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Title: 2023 Roadmap on molecular modelling of electrochemical energy materials

Journal Article · · JPhys Energy
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Abstract New materials for electrochemical energy storage and conversion are the key to the electrification and sustainable development of our modern societies. Molecular modelling based on the principles of quantum mechanics and statistical mechanics as well as empowered by machine learning techniques can help us to understand, control and design electrochemical energy materials at atomistic precision. Therefore, this roadmap, which is a collection of authoritative opinions, serves as a gateway for both the experts and the beginners to have a quick overview of the current status and corresponding challenges in molecular modelling of electrochemical energy materials for batteries, supercapacitors, CO 2 reduction reaction, and fuel cell applications.

Sponsoring Organization:
USDOE Office of Science (SC), Basic Energy Sciences (BES)
Grant/Contract Number:
AC02-06CH11357; SC0022247
OSTI ID:
2204077
Alternate ID(s):
OSTI ID: 2513890; OSTI ID: 2007122
Journal Information:
JPhys Energy, Journal Name: JPhys Energy Journal Issue: 4 Vol. 5; ISSN 2515-7655
Publisher:
IOP PublishingCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (311)

Self-assembled nanostructures in ionic liquids facilitate charge storage at electrified interfaces journal August 2019
Voltage, stability and diffusion barrier differences between sodium-ion and lithium-ion intercalation materials journal January 2011
Hybrid solvation models for bulk, interface, and membrane: Reference interaction site methods coupled with density functional theory journal September 2017
The rise of self-driving labs in chemical and materials sciences journal January 2023
Concentration-dependent ion correlations impact the electrochemical behavior of calcium battery electrolytes journal January 2022
Metal-Organic Framework as a Template for Porous Carbon Synthesis journal April 2008
Layered Lithium Insertion Material of LiCo 1/3 Ni 1/3 Mn 1/3 O 2 for Lithium-Ion Batteries journal July 2001
Quantifying Uncertainties in Solvation Procedures for Modeling Aqueous Phase Reaction Mechanisms journal January 2021
Benchmark Database of Transition Metal Surface and Adsorption Energies from Many-Body Perturbation Theory journal February 2018
π‐Conjugation Enables Ultra‐High Rate Capabilities and Cycling Stabilities in Phenothiazine Copolymers as Cathode‐Active Battery Materials journal September 2019
Systematic Molecular Design of Ketone Derivatives of Aromatic Molecules for Lithium‐Ion Batteries: First‐Principles DFT Modeling journal February 2017
Beyond Poisson-Boltzmann: Fluctuation effects and correlation functions journal January 2000
Array programming with NumPy journal September 2020
Electrode Dynamics from First Principles journal February 2008
Molecular understanding of charge storage and charging dynamics in supercapacitors with MOF electrodes and ionic liquid electrolytes journal February 2020
Artificial Intelligence Applied to Battery Research: Hype or Reality? journal September 2021
A Review of Existing and Emerging Methods for Lithium Detection and Characterization in Li‐Ion and Li‐Metal Batteries journal March 2021
Co8-MOF-5 as electrode for supercapacitors journal February 2012
Conductive Metal–Organic Frameworks for Supercapacitors journal July 2022
Multilevel Computational Studies Reveal the Importance of Axial Ligand for Oxygen Reduction Reaction on Fe–N–C Materials journal August 2022
Implementation of Constrained DFT for Computing Charge Transfer Rates within the Projector Augmented Wave Method journal October 2016
Biredox ionic liquids with solid-like redox density in the liquid state for high-energy supercapacitors journal November 2016
MetalWalls: Simulating electrochemical interfaces between polarizable electrolytes and metallic electrodes journal November 2022
Machine Learning-Assisted Discovery of High-Voltage Organic Materials for Rechargeable Batteries journal September 2021
Machine Learning-Based Screening of Highly Stable and Active Ternary Pt Alloys for Oxygen Reduction Reaction journal July 2021
Origin and regulation of oxygen redox instability in high-voltage battery cathodes journal June 2022
Electrochemistry from the atomic scale, in the electronically grand-canonical ensemble journal November 2022
Partial breaking of the Coulombic ordering of ionic liquids confined in carbon nanopores journal September 2017
