Hydrothermal liquefaction (HTL) distributes wet biomass and residues among bio-oil, char, aqueous product, and gas. Independent phase regressors can produce negative or non-closed allocations, and random validation obscures inter-study heterogeneity. We develop a conservation-informed constrained surrogate treating the...
Hepatocellular carcinoma (HCC) remains highly lethal due to a complex tumor microenvironment (TME) that limits therapeutic efficacy. Herein, a dual-targeted nanotherapeutic platform (SC@GRT-COF-366) based on a covalent organic framework (COF-366) is reported for synergistic HCC treatment. This multifunctional system in...
Le Wang, Xiang Wang, Hengrui Li et al.· Small· 0 citations
PINN-Phase is introduced, a physics-informed neural time integrator that advances the full multiphase field from its initial condition and enforces phase bounds and unit sum at every step; on the reported explicit multiphase-field benchmarks, post-initial-condition reference states serve only for evaluation.
Seifallah Elfetni, P. Seeberger, Theodore Tyrikos-Ergas· 0 citations
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