Data‐Guided Photocatalysis: Supervised Machine Learning in Water Splitting and CO2 Conversion
This review highlights recent advances in supervised machine learning (ML) for photocatalysis, emphasizing methods to optimize photocatalyst properties and design materials for solar‐driven water splitting and CO2 reduction. Key applications, challenges, and future directions are discussed, offering a practical framework for integrating ML into the ...
Paul Rossener Regonia +1 more
wiley +1 more source
The Self-Assembly, Thermoresponsive Properties, and Potential Biomedical Relevance of Proline-Tryptophan Derived Polynorbornene Block Copolymer Micelles. [PDF]
Sutthasupa S +4 more
europepmc +1 more source
A machine learning framework simultaneously predicts four critical properties of monomers for emulsion polymerization: propagation rate constant, reactivity ratios, glass transition temperature, and water solubility. These tools can be used to systematically identify viable bio‐based monomer pairs as replacements for conventional formulations, with ...
Kiarash Farajzadehahary +1 more
wiley +1 more source
Rapid Assembly of Block Copolymer Thin Films via Accelerating the Swelling Process During Solvent Annealing. [PDF]
Shui TE, Chang T, Wang Z, Huang H.
europepmc +1 more source
Robot‐Assisted Measurement of the Critical Micelle Concentration
The study introduces (SIMO) smart integrator for manual operations, a robotic platform for precise, repeatable determination of (CMC) critical micelle concentration in surfactants. SIMO reduces standard deviation by 80% compared to manual methods. Surfactant, dye, and diluent selection, robotic protocols, and data handling are detailed.
Vincenzo Scamarcio +3 more
wiley +1 more source
Synthetic Band Structure Engineering of Graphene Using Block Copolymer-Templated Dielectric Superlattices. [PDF]
Jamalzadeh M +9 more
europepmc +1 more source
Research Trends in the Development of Block Copolymer-Based Biosensing Platforms. [PDF]
Chung YH, Oh JK.
europepmc +1 more source
Influence of the Saccharide Structure on Cargo Loading, Thermal Properties, and Lectin Binding of Amphiphilic Glycopolymer-Polylactic Acid Block Copolymer Nanoparticles. [PDF]
Green KA +8 more
europepmc +1 more source
Turning Microstructure in Block Copolymer Membranes: A Facile Strategy to Improve CO<sub>2</sub> Separation Performance. [PDF]
Wei J +16 more
europepmc +1 more source

