Solar‐mimicking intermittency is shown to redistribute degradation and recovery in AEM water electrolysis. Operando XAS reveals reversible oxidation‐state and coordination changes in reconstructed NiFe (oxy)hydroxide layers during zero‐load intervals, while complementary membrane analyses identify concurrent chemical and morphological deterioration ...
Anastasiia Voronova +7 more
wiley +1 more source
Acute exposure to fine ambient particulate matter and pulmonary exacerbations in cystic fibrosis: A case-crossover study. [PDF]
Colegate SP +9 more
europepmc +1 more source
Abstract Conventional continuous plants use fixed‐capacity equipment, resulting in high capital risk and suboptimal performance under fluctuating demands. To address these, this study proposes an integrated framework for modular process design and supervisory control capable of adapting to demand uncertainty for long‐term economic viability.
T. Asrav, M. Alvarado‐Morales, G. Sin
wiley +1 more source
Scarlet fever and meteorological exposures in Jiangsu, China: a time-stratified case-crossover study. [PDF]
Wang K +7 more
europepmc +1 more source
Learning regime‐dependent governing equations: A symbolic decision tree approach
Abstract Many chemical engineering systems are governed by mechanisms that switch across operating regimes, making the data‐driven discovery of regime‐dependent governing equations essential for predictive modeling, optimization, and control. We propose symbolic decision trees for the data‐driven discovery of regime‐dependent governing equations.
Ilias Mitrai +2 more
wiley +1 more source
Explaining the Origin of Negative Poisson's Ratio in Amorphous Networks With Machine Learning
This review summarizes how machine learning (ML) breaks the “vicious cycle” in designing auxetic amorphous networks. By transitioning from traditional “black‐box” optimization to an interpretable “AI‐Physics” closed‐loop paradigm, ML is shown to not only discover highly optimized structures—such as all‐convex polygon networks—but also unveil hidden ...
Shengyu Lu, Xiangying Shen
wiley +1 more source
Ambient temperature, suicide, and urbanicity: A nationwide time-stratified case-crossover study in South Korea. [PDF]
Min H +5 more
europepmc +1 more source
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
The association between power outages and cardiovascular and respiratory hospitalizations among US Medicare beneficiaries in 2018: A case-crossover study. [PDF]
McBrien H +4 more
europepmc +1 more source
Infection-Related Hospitalization and Incident Heart Failure in MarketScan: A Case-Crossover Study. [PDF]
Molinsky RL +9 more
europepmc +1 more source

