Ziheng Guo's repositories
cWGAN-GP_Inverse_Design_Disordered_Waveguide_Nanophotonics
This code is for of inverse design and forward prediction of disordered waveguide. Open Access Available once Published
Deprecated-project-moved-to-multiagents_Reinforcement_learning_solarcells_optimization
Leading collaboration project within University of St Andrews, UK. Solar cell structures optical properties optimization
All_Optical_Computing_based-X_structures
This is All Optical neural network classifier project at University of St Andrews, WIP
Frequency-resolved_optical_gating_ultrafast_laser_pulse_prediction
This is the collobration project for ultrafast laser response prediction bewteen Heriot-Watt University and Univeristy of St Andrews
Nanopattern_translation_GAN_for_1D-waveguide_inverse_design
WIP, Finetuning, not available till published
Nanophotonics_design_command_interactive_chatbot
The system has been deployed in the local servicer and shared within the department. Group web QA chatbot. offline command interactivity of inverse design of nanophotonics, metasurface, metamaterial, etc. Also, combine with Physics papers keyword extraction and Summarization.
NLP_keyword_Summarization_for_physics_paper
This part has been integrated into Nanophotonics_design_command_interactive_chatbot project
Reinforcement_learning_materials_discover_and_inverse_hyper_framework
This is the project replaceing old RL solarcells opt. NLP, RL, and hyper network to design multitask material design.