Publications by authors named "Melanie Guillen-Soler"

Article Synopsis
  • The study presents a machine learning and robotic synthesis approach to accelerate the discovery of metal-organic frameworks (MOFs), specifically polyoxometalate-scaffolding MOFs (POMOFs), by managing multiple parameters in chemical reactions.
  • An optimized eXtreme Gradient Boosting (XGBoost) model, enhanced with classification data from POMOFs, improves the prediction of successful reactions, while a universal chemical description language (χDL) ensures precise documentation of the synthesis process for better reproducibility.
  • The research successfully synthesized nine new POMOFs, demonstrating enhanced electrochemical properties and revealing significant factors, like ligand type and Zn ratios, influencing electron transfer capabilities.
View Article and Find Full Text PDF

Substitutional N-doping of single-walled carbon nanotubes is a common strategy to enhance their electrocatalytic properties in the oxygen-reduction reaction (ORR). Here, we explore the encapsulation of SWNTs within N-rich macrocycles as an alternative strategy to display electroactive sites on the surface of SWNTs. We design and synthesize four types of mechanically interlocked derivatives of SWNTs (MINTs) by combining two types of macrocycles and two types of SWNT samples.

View Article and Find Full Text PDF

Invited for this month's cover is the group of Maria Gimenez-Lopez at the University of Santiago de Compostela. The image shows the self-improving electrochemical activity of palladium nanoparticles hardwired into a graphitic step-edge for hydrogen production. The Full Paper itself is available at 10.

View Article and Find Full Text PDF

Catalysts typically lose effectiveness during operation, with much effort invested in stabilising active metal centres to prolong their functional lifetime for as long as possible. In this study palladium nanoparticles (PdNP) supported inside hollow graphitised carbon nanofibers (GNF), designated as PdNP@GNF, opposed this trend. PdNP@GNF exhibited continuously increasing activity over 30000 reaction cycles when used as an electrocatalyst in the hydrogen evolution reaction (HER).

View Article and Find Full Text PDF