Machine Learned Equations for Vertical Mixing Coefficients in the Ocean Surface Boundary Layer
Abstract Neural networks offer novel ways to parameterize unresolved ocean mixing but are challenging to interpret. Here, we derive compact equations that reproduce the behavior of neural networks trained on a second‐moment closure data set. The resulting interpretable expressions employed in a physics‐based first order closure scheme match neural ...
Aakash Sane +3 more
wiley +1 more source
First-principles insights into half-metallic ferromagnetism, lattice dynamics, and thermoelectric performance of MgX<sub>2</sub>Se<sub>4</sub> (X=Ti, Mn) spinel chalcogenides. [PDF]
Ramzan A, Sofi MY, Khan MS, Khan MA.
europepmc +1 more source
Abstract Seismic anisotropy is widely observed near subduction zones in the mantle transition zone and uppermost lower mantle, particularly along the western Pacific rim and tracks slabs geometries, implying an additional slab‐related source. Hydrous phases such as δ‐AlOOH and phase H (MgSiO4H2), which form a solid solution (δ‐H) and are stable in cool,
Wentian Wu +4 more
wiley +1 more source
Physicochemical characteristics and mechanism analysis of loess at different high-temperature stages. [PDF]
Bai H +5 more
europepmc +1 more source
Phase‐enabled nonlinear gating with unbalanced intensity (PENGUIN) enables reconstruction of the complete ultrafast optical field from one‐dimensional nonlinear interferometric autocorrelation traces. Combined with deep learning, the DeepPENGUIN framework enables real‐time spectral phase retrieval without spectrally resolved detection or iterative ...
Tae‐In Jeong +4 more
wiley +1 more source
Study on radial fracture mechanism of saturated granite subjected to coupled static-cyclic impact loading: An experimental investigation. [PDF]
Wang Y, Liu X, Xu Z, Tang H.
europepmc +1 more source
Prediction of Cure‐Induced Wrinkles Aimed at the Manufacturing of Large Wind Turbine Blades
The step‐wise progression of the development of cure‐induced wrinkles. Before curing, at room temperature the laminate is resting at the mould face. In the next step, the wrinkle is developing due to thermal gradients. At the end of curing, the composite has cooled down and the undulation is left in, byt the increase in resin stiffness across the ...
Jesper K. Jørgensen +2 more
wiley +1 more source
Experimental investigation on deformation behavior and failure modes of limestone under coupled effects of water content and end friction. [PDF]
Lou P +5 more
europepmc +1 more source
Abstract SiO2 is a fundamental component of planetary interiors, yet its high‐pressure melting and phase relations remain uncertain. We develop a machine learning potential with first‐principles accuracy and perform large‐scale two‐phase coexistence simulations to determine the melting curves of stishovite, post‐stishovite, and seifertite up to 160 GPa
Xin Deng +5 more
wiley +1 more source
Piezoelectric-Metal Phononic Crystal Enabling GHz Tunable Ultrahigh Q Quasi-BIC Mode. [PDF]
Xu X +6 more
europepmc +1 more source

