“Multiscale Physics-Informed Neural Networks for the Inverse Design of Hyperuniform Optical Materials” is Published in Advanced Optical Materials Categories News Author Julia Kazmierczak Read the full paper: here Link to the journal: here In this study, multiscale physics-informed neural networks (MscalePINNs) are employed for the inverse design of finite-size photonic materials with stealthy hyperuniform (SHU) disordered geometries. Specifically, MscalePINNs are shown to capture the fast spatial variations of complex fields scattered by arrays of dielectric nanocylinders arranged according … Continue Reading “Multiscale Physics-Informed Neural Networks for the Inverse Design of Hyperuniform Optical Materials” is Published in Advanced Optical Materials
“Accurate formula for the effective conductivity of highly clustered two-phase materials” is Published in Physical Review Materials Categories News Author Julia Kazmierczak Read the full paper: here Link to the journal: here Two-phase heterogeneous materials arising in a variety of natural and synthetic situations exhibit a wide variety of microstructures and thus display a broad spectrum of effective physical properties. Given that such properties of disordered materials generally depend on an infinite set of microstructural correlation functions … Continue Reading “Accurate formula for the effective conductivity of highly clustered two-phase materials” is Published in Physical Review Materials
“Effective transport and mechanical properties of two-phase materials across the order-disorder spectrum” is Published in Acta Materialia Categories News Author ms87 Read the full paper: here Link to the journal: here Two-phase heterogeneous materials arise in a plethora of natural and synthetic situations, such as alloys, composites, geological media, complex fluids, and biological media, exhibit a wide-variety of microstructures, and thus display a broad-spectrum of effective physical properties. Elucidating how microstructural details (e.g., specific surface, phase … Continue Reading “Effective transport and mechanical properties of two-phase materials across the order-disorder spectrum” is Published in Acta Materialia