Predicting aqueous stability of solid with computed Pourbaix diagram using SCAN functional journal October 2020
Hybrid Monte Carlo with LAMMPS journal May 2018
Electrostatic correlation forces between surfaces with surface specific ionic interactions journal November 1989
Thermally Stable and Dendrite‐Resistant Separators toward Highly Robust Lithium Metal Batteries (Adv. Energy Mater. 41/2022) journal November 2022
Multivalent rechargeable batteries journal July 2019
Density functional theory in surface chemistry and catalysis journal January 2011
Ab Initio Calculations of Open-Cell Voltage in Li-Ion Organic Radical Batteries journal October 2015
Toyota MIRAI Fuel Cell Vehicle and Progress Toward a Future Hydrogen Society journal January 2015
The quantum mechanics-based polarizable force field for water simulations journal November 2018
Understanding the lithiation limits of high-capacity organic battery anodes by atomic charge derivative analysis journal November 2022
Database of ab initio L-edge X-ray absorption near edge structure journal June 2021
Molecular Engineering with Organic Carbonyl Electrode Materials for Advanced Stationary and Redox Flow Rechargeable Batteries journal April 2017
Electrochemical Properties of Imidazolium Salt Electrolytes for Electrochemical Capacitor Applications journal January 1999
First‐Principles Studies on the Atomistic Properties of Metallic Magnesium as Anode Material in Magnesium‐Ion Batteries journal May 2022
From hydration repulsion to dry adhesion between asymmetric hydrophilic and hydrophobic surfaces journal September 2015
Beyond single-crystal surfaces: The GAL21 water/metal force field journal November 2022
Using pH Dependence to Understand Mechanisms in Electrochemical CO Reduction journal March 2022
A unifying mechanism for cation effect modulating C1 and C2 productions from CO2 electroreduction journal September 2022
Potentials of zero total and zero free charge of platinum group metals journal May 1975
Density functional theory study of the electrochemical interface between a Pt electrode and an aqueous electrolyte using an implicit solvent method journal June 2015
Organic electrode materials with solid-state battery technology journal January 2019
Self-Organization in Catalyst Layers of Polymer Electrolyte Fuel Cells journal September 2007
Aluminum electrolytes for Al dual-ion batteries journal August 2020
Understanding the Activity of Single-Atom Catalysis from Frontier Orbitals journal October 2020
Cation Solvation and Physicochemical Properties of Ca Battery Electrolytes journal November 2019
Grand-canonical approach to density functional theory of electrocatalytic systems: Thermodynamics of solid-liquid interfaces at constant ion and electrode potentials journal January 2019
Theory-guided design of catalytic materials using scaling relationships and reactivity descriptors journal November 2019
Alignment of electronic energy levels at electrochemical interfaces journal January 2012
Multiscale Simulation Method for Quantitative Prediction of Surface Wettability at the Atomistic Level journal March 2018
Review—Wetting Phenomena in Catalyst Layers of PEM Fuel Cells: Novel Approaches for Modeling and Materials Research journal May 2022
Exploring Metastable Phases During Lithiation of Organic Battery Electrode Materials journal April 2022
Standard hydrogen electrode and potential of zero charge in density functional calculations journal September 2011
Thermodynamic origin of dendrite growth in metal anode batteries journal January 2020
The electrochemical interface in first-principles calculations journal May 2020
Grand-Canonical Model of Electrochemical Double Layers from a Hybrid Density–Potential Functional journal March 2021
Mechanistic Origins of the pH Dependency in Au-Catalyzed Glycerol Electro-oxidation: Insight from First-Principles Calculations journal December 2021
Interfacial Atomistic Mechanisms of Lithium Metal Stripping and Plating in Solid‐State Batteries journal February 2021
Phenothiazine-based copolymer with redox functional backbones for organic battery cathode materials journal September 2021
Heterogeneous single-atom catalysis journal May 2018
DeePMD-kit: A deep learning package for many-body potential energy representation and molecular dynamics journal July 2018
Structure–property relationships in organic battery anode materials: exploring redox reactions in crystalline Na- and Li-benzene diacrylate using combined crystallography and density functional theory calculations journal January 2021
