Chemical reaction networks and opportunities for machine learning
Chemical reaction networks (CRNs), defined by sets of species and possible reactions
between them, are widely used to interrogate chemical systems. To capture increasingly …
between them, are widely used to interrogate chemical systems. To capture increasingly …
Toward a mechanistic model of solid–electrolyte interphase formation and evolution in lithium-ion batteries
The formation of passivation films by interfacial reactions, though critical for applications
ranging from advanced alloys to electrochemical energy storage, is often poorly understood …
ranging from advanced alloys to electrochemical energy storage, is often poorly understood …
Elementary decomposition mechanisms of lithium hexafluorophosphate in battery electrolytes and interphases
EWC Spotte-Smith, TB Petrocelli, HD Patel… - ACS Energy …, 2022 - ACS Publications
Electrolyte decomposition constitutes an outstanding challenge to long-life Li-ion batteries
(LIBs) as well as emergent energy storage technologies, contributing to protection via solid …
(LIBs) as well as emergent energy storage technologies, contributing to protection via solid …
[HTML][HTML] Quantum chemical package Jaguar: A survey of recent developments and unique features
Y Cao, T Balduf, MD Beachy, MC Bennett… - The Journal of …, 2024 - pubs.aip.org
This paper is dedicated to the quantum chemical package Jaguar, which is commercial
software developed and distributed by Schrödinger, Inc. We discuss Jaguar's scientific …
software developed and distributed by Schrödinger, Inc. We discuss Jaguar's scientific …
Chemical reaction networks explain gas evolution mechanisms in mg-ion batteries
Out-of-equilibrium electrochemical reaction mechanisms are notoriously difficult to
characterize. However, such reactions are critical for a range of technological applications …
characterize. However, such reactions are critical for a range of technological applications …
Multi-Time-Scale Simulation of Complex Reactive Mixtures: How Do Polyoxometalates Form?
Understanding the dynamics of reactive mixtures still challenges both experiments and
theory. A relevant example can be found in the chemistry of molecular metal-oxide …
theory. A relevant example can be found in the chemistry of molecular metal-oxide …
A critical analysis of chemical and electrochemical oxidation mechanisms in Li-ion batteries
Electrolyte decomposition limits the lifetime of commercial lithium-ion batteries (LIBs) and
slows the adoption of next-generation energy storage technologies. A fundamental …
slows the adoption of next-generation energy storage technologies. A fundamental …
Analytical ab initio hessian from a deep learning potential for transition state optimization
Identifying transition states—saddle points on the potential energy surface connecting
reactant and product minima—is central to predicting kinetic barriers and understanding …
reactant and product minima—is central to predicting kinetic barriers and understanding …
The materials experiment knowledge graph
Materials knowledge is inherently hierarchical. While high-level descriptors such as
composition and structure are valuable for contextualizing materials data, the data must …
composition and structure are valuable for contextualizing materials data, the data must …
Graph to Activation Energy Models Easily Reach Irreducible Errors but Show Limited Transferability
Activation energy characterization of competing reactions is a costly but crucial step for
understanding the kinetic relevance of distinct reaction pathways, product yields, and myriad …
understanding the kinetic relevance of distinct reaction pathways, product yields, and myriad …