Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

ARC–MOF: A Diverse Database of Metal-Organic Frameworks with DFT-Derived Partial Atomic Charges and Descriptors for Machine Learning

Journal Article · · Chemistry of Materials
Not provided.
Research Organization:
Univ. of Ottawa, ON (Canada)
Sponsoring Organization:
USDOE
OSTI ID:
2424386
Journal Information:
Chemistry of Materials, Journal Name: Chemistry of Materials Journal Issue: 3 Vol. 35; ISSN 0897-4756
Publisher:
American Chemical Society (ACS)
Country of Publication:
United States
Language:
English

References (94)

Algorithms and tools for high-throughput geometry-based analysis of crystalline porous materials journal February 2012
Fast and Accurate Electrostatics in Metal Organic Frameworks with a Robust Charge Equilibration Parameterization for High-Throughput Virtual Screening of Gas Adsorption journal August 2013
Evaluating Charge Equilibration Methods To Generate Electrostatic Fields in Nanoporous Materials journal November 2018
Computation and data driven discovery of topological phononic materials journal February 2021
Split-Charge Equilibration Parameters for Generating Rapid Partial Atomic Charges in Metal–Organic Frameworks and Porous Polymer Networks for High-Throughput Screening journal December 2016
Impact of Chemical Features on Methane Adsorption by Porous Materials at Varying Pressures journal January 2020
The HEALED SBU Library of Chemically Realistic Building Blocks for Construction of Hypothetical Metal–Organic Frameworks journal September 2022
Transferable Potentials for Phase Equilibria. 6. United-Atom Description for Ethers, Glycols, Ketones, and Aldehydes journal November 2004
A metal–organic framework with suitable pore size and dual functionalities for highly efficient post-combustion CO 2 capture journal January 2019
Machine learning the quantum-chemical properties of metal–organic frameworks for accelerated materials discovery journal May 2021
Fast Parallel Algorithms for Euclidean Minimum Spanning Tree and Hierarchical Spatial Clustering conference June 2021
Comparing molecules and solids across structural and alchemical space journal January 2016
Topologically Guided, Automated Construction of Metal–Organic Frameworks and Their Evaluation for Energy-Related Applications journal September 2017
Magnetic ordering through itinerant ferromagnetism in a metal–organic framework journal April 2021
Electrostatic Potential Derived Atomic Charges for Periodic Systems Using a Modified Error Functional journal August 2009
Data-driven design of metal–organic frameworks for wet flue gas CO2 capture journal December 2019
Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis journal February 2013
On representing chemical environments journal May 2013
Big-Data Science in Porous Materials: Materials Genomics and Machine Learning journal June 2020
Atomic Property Weighted Radial Distribution Functions Descriptors of Metal–Organic Frameworks for the Prediction of Gas Uptake Capacity journal July 2013
Projector augmented-wave method journal December 1994
Attainable Volumetric Targets for Adsorption-Based Hydrogen Storage in Porous Crystals: Molecular Simulation and Machine Learning journal December 2018
Increasing topological diversity during computational “synthesis” of porous crystals: how and why journal January 2019
Using molecular simulation to characterise metal–organic frameworks for adsorption applications journal January 2009
Large-Scale Refinement of Metal−Organic Framework Structures Using Density Functional Theory journal November 2016
Prediction of MOF Performance in Vacuum Swing Adsorption Systems for Postcombustion CO 2 Capture Based on Integrated Molecular Simulations, Process Optimizations, and Machine Learning Models journal February 2020
An Accurate and Transferable Intermolecular Diatomic Hydrogen Potential for Condensed Phase Simulation journal July 2008
Computer Aided Design of Experiments journal February 1969
Ultrathin water-stable metal-organic framework membranes for ion separation journal June 2020
Robust Machine Learning Models for Predicting High CO 2 Working Capacity and CO 2 /H 2 Selectivity of Gas Adsorption in Metal Organic Frameworks for Precombustion Carbon Capture journal January 2019
Large-scale screening of hypothetical metal–organic frameworks journal November 2011
Advances, Updates, and Analytics for the Computation-Ready, Experimental Metal–Organic Framework Database: CoRE MOF 2019 journal November 2019
The Cambridge Structural Database
  • Groom, Colin R.; Bruno, Ian J.; Lightfoot, Matthew P.
  • Acta Crystallographica Section B Structural Science, Crystal Engineering and Materials, Vol. 72, Issue 2, p. 171-179 https://doi.org/10.1107/S2052520616003954
journal April 2016
High-throughput computational screening of 137953 metal–organic frameworks for membrane separation of a CO 2 /N 2 /CH 4 mixture journal January 2016
High-throughput predictions of metal–organic framework electronic properties: theoretical challenges, graph neural networks, and data exploration journal May 2022
CrystalNets.jl: Identification of Crystal Topologies journal June 2022
In silico discovery of metal-organic frameworks for precombustion CO 2 capture using a genetic algorithm journal October 2016
Fast and Accurate Machine Learning Strategy for Calculating Partial Atomic Charges in Metal–Organic Frameworks journal March 2021
A Comprehensive Set of High-Quality Point Charges for Simulations of Metal–Organic Frameworks journal January 2016
Computation-Ready, Experimental Metal–Organic Frameworks: A Tool To Enable High-Throughput Screening of Nanoporous Crystals journal October 2014
Development and Evaluation of Porous Materials for Carbon Dioxide Separation and Capture journal October 2011
Computational Design of Metal–Organic Frameworks Based on Stable Zirconium Building Units for Storage and Delivery of Methane journal September 2014
Hierarchical Density Estimates for Data Clustering, Visualization, and Outlier Detection
  • Campello, Ricardo J. G. B.; Moulavi, Davoud; Zimek, Arthur
  • ACM Transactions on Knowledge Discovery from Data, Vol. 10, Issue 1 https://doi.org/10.1145/2733381