An Efficient Time-Stepping Scheme for Ab Initio Molecular Dynamics Simulations journal August 2016
Density functional theory calculations for the hydrogen evolution reaction in an electrochemical double layer on the Pt(111) electrode journal January 2007
Non-Faradaic Energy Storage by Room Temperature Ionic Liquids in Nanoporous Electrodes journal May 2015
Slow surface diffusion on Cu substrates in Li metal batteries journal January 2021
Ion Solvation Engineering: How to Manipulate the Multiplicity of the Coordination Environment of Multivalent Ions journal October 2020
Advanced Electrocatalysts with Single-Metal-Atom Active Sites journal November 2020
Modeling Transport in Polymer-Electrolyte Fuel Cells journal October 2004
Electrically Conductive Porous Metal-Organic Frameworks journal January 2016
Recent Progress in Organic Electrodes for Li and Na Rechargeable Batteries journal March 2018
Ingrained: An Automated Framework for Fusing Atomic‐Scale Image Simulations into Experiments journal April 2022
Molecular Simulation of Electrode-Solution Interfaces journal April 2021
Reaction pathway of oxygen evolution on Pt(1 1 1) revealed through constant Fermi level molecular dynamics journal July 2019
Introduction: Heterogeneous Single-Atom Catalysis journal November 2020
Al conductive haloaluminate-free non-aqueous room-temperature electrolytes journal January 2015
Cation Overcrowding Effect on the Oxygen Evolution Reaction journal September 2021
Gaussian Approximation Potentials: The Accuracy of Quantum Mechanics, without the Electrons journal April 2010
Development of the ReaxFF Methodology for Electrolyte–Water Systems journal February 2019
Understanding Catalytic Activity Trends in the Oxygen Reduction Reaction journal December 2017
The Key Role of Competition between Orbital and Electrostatic Interactions in the Adsorption on Transition Metal Single‐Atom Catalysts Anchored by N‐doped Graphene journal June 2022
Machine Learning Enabled Tailor-Made Design of Application-Specific Metal–Organic Frameworks journal December 2019
Modelling Bulk Electrolytes and Electrolyte Interfaces with Atomistic Machine Learning journal January 2021
Predicting the charge density response in metal electrodes journal December 2023
Computational insight into the grain boundary structure and atomic mobility in metallic lithium journal July 2022
CDFTPY: A python package for performing classical density functional theory calculations for molecular liquids journal July 2022
Materials and Molecular Modeling at the Exascale journal January 2022
Controlled-Potential Simulation of Elementary Electrochemical Reactions: Proton Discharge on Metal Surfaces journal May 2018
Electrically Conductive Metal–Organic Frameworks journal April 2020
Mononuclear Fe in N-doped carbon: computational elucidation of active sites for electrochemical oxygen reduction and oxygen evolution reactions journal January 2020
A polarizable model of water for molecular dynamics simulations of biomolecules journal January 2006
New roads and challenges for fuel cells in heavy-duty transportation journal March 2021
Identifying the tuning key of disproportionation redox reaction in terephthalate: A Li-based anode for sustainable organic batteries journal May 2018
The resistive nature of decomposing interfaces of solid electrolytes with alkali metal electrodes journal January 2022
Distinct charge dynamics in battery electrodes revealed by in situ and operando soft X-ray spectroscopy journal October 2013
What does graphitic carbon nitride really look like? journal January 2021
Grand canonical simulations of electrochemical interfaces in implicit solvation models journal January 2019
Insights into Spontaneous Solid Electrolyte Interphase Formation at Magnesium Metal Anode Surface from Ab Initio Molecular Dynamics Simulations journal August 2021
Clinical and molecular investigation of 37 Japanese patients with multiple acyl-CoA dehydrogenase deficiency: p.Y507D in ETFDH, a common Japanese variant, causes a mortal phenotype journal December 2022
Challenges in Lithium Metal Anodes for Solid-State Batteries journal February 2020
Computing RPA Adsorption Enthalpies by Machine Learning Thermodynamic Perturbation Theory journal October 2019
Conductive MOF electrodes for stable supercapacitors with high areal capacitance journal October 2016
A first-principles study of the preventive effects of Al and Mg doping on the degradation in LiNi 0.8 Co 0.1 Mn 0.1 O 2 cathode materials journal January 2017
