3 papers
cs.LG2026
Full waveform inversion method based on diffusion model
Caiyun Liu, Siyang Pei, Qingfeng Yu +1
Seismic full-waveform inversion is a core technology for obtaining high-resolution subsurface model parameters. However, its highly nonlinear characteristics and strong dependence…
cs.LG2026
High-Fidelity Compression of Seismic Velocity Models via SIREN Auto-Decoders
Caiyun Liu, Xiaoxue Luo, Jie Xiong
Implicit Neural Representations (INRs) have emerged as a powerful paradigm for representing continuous signals independently of grid resolution. In this paper, we propose a high-fi…
cs.LG2026
Seismic full-waveform inversion based on a physics-driven generative adversarial network
Xinyi Zhang, Caiyun Liu, Jie Xiong +1
Objectives: Full-waveform inversion (FWI) is a high-resolution geophysical imaging technique that reconstructs subsurface velocity models by iteratively minimizing the misfit betwe…