Unlocking the potential: Predicting redox behavior of organic molecules, from linear fits to neural networks
R Fedorov, G Gryn'ova - Journal of Chemical Theory and …, 2023 - ACS Publications
Redox-active organic molecules, ie, molecules that can relatively easily accept and/or
donate electrons, are ubiquitous in biology, chemical synthesis, and electronic and …
donate electrons, are ubiquitous in biology, chemical synthesis, and electronic and …
Bridging the experiment-calculation divide: machine learning corrections to redox potential calculations in implicit and explicit solvent models
Prediction of redox potentials is essential for catalysis and energy storage. Although density
functional theory (DFT) calculations have enabled rapid redox potential predictions for …
functional theory (DFT) calculations have enabled rapid redox potential predictions for …
Experimental validation of a computational screening approach to predict redox potentials for a diverse variety of redox-active organic molecules
AR McNeill, SE Bodman, AM Burney… - The Journal of …, 2020 - ACS Publications
Organic redox flow batteries are currently the focus of intense scientific interest because they
have the potential to be developed into low-cost, environmentally sustainable solutions to …
have the potential to be developed into low-cost, environmentally sustainable solutions to …
Combining machine learning and computational chemistry for predictive insights into chemical systems
Machine learning models are poised to make a transformative impact on chemical sciences
by dramatically accelerating computational algorithms and amplifying insights available from …
by dramatically accelerating computational algorithms and amplifying insights available from …
Effects of functional groups in redox-active organic molecules: a high-throughput screening approach
KM Pelzer, L Cheng, LA Curtiss - The Journal of Physical …, 2017 - ACS Publications
Nonaqueous redox flow batteries have attracted recent attention with their potential for high
electrochemical storage capacity, with organic electrolytes serving as solvents with a wide …
electrochemical storage capacity, with organic electrolytes serving as solvents with a wide …
Empirical relationship between chemical structure and redox properties: Mathematical expressions connecting structural features to energies of frontier orbitals and …
A set of mathematical expressions to predict redox potentials and frontier orbital energy
levels for organic molecules as a function of structural features is proposed. This is achieved …
levels for organic molecules as a function of structural features is proposed. This is achieved …
Site-level bioactivity of small-molecules from deep-learned representations of quantum chemistry
K Sarullo, MK Matlock… - The Journal of Physical …, 2020 - ACS Publications
Atom-or bond-level chemical properties of interest in medicinal chemistry, such as drug
metabolism and electrophilic reactivity, are important to understand and predict across …
metabolism and electrophilic reactivity, are important to understand and predict across …
Predicting redox potentials by graph‐based machine learning methods
The evaluation of oxidation and reduction potentials is a pivotal task in various chemical
fields. However, their accurate prediction by theoretical computations, which is a …
fields. However, their accurate prediction by theoretical computations, which is a …
Machine learning of molecular electronic properties in chemical compound space
The combination of modern scientific computing with electronic structure theory can lead to
an unprecedented amount of data amenable to intelligent data analysis for the identification …
an unprecedented amount of data amenable to intelligent data analysis for the identification …
Building and testing correlations for the estimation of one‐electron reduction potentials of a diverse set of organic molecules
DD Méndez‐Hernández, JG Gillmore… - Journal of Physical …, 2015 - Wiley Online Library
We describe and evaluate a method for computationally predicting reduction potentials of a
diverse group of organic molecules by linearly correlating calculated lowest unoccupied …
diverse group of organic molecules by linearly correlating calculated lowest unoccupied …
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