First-principles calculations of charged surfaces and interfaces: A plane-wave nonrepeated slab approach journal March 2006
Understanding solid electrolyte interphases: Advanced characterization techniques and theoretical simulations journal November 2021
Building Ab Initio Interface Pourbaix diagrams to Investigate Electrolyte Stability in the Electrochemical Double Layer: Application to Magnesium Batteries journal February 2021
Recent progress in metal-organic frameworks as active materials for supercapacitors journal January 2020
Enabling Efficient and Accurate Computational Studies of MOF Reactivity via QM/MM and QM/QM Methods journal April 2020
Advanced Na metal anodes journal November 2018
Enhancing the connection between computation and experiments in electrocatalysis journal May 2022
Potential-dependent transition of reaction mechanisms for oxygen evolution on layered double hydroxides journal July 2023
Active learning of reactive Bayesian force fields applied to heterogeneous catalysis dynamics of H/Pt journal September 2022
Exascale applications: skin in the game
  • Alexander, Francis; Almgren, Ann; Bell, John
  • Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 378, Issue 2166 https://doi.org/10.1098/rsta.2019.0056
journal January 2020
Enhancing oxygen reduction electrocatalysis by tuning interfacial hydrogen bonds journal September 2021
The importance of nonlinear fluid response in joint density-functional theory studies of battery systems journal October 2013
The PYXAID Program for Non-Adiabatic Molecular Dynamics in Condensed Matter Systems journal October 2013
Understanding the Initial Stages of Reversible Mg Deposition and Stripping in Inorganic Nonaqueous Electrolytes journal April 2015
Underscreening, overscreening and double-layer capacitance journal September 2017
(Localized) Highly Concentrated Electrolytes for Calcium Batteries journal March 2023
How theory and simulation can drive fuel cell electrocatalysis journal November 2016
Insights into the Structure and Transport of the Lithium, Sodium, Magnesium, and Zinc Bis(trifluoromethansulfonyl)imide Salts in Ionic Liquids journal August 2018
Interfaces and Interphases in Ca and Mg Batteries journal December 2021
Identifying the Chemical Origin of Oxygen Redox Activity in Li-Rich Anti-Fluorite Lithium Iron Oxide by Experimental and Theoretical X-ray Absorption Spectroscopy journal January 2019
Ionic liquids in supercapacitors journal July 2013
E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials journal May 2022
Modeling of wetting phenomena in cathode catalyst layers for PEM fuel cells journal November 2022
Effect of porous structure of catalyst layer on effective oxygen diffusion coefficient in polymer electrolyte fuel cell journal September 2016
Microscopic Simulations of Electrochemical Double-Layer Capacitors journal April 2022
Tuning the Electrochemical Properties of Organic Battery Cathode Materials: Insights from Evolutionary Algorithm DFT Calculations journal March 2020
Dilithium phthalocyanine as electrolyte additive for the regulation of ion solvation and transport towards dendrite-free Li metal anodes journal December 2022
Fuel Cell Catalyst Layers: A Polymer Science Perspective journal July 2013
On the molecular origin of supercapacitance in nanoporous carbon electrodes journal March 2012
Structure, Dynamics, and Wettability of Water at Metal Interfaces journal October 2019
Interfacial Layering in the Electric Double Layer of Ionic Liquids journal September 2020
Implicit Solvation Methods for Catalysis at Electrified Interfaces journal December 2021
Statistical Mechanics of Fluid Mixtures journal May 1935
Phase Transitions of Hybrid Perovskites Simulated by Machine-Learning Force Fields Trained on the Fly with Bayesian Inference journal June 2019
Water-Mediated Interactions between Hydrophilic and Hydrophobic Surfaces journal August 2016
Ab initio simulation of charged slabs at constant chemical potential journal July 2001
On-the-Fly Active Learning of Interatomic Potentials for Large-Scale Atomistic Simulations journal July 2020
Electronic structure calculations on electrolyte–electrode interfaces: Successes and limitations journal March 2018
Challenges in applying highly active Pt-based nanostructured catalysts for oxygen reduction reactions to fuel cell vehicles journal January 2021
Structure and energetics of liquid water–hydroxyl layers on Pt(111) journal January 2022
