363 citations · 637 across the 7 of their papers we have counts for
7 papers
LUCAS-MEGA: A Large-Scale Multimodal Dataset for Representation Learning in Soil-Environment Systems
Kuangdai Leng, Simon Jeffery, Panos Panagos +1
Understanding soil is fundamental to agriculture, carbon cycling, and environmental sustainability, yet progress is limited by fragmented and heterogeneous datasets that constrain…
Agroseismology: unraveling the impact of farming practices on soil hydrodynamics
Qibin Shi, David R. Montgomery, Abigail L. S. Swann +9
Farmed landscapes provide a natural laboratory to test how management reshapes near-surface hydrodynamics. Combining distributed acoustic sensing with physics-based hydromechanical…
Gaussian Processes for Probabilistic Estimates of Earthquake Ground Shaking: A 1-D Proof-of-Concept
Sam A. Scivier, Tarje Nissen-Meyer, Paula Koelemeijer +1
Estimates of seismic wave speeds in the Earth (seismic velocity models) are key input parameters to earthquake simulations for ground motion prediction. Owing to the non-uniqueness…
Finite Basis Physics-Informed Neural Networks (FBPINNs): a scalable domain decomposition approach for solving differential equations
Ben Moseley, Andrew Markham, Tarje Nissen-Meyer
Recently, physics-informed neural networks (PINNs) have offered a powerful new paradigm for solving problems relating to differential equations. Compared to classical numerical met…
Solving the wave equation with physics-informed deep learning
Ben Moseley, Andrew Markham, Tarje Nissen-Meyer
We investigate the use of Physics-Informed Neural Networks (PINNs) for solving the wave equation. Whilst PINNs have been successfully applied across many physical systems, the wave…
Fast approximate simulation of seismic waves with deep learning
Benjamin Moseley, Andrew Markham, Tarje Nissen-Meyer
We simulate the response of acoustic seismic waves in horizontally layered media using a deep neural network. In contrast to traditional finite-difference modelling techniques our…
Seismic wave propagation in icy ocean worlds
Simon C. Stähler, Mark P. Panning, Steve D. Vance +4
Seismology was developed on Earth and shaped our model of the Earth's interior over the 20th century. With the exception of the Philae lander, all in situ extraterrestrial seismolo…