DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Inorganic synthesis-structure maps in zeolites with machine learning and crystallographic distances

Journal Article · · Digital Discovery
DOI: https://doi.org/10.1039/D3DD00134B · OSTI ID:2204797

Crystallographic representations and machine learning predict inorganic synthesis conditions for arbitrary zeolites, as validated with literature-mined data.

Sponsoring Organization:
USDOE
Grant/Contract Number:
NONE; SC0019112
OSTI ID:
2204797
Alternate ID(s):
OSTI ID: 2229578
Journal Information:
Digital Discovery, Journal Name: Digital Discovery Journal Issue: 6 Vol. 2; ISSN DDIIAI; ISSN 2635-098X
Publisher:
Royal Society of Chemistry (RSC)Copyright Statement
Country of Publication:
United Kingdom
Language:
English

References (61)

Structure-direction in zeolite synthesis
  • Lobo, Raul F.; Zones, Stacey I.; Davis, Mark E.
  • Journal of inclusion phenomena and molecular recognition in chemistry, Vol. 21, Issue 1-4 https://doi.org/10.1007/BF00709411
journal March 1995
Accurate large-scale simulations of siliceous zeolites by neural network potentials journal August 2022
Understanding formation thermodynamics of structurally diverse zeolite oligomers with first principles calculations journal January 2023
A database of new zeolite-like materials journal January 2011
Applications of Zeolites in Sustainable Chemistry journal December 2017
Tunable CHA/AEI Zeolite Intergrowths with A Priori Biselective Organic Structure‐Directing Agents: Controlling Enrichment and Implications for Selective Catalytic Reduction of NOx journal May 2022
Small-Pore Zeolites: Synthesis and Catalysis journal May 2018
Incompleteness of Atomic Structure Representations journal October 2020
Strategies to control zeolite particle morphology journal January 2019
Machine learning-assisted crystal engineering of a zeolite journal May 2023
Ranking the synthesizability of hypothetical zeolites with the sorting hat journal January 2022
De novo design of structure-directing agents for the synthesis of microporous solids journal August 1996
On representing chemical environments journal May 2013
Stacking disorders in zeolites and open-frameworks – structure elucidation and analysis by electron crystallography and X-ray diffraction journal January 2013
Unraveling the Perplexing Structure of the Zeolite SSZ-57 journal August 2011
Graph similarity drives zeolite diffusionless transformations and intergrowth journal October 2019
Criteria for Zeolite Frameworks Realizable for Target Synthesis journal January 2013
Mapping uncharted territory in ice from zeolite networks to ice structures journal June 2018
Pointwise distance distributions of periodic point sets preprint January 2021
In silico screening of carbon-capture materials journal May 2012
Necessity of Heteroatoms for Realizing Hypothetical Aluminophosphate Zeolites: A High-Throughput Computational Approach journal March 2019
Ordered porous materials for emerging applications journal June 2002
Cooperative and Competitive Occlusion of Organic and Inorganic Structure-Directing Agents within Chabazite Zeolites Influences Their Aluminum Arrangement journal February 2020
XGBoost: A Scalable Tree Boosting System conference January 2016
A zeolite family with expanding structural complexity and embedded isoreticular structures journal July 2015
The Hydrothermal Synthesis of Zeolites: History and Development from the Earliest Days to the Present Time journal March 2003
The Framework Topology of ZSM-18, a Novel Zeolite Containing Rings of Three (Si,Al)-O Species journal March 1990
Average minimum distances of periodic point sets – foundational invariants for mapping periodic crystals journal December 2021
Synthesis of ‘unfeasible’ zeolites journal October 2015
An Isometry Classification of Periodic Point Sets book January 2021
Computationally-Guided Synthesis of the 8-Ring Zeolite AEI journal April 2015
A Machine Learning Approach to Zeolite Synthesis Enabled by Automatic Literature Data Extraction journal April 2019
Emerging applications of zeolites in catalysis, separation and host–guest assembly journal August 2021
Rediscovery of the Importance of Inorganic Synthesis Parameters in the Search for New Zeolites journal April 2019
Linking synthesis and structure descriptors from a large collection of synthetic records of zeolite materials journal October 2019
Synthesis of thermally stable SBT and SBS/SBT intergrowth zeolites journal July 2021
Design of zeolite by inverse sigma transformation journal October 2012
Impact of Zeolites on the Petroleum and Petrochemical Industry journal May 2009
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction preprint January 2018
A new kind of atlas of zeolite building blocks journal October 2019
From local explanations to global understanding with explainable AI for trees journal January 2020
A Working Hypothesis for Broadening Framework Types of Zeolites in Seed-Assisted Synthesis without Organic Structure-Directing Agent journal July 2012
Structural Aspects Affecting Phase Selection in Inorganic Zeolite Synthesis journal November 2022
The Earth Mover’s Distance as a Metric for the Space of Inorganic Compositions journal December 2020
Discovering Relationships between OSDAs and Zeolites through Data Mining and Generative Neural Networks journal April 2021
Searching Organic Structure Directing Agents for the Synthesis of Specific Zeolitic Structures:  An Experimentally Tested Computational Study journal February 2005
Microporous Magnesium Aluminophosphate STA-1: Synthesis with a Rationally Designed Template and Structure Elucidation by Microcrystal Diffraction journal February 1997
“Ab initio” synthesis of zeolites for preestablished catalytic reactions journal March 2017
Zeolites and their synthesis journal October 1981
Computer Generation of Hypothetical Zeolites book January 2023
Machine learning accelerated high-throughput screening of zeolites for the selective adsorption of xylene isomers journal January 2022
The Zeolite Conundrum: Why Are There so Many Hypothetical Zeolites and so Few Observed? A Possible Answer from the Zeolite-Type Frameworks Perceived As Packings of Tiles journal January 2013
Computationally Guided Synthesis of SSZ-52: A Zeolite for Engine Exhaust Clean-up journal January 2016
Synthesis of zeolites in the absence of organic structure-directing agents: factors governing crystal selection and polymorphism journal January 2014
Enantiomerically enriched, polycrystalline molecular sieves journal May 2017
Predicting New Zeolites: A Combination of Thermodynamic and Kinetic Factors journal March 2018
A priori control of zeolite phase competition and intergrowth with high-throughput simulations journal October 2021
Synthesis of new zeolite structures journal January 2015
Data-Driven Design of Biselective Templates for Intergrowth Zeolites journal October 2021
Synthesis Design and Structure of a Multipore Zeolite with Interconnected 12- and 10-MR Channels journal April 2012
SciPy 1.0: fundamental algorithms for scientific computing in Python journal February 2020