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Mascle, J. & Martin, L. Shallow structure and recent evolution of the Aegean Sea: A synthesis based on continuous reflection profiles.
Unfortunately, ANNs with a shallow structure were nearly abandoned after the new millennium, since their performance did not exceed that produced from conventional rule-based engineering.
In a high-resolution small-scale seismic experiment we investigated the shallow structure of the Wadi Araba fault (WAF), the principal fault strand of the Dead Sea Transform System between the Gulf of Aqaba/Eilat and the Dead Sea.
The contextual-based convolutional neural network (CNN) with deep architecture and pixel-based multilayer perceptron (MLP) with shallow structure are well-recognized neural network algorithms, representing the state-of-the-art deep learning method and the classical non-parametric machine learning approach, respectively.
Mathematical construction of a sub-surface model from the local anomaly data, employing a 3D inversion based on "growing" the sub-surface density distribution via the aggregation of cells, enables mapping of the shallow structure beneath the complex, giving unprecedented insights into the sub-surface architecture.
In this study we integrate high-resolution swath bathymetry, single channel reflection seismic data and gravity core data, to provide new insights into the shallow structure and latest Quaternary to Holocene evolution of the submerged sector of the Neapolitan Yellow Tuff (NYT) caldera (Campi Flegrei) in the Pozzuoli Bay.
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So this method is useful for shallow structures.
Cameron, B. R., Cranmer, F. S. & Foulger, G. R. Shallow structures beneath Heimaey and Surtsey from local gravity data.
Shallow structures (d: 1.5 μm) showed only slight differences in the friction coefficient, while deeper structures (d: 4.5 μm) led to a significant reduction.
In terms of the interaction between buckling and snap-through for shallow structures affected by geometrical imperfections results have shown that, after the nonlinear bifurcation, load reductions occurs accompanied with a predictable tendency.
This enabled details of the shallow structures near the lava dome of the latest eruption to be obtained.
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