Design and Synthesis of Conductive Metal‐Organic Frameworks and Their Composites for Supercapacitors journal January 2021
Quantum Mechanical Continuum Solvation Models journal August 2005
How good are the Electrodes we use in PEFC? journal August 2004
Self-consistent continuum solvation (SCCS): The case of charged systems journal December 2013
Importance of Lattice Constants in QM/MM Calculations on Metal–Organic Frameworks journal May 2021
The role of oxygen-permeable ionomer for polymer electrolyte fuel cells journal August 2021
First-Principles Prediction of the Equilibrium Shape of Nanoparticles Under Realistic Electrochemical Conditions journal February 2013
Exploring catalytic reaction networks with machine learning journal January 2023
Finite-field coupling via learning the charge response kernel journal March 2022
Combining theory and experiment in electrocatalysis: Insights into materials design journal January 2017
Relation between the Ion Size and Pore Size for an Electric Double-Layer Capacitor journal March 2008
Establishing a unified framework for ion solvation and transport in liquid and solid electrolytes journal October 2021
Single-Atom Electrocatalysis for Hydrogen Evolution Based on the Constant Charge and Constant Potential Models journal July 2022
Machine Learning Interatomic Potentials as Emerging Tools for Materials Science journal September 2019
Machine Learning Force Fields journal March 2021
Review on Li Deposition in Working Batteries: From Nucleation to Early Growth journal January 2021
Supercapacitor Capacitance Exhibits Oscillatory Behavior as a Function of Nanopore Size journal October 2011
Descriptors for the Evaluation of Electrocatalytic Reactions: d‐Band Theory and Beyond journal October 2021
Interaction between water and carbon nanostructures: How good are current density functional approximations? journal October 2019
Polar liquids at charged interfaces: A dipolar shell theory journal June 2022
High Electrical Conductivity in Ni 3 (2,3,6,7,10,11-hexaiminotriphenylene) 2 , a Semiconducting Metal–Organic Graphene Analogue journal April 2014
Laser-Induced Potential Transients on a Au(111) Single-Crystal Electrode. Determination of the Potential of Maximum Entropy of Double-Layer Formation journal May 2002
Artificial intelligence driven in-silico discovery of novel organic lithium-ion battery cathodes journal January 2022
The rise of organic electrode materials for energy storage journal January 2016
Voltage-Dependent First-Principles Simulation of Insertion of Chloride Ions into Al/Al2O3 Interfaces Using the Quantum Continuum Approximation journal March 2023
Theory+AI/ML for microscopy and spectroscopy: Challenges and opportunities journal October 2022
The Electrolyte Genome project: A big data approach in battery materials discovery journal June 2015
Density functional theory for efficientab initio molecular dynamics simulations in solution journal April 2002
Battery aging mode identification across NMC compositions and designs using machine learning journal December 2022
Embedding Methods for Quantum Chemistry: Applications from Materials to Life Sciences journal January 2020
Electronic structure calculations with GPAW: a real-space implementation of the projector augmented-wave method journal June 2010
Generalized molecular solvation in non-aqueous solutions by a single parameter implicit solvation scheme journal January 2019
Making free-energy calculations routine: Combining first principles with machine learning journal February 2020
Three-dimensional density profiles of water in contact with a solute of arbitrary shape: a RISM approach journal June 1998
Correlation between Electrolyte Chemistry and Solid Electrolyte Interphase for Reversible Ca Metal Anodes journal November 2022
Understanding the Electric Double-Layer Structure, Capacitance, and Charging Dynamics journal May 2022
Self‐Driving Platform for Metal Nanoparticle Synthesis: Combining Microfluidics and Machine Learning journal September 2021
Towards the digitalisation of porous energy materials: evolution of digital approaches for microstructural design journal January 2021
Aqueous zinc ion batteries: focus on zinc metal anodes journal January 2020
Transferable, Polarizable Force Field for Ionic Liquids journal September 2019
Robust and conductive two-dimensional metal−organic frameworks with exceptionally high volumetric and areal capacitance journal January 2018
A Data-Driven Framework for the Accelerated Discovery of CO2 Reduction Electrocatalysts journal April 2021
