November 28, 2025Scientific ReportsOpen Access

Multi-scale dual-path attention network for seismic background noise attenuation

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Complex seismic noise was significantly reduced, enabling clearer reflection event extraction from seismic records.
Notable performance improvements were observed in experiments with simulated and field seismic data, confirming the method's effectiveness.
Assessment using a multi-scale dual-path attention network showcases its advantages over traditional denoising algorithms and single-scale approaches.
The work may enable enhanced seismic data interpretation, significant for exploration in complex environments like deserts.

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Proposed network improves noise reduction in seismic data, highlighting effective inversion and feature extraction strategies.

Han et al. (2025) studied this question.

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