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Photovoltaic Power Generation Fault Diagnosis Model Based on Multi‐Source Data Fusion Using Neural Network Algorithms

open access: yesEngineering Reports, Volume 8, Issue 8, August 2026.
This study introduces a multi‐source data fusion framework for PV fault diagnosis that integrates an adaptive CNN with a collaborative data‐feature layer architecture. The model achieves 99.0% accuracy and 98.8% F1‐score, outperforming traditional methods by over 10% and offering a promising solution for reliable PV system monitoring. ABSTRACT Research
Zheng Li   +5 more
wiley   +1 more source

Hydrogels: From Simple Covalently Cross‐Linked Systems toward Hydrophobically Associating Adaptive Semicrystalline Materials

open access: yesMacromolecular Materials and Engineering, Volume 311, Issue 8, August 2026.
The exceptional toughness of these hydrogels originates from a lamellar cluster structure in which tie molecules, formed by PDMAAm chains containing noncrystallized C18A and C12M segments, transfer stress, and dissipate energy during deformation. Fragmentation of lamellar clusters under load produces yielding, whereas hydrogels without C12M lack this ...
Oguz Okay
wiley   +1 more source

Existence of Solution for Two Classes of Quasilinear Systems Defined on a Nonreflexive Orlicz–Sobolev Spaces

open access: yesMathematical Methods in the Applied Sciences, Volume 49, Issue 12, Page 13324-13360, August 2026.
ABSTRACT This paper proves the existence of nontrivial solution for two classes of quasilinear systems of the type −ΔΦ1u=Fu(x,u,v)+λRu(x,u,v)inΩ−ΔΦ2v=−Fv(x,u,v)−λRv(x,u,v)inΩu=v=0on∂Ω$$ \left\{\begin{array}{l}\hfill -{\Delta}_{\Phi_1}u={F}_u\left(x,u,v\right)+\lambda {R}_u\left(x,u,v\right)\kern0.1832424242424242em \mathrm{in}\kern0.3em \Omega ...
Lucas da Silva, Marco Souto
wiley   +1 more source

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