Sustainable Energy Systems (United Kingdom)

Tertiary Amide Deep Eutectic Gel Electrolyte Eliminates Hydrogen Evolution and Enables Safe, Wide‐Temperature Lithium Metal Batteries

ABSTRACT Deep eutectic gel electrolytes (DEEs) based on amide‐Li + Lewis acid‐base coordination are promising for lithium metal batteries, yet they suffer from parasitic hydrogen evolution from reactive N‐H groups, poor interfacial stability, and inherent flammability. Here, we r...

Citizen finance for a just energy transition? Analysing UK experience, and exploring potential for smart local energy systems

The UK energy transition is projected to require billions of pounds of investment, not only in renewable supply, but also in demand-side technologies and system management. While this investment is expected to come from large scale commercial finance, both citizen finance and sma...

DifferentiableThermodynamic Phase-Equilibria forMachine Learning

Abstract Accurate prediction of phase equilibria remains a central challenge in chemical engineering. Physics-consistent machine learning methods that incorporate thermodynamic structure into neural networks have recently shown strong performance for activity-coefficient modeling...