This paper investigates the use of a hybrid renewable heat-supply system based on photovoltaic–thermal collectors, an industrial heat pump, thermal energy storage, and electrical energy storage for a small- to medium-scale district-heating network. A dynamic lumped-parameter model was developed and applied to hourly da...
J. Karwacki, Krzysztof Mik, Michał Gliński et al.· Energies· 0 citations
The proposed PINN introduces a specialized physical loss coupling thermochemical energy balances with adsorption kinetics, driven by instantaneous edge inputs for direct SOC tracking, and demonstrates higher predictive accuracy than the conventional NN across all key outputs, relative to a high-fidelity white-box dynam...
Mustapha Habib, V. Palomba, M. Gado et al.· Energy and Buildings· 0 citations
Winogradsky columns are a classic model ecosystem for studying microbial biogeochemistry across steep gradients of oxygen and sulfide. They also remain widely used in microbiology education, introducing generations of students to microbial diversity. Yet, the genomic potential of their microbial communities remains unc...
Stefan P. Anthopoulos, Kaitlyn P. Boutwell, Griffin T. Deans et al.· bioRxiv· 0 citations
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