journal July 2015
Chitosan-coated Zn-metal-organic framework nanocomposites for effective targeted delivery of LNA-antisense miR-224 to colon tumor: in vitro studies journal June 2021
Machine Learning in Python: Main Developments and Technology Trends in Data Science, Machine Learning, and Artificial Intelligence journal April 2020
Inverse design of nanoporous crystalline reticular materials with deep generative models journal January 2021
Computational Screening of Trillions of Metal–Organic Frameworks for High-Performance Methane Storage journal May 2021
The role of metal–organic frameworks in a carbon-neutral energy cycle journal April 2016
Role of Pore Chemistry and Topology in the CO 2 Capture Capabilities of MOFs: From Molecular Simulation to Machine Learning journal August 2018
A Pilot‐Scale Demonstration of Mobile Direct Air Capture Using Metal‐Organic Frameworks journal October 2020
A generalization of the charge equilibration method for nonmetallic materials journal September 2006
Trace compounds affecting biogas energy utilisation – A review journal November 2011
Universal fragment descriptors for predicting properties of inorganic crystals journal June 2017
Identifying misbonded atoms in the 2019 CoRE metal–organic framework database journal January 2020
Materials design by evolutionary optimization of functional groups in metal-organic frameworks journal November 2016
A scalable metal-organic framework as a durable physisorbent for carbon dioxide capture journal December 2021
Effect of partial charge parametrization on the fluid phase behavior of hydrogen sulfide journal September 2005
Computational predictions of energy materials using density functional theory journal January 2016
DScribe: Library of descriptors for machine learning in materials science journal February 2020
Hydrogen Sulfide Toxicity: Mechanism of Action, Clinical Presentation, and Countermeasure Development journal May 2019
Understanding the diversity of the metal-organic framework ecosystem journal August 2020
Covalent radii revisited journal January 2008
Interpretable Machine Learning-Based Predictions of Methane Uptake Isotherms in Metal–Organic Frameworks journal May 2021
Diversifying Databases of Metal Organic Frameworks for High-Throughput Computational Screening journal December 2021
Message Passing Neural Networks for Partial Charge Assignment to Metal–Organic Frameworks journal August 2020
Ab initiomolecular dynamics for liquid metals journal January 1993
Transferable Force Field for Carbon Dioxide Adsorption in Zeolites journal May 2009
High-Performing Deep Learning Regression Models for Predicting Low-Pressure CO 2 Adsorption Properties of Metal–Organic Frameworks journal December 2020
Application-specific thermodynamic favorability zones for direct air capture of carbon dioxide journal January 2021
Adsorption Isotherm Predictions for Multiple Molecules in MOFs Using the Same Deep Learning Model journal January 2020
High-Throughput Computational Screening of Multivariate Metal–Organic Frameworks (MTV-MOFs) for CO 2 Capture journal December 2017
Materials genomics methods for high-throughput construction of COFs and targeted synthesis journal December 2018
Large-scale computational assembly of ionic liquid/MOF composites: synergistic effect in the wire-tube conformation for efficient CO 2 /CH 4 separation journal January 2019
A Porous Flexible Homochiral SrSi2 Array of Single‐Stranded Helical Nanotubes Exhibiting Single‐Crystal‐to‐Single‐Crystal Oxidation Transformation journal November 2010
The launch of a freely accessible MOF CIF collection from the CSD journal April 2021
A generalized method for constructing hypothetical nanoporous materials of any net topology from graph theory journal January 2016
Catalysis by Metal Organic Frameworks: Perspective and Suggestions for Future Research journal January 2019
Chemically Meaningful Atomic Charges That Reproduce the Electrostatic Potential in Periodic and Nonperiodic Materials journal July 2010
Gaussian approximation of dispersion potentials for efficient featurization and machine-learning predictions of metal–organic frameworks journal June 2022
Machine learning using host/guest energy histograms to predict adsorption in metal–organic frameworks: Application to short alkanes and Xe/Kr mixtures journal July 2021
UFF, a full periodic table force field for molecular mechanics and molecular dynamics simulations journal December 1992
Quantitative Structure-Property Relationship Models for Recognizing Metal Organic Frameworks (MOFs) with High CO 2 Working Capacity and CO 2 /CH 4 Selectivity for Methane Purification : Quantitative Structure-Property Relationship Models for Recognizing Metal Organic Frameworks (MOFs) with High CO2 Working Capacity and CO2/CH4 Selecti journal June 2016
From ultrasoft pseudopotentials to the projector augmented-wave method journal January 1999
Post-combustion CO2 capture with chemical absorption: A state-of-the-art review journal September 2011
Generalized Gradient Approximation Made Simple journal October 1996
First principles computational materials design for energy storage materials in lithium ion batteries journal January 2009
UMAP: Uniform Manifold Approximation and Projection journal September 2018
CatBoost: unbiased boosting with categorical features preprint January 2017
Metal–Organic Framework Materials with Ultrahigh Surface Areas: Is the Sky the Limit? journal August 2012
Charge equilibration for molecular dynamics simulations journal April 1991
In silico prediction of MOFs with high deliverable capacity or internal surface area journal January 2015
Genetic algorithms for computational materials discovery accelerated by machine learning journal April 2019
Development of a Cambridge Structural Database Subset: A Collection of Metal–Organic Frameworks for Past, Present, and Future journal March 2017
molSimplify: A toolkit for automating discovery in inorganic chemistry journal July 2016

Similar Records

Predicting Partial Atomic Charges in Metal–Organic Frameworks: An Extension to Ionic MOFs
Journal Article · 2024 · Journal of Physical Chemistry. C · OSTI ID:3010670

Related Subjects