Scientific interest: Charge density wave (CDW) are one or two-dimensional (sometimes three-dimensional with stacking ordering) periodic lattice distortion in crystals. The CDW formation changes the electronic properties of crystal ranging from insulators to superconductors, and has complex phase diagram on temperature, pressure, atom intercalation, and substitutional doping. Recently, exotic quantum phases such as heavy fermion and quantum spin liquid are reported to emerge that intense studies on the origin and structure of CDW are performed.
Approach: Until now, the phase transition of CDW is treated within phenomenological Landau theory. I am investigating the complex phase diagram can be described in a first-principles level, i.e. starting from adiabatic interatomic potential, constructing phase diagram without adjustable parameters. Because incommensurate CDW requires prohibitively large supercell calculation, and ordering process requires thermodynamic simulations, computationally cheap classical potential mimicking first-principles interatomic potential should be constructed. For this, I developed bond-type basis functions, various fitting or learning method, and compatible molecular dynamics and coordinate optimization codes. My approach can not only calculate structural phase transition buy also cover phonon-related phenomena such as thermal transport and anharmonic effects in crystals.
Materials: 2H- or 1T-transition metal dichalcogenides (triangular lattice), RE(rare earth)Pt2Si2 (square lattice), Kagome metals