Remarkable electrochemical and ion-transport characteristics of magnesium-fluorinated alkoxyaluminate–diglyme electrolytes for magnesium batteries journal January 2021
Li-Carboxylate Anode Structure-Property Relationships from Molecular Modeling journal January 2013
Formic Acid Oxidation at Pt/H 2 O Interface from Periodic DFT Calculations Integrated with a Continuum Solvation Model journal September 2009
Modeling the Solid Electrolyte Interphase: Machine Learning as a Game Changer? journal January 2022
Strategies towards enabling lithium metal in batteries: interphases and electrodes journal January 2021
Toward Engineering of Solution Microenvironments for the CO 2 Reduction Reaction: Unraveling pH and Voltage Effects from a Combined Density-Functional–Continuum Theory journal April 2020
Impact of solvation on the GW quasiparticle spectra of molecules journal August 2023
Insight into the Microenvironments of the Metal–Ionic Liquid Interface during Electrochemical CO 2 Reduction journal January 2018
How machine learning can accelerate electrocatalysis discovery and optimization journal January 2023
Second-Generation ReaxFF Water Force Field: Improvements in the Description of Water Density and OH-Anion Diffusion journal June 2017
A High Energy Density Lithium/Dichloroisocyanuric Acid Battery System journal January 1969
Towards stable and efficient electrolytes for room-temperature rechargeable calcium batteries journal January 2019
Joint density-functional theory for electronic structure of solvated systems journal May 2007
A Universal Descriptor for the Screening of Electrode Materials for Multiple-Electron Processes: Beyond the Thermodynamic Overpotential journal October 2020
The Ion-Dipole Correction of the 3DRISM Solvation Model to Accurately Compute Water Distributions around Negatively Charged Biomolecules journal October 2022
The Electrochemical Behavior of Calcium Electrodes in a Few Organic Electrolytes journal January 1991
Superionic state in double-layer capacitors with nanoporous electrodes journal December 2010
A density functional theory study on the thermodynamic and dynamic properties of anthraquinone analogue cathode materials for rechargeable lithium ion batteries journal January 2017
Selective binding and removal of guests in a microporous metal–organic framework journal December 1995
Grand Canonical Rate Theory for Electrochemical and Electrocatalytic Systems I: General Formulation and Proton-coupled Electron Transfer Reactions journal July 2020
Single-Atom Catalysts: A New Frontier in Heterogeneous Catalysis journal April 2013
Nanoporous Carbon Supercapacitors in an Ionic Liquid: A Computer Simulation Study journal March 2010
Electrochemical CO2 Reduction at Silver from a Local Perspective journal November 2021
Localized atomic basis set in the projector augmented wave method journal November 2009
Acid-Stable Oxides for Oxygen Electrocatalysis journal August 2020
Revisiting Understanding of Electrochemical CO2 Reduction on Cu(111): Competing Proton-Coupled Electron Transfer Reaction Mechanisms Revealed by Embedded Correlated Wavefunction Theory journal April 2021
One-Shot Approach for Enforcing Piecewise Linearity on Hybrid Functionals: Application to Band Gap Predictions journal March 2022
Predicting Structure and Electrochemistry of Dilithium Thiophene-2,5-Dicarboxylate Electrodes by Density Functional Theory and Evolutionary Algorithms journal January 2019
Ab initio quantum chemical calculation of electron transfer matrix elements for large molecules journal July 1997
Current Status of the AMOEBA Polarizable Force Field journal March 2010
Extraordinary cycling stability of Ni3(HITP)2 supercapacitors fabricated by electrophoretic deposition: Cycling at 100,000 cycles journal December 2019
From the Sabatier principle to a predictive theory of transition-metal heterogeneous catalysis journal August 2015
Atomic-Scale Simulation of Electrochemical Processes at Electrode/Water Interfaces under Referenced Bias Potential journal March 2018
Improving accuracy of electrochemical capacitance and solvation energetics in first-principles calculations journal April 2018
Metadynamics: Metadynamics
  • Barducci, Alessandro; Bonomi, Massimiliano; Parrinello, Michele
  • Wiley Interdisciplinary Reviews: Computational Molecular Science, Vol. 1, Issue 5 https://doi.org/10.1002/wcms.31
journal February 2011
Sub-Nanometer Mapping of the Interfacial Electric Field Profile Using a Vibrational Stark Shift Ruler journal July 2022
