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Author Spotlight: Accelerating Discovery in Microporous Material Chemistry
Published on: October 6, 2023
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Automated Rational Design of Metal-Organic Polyhedra
Aleksandar Kondinski1, Angiras Menon1, Daniel Nurkowski2
1Department of Chemical Engineering and Biotechnology, University of Cambridge, Philippa Fawcett Drive, Cambridge CB3 0AS, U.K.
Journal of the American Chemical Society
|June 22, 2022
Summary
This study automates the design of metal-organic polyhedra (MOPs) using knowledge engineering. It rapidly generates new MOP formulations and explores their chemical space for future research.
Area of Science:
- Materials Science
- Nanotechnology
- Computational Chemistry
Background:
- Metal-organic polyhedra (MOPs) are advanced nanomaterials requiring careful design of organic and inorganic building units.
- Rational MOP design necessitates understanding chemical complementarity and spatial compatibility.
- Current MOP formulation relies on manual, knowledge-intensive processes.
Purpose of the Study:
- To develop an automated method for deriving MOP formulations using knowledge engineering.
- To leverage existing MOP knowledge for rapid and systematic MOP discovery.
- To unveil the accessible chemical space of known MOPs.
Main Methods:
- Curated MOP and chemical building unit (CBU) data.
- Developed an assembly model embedding MOP construction rules.
- Created the OntoMOPs ontology for defining MOPs and properties.
- Utilized input agents to populate The World Avatar (TWA) knowledge graph.
- Employed TWA information to derive new constructible MOPs.
Main Results:
- Successfully automated the derivation of MOP formulations.
- Enabled rapid and automated instantiation of MOPs within The World Avatar.
- Provided a comprehensive view of the immediate chemical space of known MOPs.
- Identified potential new MOP targets for future research.
Conclusions:
- Knowledge engineering offers an efficient approach to MOP formulation.
- Automated MOP derivation accelerates materials discovery.
- This work expands the scope of known MOPs and guides future investigations.
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