Harnessing Machine Learning to Understand and Design Disordered Solids
This review maps the dynamic evolution of machine learning in disordered solids, from structural representations to generative modeling. It explores how deep learning and model explainability transform property prediction into profound physical insight.
Muchen Wang, Yue Fan
wiley +1 more source
Energetically expensive dynamo action in Earth's basal magma ocean. [PDF]
Schaeffer N, Labrosse S, Aurnou JM.
europepmc +1 more source
Autonomous AI‐Driven Design for Skin Product Formulations
This review presents a comprehensive closed‐loop framework for autonomous skin product formulation design. By integrating artificial intelligence‐driven experiment selection with automated multi‐tiered assays, the approach shifts development from trial‐and‐error to intelligent optimisation.
Yu Zhang +5 more
wiley +1 more source
Seasonal shifts in pan-Arctic Ocean downward radiation and key drivers. [PDF]
Liu Y, Li H, He Y, Liu Y.
europepmc +1 more source
Materials informatics and autonomous experimentation are transforming the discovery of organic molecular crystals. This review presents an integrated molecule–crystal–function–optimization workflow combining machine learning, crystal structure prediction, and Bayesian optimization with robotic platforms.
Takuya Taniguchi +2 more
wiley +1 more source
Integrated spherical phase change modules in concrete roofs enhance thermal performance in hot climates. [PDF]
Huluka AB, Muthulingam S.
europepmc +1 more source
The approach of physical in materia computing incorporates parallel computing within the medium itself. A scalable and energy‐efficient, oxide‐based computational platform is realized in form of a nanoporous network of volatile niobium oxide memristors sandwiched between top and bottom metallic electrodes, and then tested for prediction and ...
Joshua Donald +7 more
wiley +1 more source
Research on the thermal performance of wall insulation materials and their impact on energy consumption in nearly zero-energy buildings. [PDF]
Xu J, Zhu Y, Gao Y, Qin R.
europepmc +1 more source
Thermal management of lithium-ion batteries: from single cooling to hybrid cooling. [PDF]
Qianqian Z +6 more
europepmc +1 more source
Theoretical and Experimental Studies of Permeate Fluxes in Double-Flow Direct-Contact Membrane Distillation (DCMD) Modules with Internal Recycle. [PDF]
Ho CD, Li CY, Chew TL, Lin YT.
europepmc +1 more source

