Persistent Homology of Reaction Route Map
POSTER
Abstract
Recently, the development of the GRRM program has made it possible to automatically construct reaction route maps (RRMs), which are collections of EQs and TSs on the PES. An RRM can be visualized as an energy-weighted network graph where nodes and edges correspond to EQs and TSs, respectively. Utilizing RRMs generated by GRRM has advanced our understanding of reaction mechanisms within various systems. However, most studies to date have focused only on subsets of TSs with low activation energies and their connected EQs, overlooking the whole structure. Focusing on the entire RRM could unveil new insights and values.
In this study, we extract features of RRMs using persistent homology, an analytical method based on topological "holes." Applying this method to RRMs of metal nanocluster systems, we discovered that clusters with similar compositions yield similar persistence diagrams (PDs). This finding suggests that it may be possible to predict reactivity based on RRMs. (edited)
Publication: B. Murayama M. Kobayashi M. Aoki, S. Ishibashi, T. Saito, T. Nakamura, H. Teramoto, and T. Taketsugu, J. Chem. Theory Comput., 19, 5008-5023(2023).
Presenters
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Burai Murayama
Department of Chemistry, Faculty of Science, Hokkaido University, Japan
Authors
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Burai Murayama
Department of Chemistry, Faculty of Science, Hokkaido University, Japan
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Masato Koabayashi
Department of Chemistry, Faculty of Science, Hokkaido University, Japan; WPI-ICReDD, Hokkaido University, Japan
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Masamitsu Aoki
Department of Mathematics, Faculty of Science, Hokkaido University, Japan
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Suguru Ishibashi
Department of Mathematics, Faculty of Science, Hokkaido University, Japan
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Takuya Saito
Department of Mathematics, Faculty of Science, Hokkaido University, Japan
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Takenobu Nakamura
National Institute of Advanced Industrial Science and Technology, Japan
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Hiroshi Teramoto
Faculty of Engineering Science, Kansai University, Japan
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Tetsuya Taketsugu
Department of Chemistry, Faculty of Science, Hokkaido University, Japan; WPI-ICReDD, Hokkaido University, Japan