Codes

Machine Learning

Machine learning for kirigami design

• Python code to generate LAMMPS file
• Python and tensorflow code to search optimal design
• To download git clone https://github.com/phanakata/ML_for_kirigami_design.git

Machine learning for inverse design inflatable composite membranes

• ML (TenseorFlow) code to inverse design inflatable composite membranes
• To download git clone https://github.com/phanakata/NN-inverse-design-inflatable-membranes.git

Molecular Dynamics Simulations

Scientific package to study/develop programmable matters

• HOOMD script to simulate membranes with bistable units (“spins”)
• Python and C++ codes to analyze data
• To download git clone https://github.com/phanakata/programmable-matter.git

Scientific package to study statistical mechanics of thermalized thin materials (e.g., graphene and nanotubes)

• HOOMD script to simulate thermalized membranes
• Python and C++ codes to analyze data
• To download git clone https://github.com/phanakata/statistical-mechanics-of-thin-materials.git

Mechano-electronic calculations

tight-binding

• Python code to calculate electronic properties of graphene via tight-binding
• To download git clone https://github.com/phanakata/tight-binding.git