distance temporal dependencies and enhance the extraction of local distortion features, thereby realizing end-to-end time-domain voltage-current mapping. Through practical calculation examples, it is verified that this method can significantly improve the accuracy of harmonic waveform fitting, providing an efficient technical solution for the refined modeling of harmonic sources.

     

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