Inverted Region in Electrochemical Reduction of CO2 Induced by Potential-Dependent Pauli Repulsion journal June 2023
Molecular dynamics simulations of proton conducting media containing phosphoric acid journal January 2022
On the Dynamics of Charging in Nanoporous Carbon-Based Supercapacitors journal January 2014
Theoretical understanding of the stability of single-atom catalysts journal September 2018
Multimodal electrochemistry coupled microcalorimetric and X-ray probing of the capacity fade mechanisms of Nickel rich NMC – progress and outlook journal January 2022
Electrochemical CO2 Reduction over Metal-/Nitrogen-Doped Graphene Single-Atom Catalysts Modeled Using the Grand-Canonical Density Functional Theory journal August 2022
An evolutionary-driven AI model discovering redox-stable organic electrode materials for alkali-ion batteries journal August 2023
Poly(vinylphenoxazine) as Fast-Charging Cathode Material for Organic Batteries journal November 2019
Electroreduction of CO 2 on Single-Site Copper-Nitrogen-Doped Carbon Material: Selective Formation of Ethanol and Reversible Restructuration of the Metal Sites journal September 2019
Electrochemistry, ion adsorption and dynamics in the double layer: a study of NaCl(aq) on graphite journal January 2021
Symmetric All‐Organic Battery Containing a Dual Redox‐Active Polymer as Cathode and Anode Material journal November 2019
Molecular dynamics simulations of metal-electrolyte interfaces under potential control journal October 2023
Highly aligned lithiophilic electrospun nanofiber membrane for the multiscale suppression of Li dendrite growth journal November 2022
Generalized Gradient Approximation Made Simple journal October 1996
Grand-canonical approaches to understand structures and processes at electrochemical interfaces from an atomistic perspective journal June 2021
Double-Layer in Ionic Liquids:  Paradigm Change? journal May 2007
Galvanic Corrosion and Electric Field in Lithium Anode Passivation Films: Effects on Self-Discharge journal May 2022
An Electrostatically Embedded QM/MM Scheme for Electrified Interfaces journal May 2023
Origin of the Overpotential for Oxygen Reduction at a Fuel-Cell Cathode journal November 2004
A fourth-generation high-dimensional neural network potential with accurate electrostatics including non-local charge transfer journal January 2021
Perspectives for electrochemical capacitors and related devices journal August 2020
Probing Electrochemically Induced Structural Evolution and Oxygen Redox Reactions in Layered Lithium Iridate journal March 2019
Investigation of the Redox Chemistry of Anthraquinone Derivatives Using Density Functional Theory journal September 2014
Interfacial Acid–Base Equilibria and Electric Fields Concurrently Probed by In Situ Surface-Enhanced Infrared Spectroscopy journal July 2021
Water electrolysis: from textbook knowledge to the latest scientific strategies and industrial developments journal January 2022
Layered Li[Ni[sub x]Co[sub 1−2x]Mn[sub x]]O[sub 2] Cathode Materials for Lithium-Ion Batteries journal January 2001
Tackling Solvent Effects by Coupling Electronic and Molecular Density Functional Theory journal September 2020
Four Generations of High-Dimensional Neural Network Potentials journal March 2021
High‐Performance Rechargeable Aluminum‐Ion Batteries Enabled by Composite FeF3 @ Expanded Graphite Cathode and Carbon Nanotube‐Modified Separator journal July 2022
Modeling Electrochemical Processes with Grand Canonical Treatment of Many-Body Perturbation Theory journal June 2022
Degradation Mechanisms and Mitigation Strategies of Nickel-Rich NMC-Based Lithium-Ion Batteries journal October 2019
Accelerating the discovery of materials for clean energy in the era of smart automation journal April 2018
Future Directions for Electrochemical Capacitors journal November 2021
Solvation at metal/water interfaces: An ab initio molecular dynamics benchmark of common computational approaches journal April 2020
The charge-asymmetric nonlocally determined local-electric (CANDLE) solvation model journal February 2015
A branched dihydrophenazine-based polymer as a cathode material to achieve dual-ion batteries with high energy and power density journal November 2021
Simplified continuum solvent model with a smooth cavity based on volumetric data journal November 2014
Conductive Metal-Organic Framework Nanowire Array Electrodes for High-Performance Solid-State Supercapacitors journal May 2017
Redox Levels through Constant Fermi-Level ab Initio Molecular Dynamics journal March 2017
