Machine learning surrogate for 3D phase-field modeling of ferroelectric tip-induced electrical switching

K Alhada–Lahbabi, D Deleruyelle… - npj Computational …, 2024 - nature.com
Phase-field modeling offers a powerful tool for investigating the electrical control of the
domain structure in ferroelectrics. However, its broad application is constrained by …

Reinforcement Learning-Assisted Ferroelectric Domain Wall Design Using a Machine Learning Phase-Field Surrogate

K Alhada− Lahbabi, D Deleruyelle… - ACS Applied Electronic …, 2025 - ACS Publications
Precise manipulation of ferroelectric domain walls (DWs) has garnered increasing interest
for applications in DW memory devices. Although recent advancements in scanning probe …