13 citations · 22 across the 6 of their papers we have counts for
6 papers
SeisEvo: Evolution of Seismic Data Reconstruction Algorithms by Agents
Yingjie Xu, Siwei Yu, Jianwei Ma
Classical seismic data reconstruction relies on manually designed structural priors and iterative operators, whose coupled design space is far larger than manual trial and error ca…
TimeAPN: Adaptive Amplitude-Phase Non-Stationarity Normalization for Time Series Forecasting
Yue Hu, Jialiang Tang, Siwei Yu +3
Non-stationarity is a fundamental challenge in multivariate long-term time series forecasting, often manifested as rapid changes in amplitude and phase. These variations lead to se…
Seismology modeling agent: A smart assistant for geophysical researchers
Yukun Ren, Siwei Yu, Kai Chen +1
To address the steep learning curve and reliance on complex manual file editing and command-line operations in the traditional workflow of the mainstream open-source seismic wave s…
Alternating Direction Method of Multipliers Based on -norm for Multiple Measurement Vector Problem
Zekun Liu, Siwei Yu
In this paper, we propose an alternating direction method of multipliers (ADMM)-based optimization algorithm to achieve better undersampling rate for multiple measurement vector (M…
Data-driven geophysics: from dictionary learning to deep learning
Siwei Yu, Jianwei Ma
Understanding the principles of geophysical phenomena is an essential and challenging task. "Model-driven" approaches have supported the development of geophysics for a long time;…
Deep learning for denoising
Siwei Yu, Jianwei Ma, Wenlong Wang
Compared with traditional seismic noise attenuation algorithms that depend on signal models and their corresponding prior assumptions, removing noise with a deep neural network is…