Electroconductive Porous Coordination Polymer Cu[Cu(pdt) 2 ] Composed of Donor and Acceptor Building Units journal October 2009
Density functional theory in classical explicit solvents: Mean‐field QM/MM method for simulating solid–liquid interfaces journal January 2022
Nanostructural Organization in a Biredox Ionic Liquid journal December 2022
Molecular dynamics with electronic transitions journal July 1990
Field-Aware Interfaces in Continuum Solvation journal April 2019
First-Principles Molecular Dynamics at a Constant Electrode Potential journal December 2012
Electronic structure calculations of liquid-solid interfaces: Combination of density functional theory and modified Poisson-Boltzmann theory journal June 2008
An Overview of Cation-Disordered Lithium-Excess Rocksalt Cathodes journal March 2021
Finite Bias Calculations to Model Interface Dipoles in Electrochemical Cells at the Atomic Scale journal June 2016
Fundamentals of inorganic solid-state electrolytes for batteries journal August 2019
Modeling galvanostatic charge–discharge of nanoporous supercapacitors journal November 2021
pH in atomic scale simulations of electrochemical interfaces journal January 2013
On the importance of the electric double layer structure in aqueous electrocatalysis journal January 2022
JDFTx: Software for joint density-functional theory journal January 2017
Phenothiazine‐Functionalized Poly(norbornene)s as High‐Rate Cathode Materials for Organic Batteries journal January 2020
Grand canonical electronic density-functional theory: Algorithms and applications to electrochemistry journal March 2017
Machine Learning of Coarse-Grained Molecular Dynamics Force Fields journal April 2019
First-principles hydration free energies of oxygenated species at water–platinum interfaces journal March 2021
A Seamless Grid-Based Interface for Mean-Field QM/MM Coupled with Efficient Solvation Free Energy Calculations journal September 2016
Structure of the water/platinum interface––a first principles simulation under bias potential journal January 2008
Superlithiation of Organic Electrode Materials: The Case of Dilithium Benzenedipropiolate journal March 2016
Nature of the Electrical Double Layer on Suspended Graphene Electrodes journal July 2022
Non-monotonic Surface Charging Behavior of Platinum: A Paradigm Change journal June 2016
Water Structures at Metal Electrodes Studied by Ab Initio Molecular Dynamics Simulations journal January 2014
Molecular origin of negative component of Helmholtz capacitance at electrified Pt(111)/water interface journal October 2020
Design and synthesis of an exceptionally stable and highly porous metal-organic framework journal November 1999
Improving the Accuracy of Atomistic Simulations of the Electrochemical Interface journal May 2022
Stability of Calcium Ion Battery Electrolytes: Predictions from Ab Initio Molecular Dynamics Simulations journal March 2021
Properties of the Pt(111)/electrolyte electrochemical interface studied with a hybrid DFT–solvation approach journal August 2021
Generalized Neural-Network Representation of High-Dimensional Potential-Energy Surfaces journal April 2007
Mechanical and Structural Degradation of LiNi x Mn y Co z O 2 Cathode in Li-Ion Batteries: An Experimental Study journal January 2017
Co-Ion Desorption as the Main Charging Mechanism in Metallic 1T-MoS2 Supercapacitors journal October 2022
A Strategy for Drastic Improvement in the Durability of Pt/C and PtCo/C Alloy Catalysts for the Oxygen Reduction Reaction by Melamine Surface Modification journal July 2022
Insights into Current Limitations of Density Functional Theory journal August 2008
Charge Me Slowly, I Am in a Hurry: Optimizing Charge–Discharge Cycles in Nanoporous Supercapacitors journal August 2018
Enumeration of 166 Billion Organic Small Molecules in the Chemical Universe Database GDB-17 journal November 2012
Single-atom catalysis of CO oxidation using Pt1/FeOx journal July 2011
Dynamic Stability of Copper Single-Atom Catalysts under Working Conditions journal September 2022
Topics in the physics of electrochemistry journal January 1986
Double layer theory journal April 2020
Emerging Potassium Metal Anodes: Perspectives on Control of the Electrochemical Interfaces journal May 2020
2D Conductive Metal‐Organic Frameworks: An Emerging Platform for Electrochemical Energy Storage journal May 2020
Domain-specific hardware accelerators journal June 2020
SciPy 1.0: fundamental algorithms for scientific computing in Python journal February 2020

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