Machine {Learning|Studying|Understanding|Finding out|Mastering} Force Field Aided Cluster Expansion {Approach|Method|Strategy} to Configurationally Disordered {Materials|Supplies|Components}: {Critical|Crucial|Vital|Essential|Important} Assessment of {Training|Coaching|Instruction|Education} Set {Selection|Choice} and Size Convergence

Cluster expansion (CE) {is a|is really a|is actually a|can be a|is often a|is usually a} {powerful|potent|effective|strong|highly effective} theoretical tool to study the configuration-dependent properties of substitutionally disordered systems. {Typically|Usually|Normally|Generally|Commonly|Ordinarily}, a…

Physics-based neural networks for simulation and synthesis of cyclic adsorption processes

A computationally {faster|quicker|more quickly|more rapidly} and {reliable|dependable|trustworthy|reputable|trusted} modelling {approach|method|strategy} {called|known as|referred to as|named} a physics-based artificial neural network framework for adsorption and chromatography emulation (PANACHE) is {developed|created}. PANACHE {uses|utilizes|makes use…

New {Strategies|Methods|Techniques|Approaches|Tactics} for Direct Methane-to-Methanol Conversion from Active {Learning|Studying|Understanding|Finding out|Mastering} Exploration of 16 Million Catalysts

{Despite|Regardless of|In spite of} decades of {effort|work}, no earth abundant homogeneous catalysts {have been|happen to be|have already been} {discovered|found} {that can|that may|that will|that could|which will|which can} selectively oxidize methane to…

Bioorthogonal, fluorogenic targeting of voltage-sensitive fluorophores for visualizing membrane {potential|possible|prospective} dynamics in cellular organelles

Electrical {potential|possible|prospective} {differences|variations} across lipid bilayers play foundational roles in cellular physiology. Plasma membrane voltage {is the|will be the|may be the|would be the|could be the|is definitely the} most {widely|extensively|broadly} studied;…