744 Motooka, Nishi-ku Fukuoka, 819-0395 • m.ivonina@kyudai.jp
I am an early-career researcher with a strong interest in computational chemistry and machine learning. My work focuses on developing and applying quantumc chemistry and atomic simulation to tackle complex molecular and materials science challenges. I am passionate about interdisciplinary research and exploring innovative approaches at the intersection of chemistry, physics, and artificial intelligence.
Being a member of a Quantum Computational Science laboratory, my current research is focused on the:
Molecular Dynamics simulation of SARS-CoV-2 pseudoknot alone and in combination with small ligand molecules. This study was conducted during JSPS fellowship.
Development of quantum chemistry–machine learning combined methods to elucidate phenomena related to the large biopolymers. This research included investigation of the Guanine:Cytosine→Adenine:Thymine transition mutation that occurs in lesion-containing DNA upon methylation.
Development and applying the original quantum chemistry methods in combination with machine learning to calculate properties of polymers. Focus on Elongation method (linear-scale, high-precision method for calculating large aperiodic polymers), which was originally developed and currently is maintained in a host laboratory of Theoretical Material Science.
Studying the machine learning models to predict the oxygen diffusion in solid oxide fuel cells (SOFC).
Using DFT and TD-DFT to study the fluorescent properties of iridium and lanthanide-containing complexes decorated with aromatic organic ligands. The calculations were conducted in collaboration with experimentalist research group.
Using Molecular Dymanics and DFT for multiscale modeling of oxygen ion diffusion in YSZ and ScSZ bulk crystals.
Thesis: "Development of a quantum chemical methodology in combination with machine learning for the theoretical design of functional polymers"
Thesis: "The electronic structure of transition metal complexes with heterocyclic ligands contaning an extended aromatic system"
Thesis: "Multiscale modeling of oxygen ion diffusion in solid oxides based on ZrO2"