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physics.geo-ph2023★ 2 cited
Forward and inverse problems for Eikonal equation based on DeepONet
Yifan Mei, Yijie Zhang, Xueyu Zhu +1
Seismic forward and inverse problems are significant research areas in geophysics. However, the time burden of traditional numerical methods hinders their applications in scenarios…
physics.geo-ph2022★ 44 cited
Bayesian Physics-Informed Neural Networks for the Subsurface Tomography based on the Eikonal Equation
Rongxi Gou, Yijie Zhang, Xueyu Zhu +1
The high cost of acquiring a sufficient amount of seismic data for training has limited the use of machine learning in seismic tomography. In addition, the inversion uncertainty du…