Results 191 to 200 of about 63,984 (305)

Structure‐Aware Machine Learning for Polymers: A Hierarchical Graph Network for Predicting Properties From Statistical Ensembles

open access: yesMacromolecular Rapid Communications, EarlyView.
This work presents a structure‐aware graph convolutional network that models polymers as statistical ensembles to predict macroscopic properties. By combining topologically realistic graphs generated via kinetic Monte Carlo simulations with explicit molar mass distributions, the framework achieves high accuracy in classifying architectures and ...
Julian Kimmig   +7 more
wiley   +1 more source

Disentangling the Janus-faced effects of cations in electrocatalysis. [PDF]

open access: yesNat Commun
Zhu X   +3 more
europepmc   +1 more source

Long‐Duration Response to Levodopa in the PPMI‐Cohort

open access: yesMovement Disorders, EarlyView.
Abstract Background Treatment of Parkinson's disease (PD) with levodopa results in a sustained reduction of symptoms. Although the plasma half‐life of levodopa is short, it elicits a lasting effect, the long‐duration levodopa response (LDR). A decrease in LDR as PD progresses has been linked to motor complications, but long‐term data on the LDR and its
Nils Schnalke   +3 more
wiley   +1 more source

Nonlocal active sound control for composite regions

open access: yesMathematical Methods in the Applied Sciences, EarlyView.
In the active sound control problem, additional sound sources, known as control sources, are implemented at the perimeter of a protected domain. The control sources can generate secondary sound inside the shielded domain, which attenuates incoming noise. This leads to an inverse source problem.
Nan Hu, Sergey Utyuzhnikov
wiley   +1 more source

Numerical Investigation of a Diffusive SIR Model: Focus on Positivity Preservation

open access: yesMathematical Methods in the Applied Sciences, EarlyView.
ABSTRACT In this paper, we consider a system of semilinear partial differential equations (PDEs) representing a spatially extended SIR epidemic model. A brief analytical investigation of the well‐posedness and positivity of the solutions is provided in the appendix, while the main focus is on the numerical treatment of the model.
Rahele Mosleh   +2 more
wiley   +1 more source

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