XinyuanLiao

ComplexNN. A toolbox for using complex-valued standard network modules in PyTorch, including MLP, CNN, RNN, Attention.

AttnPINN-for-RUL-Estimation. A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks

PaperPolishing. 基于ChatGPT的中文到英文、英文到英文的论文润色工具。一个简单调用ChatGPT接口的模板项目，可供学习和使用。

Adaptive-optimization-of-PINN. Optimizing Physics-Informed NN using Multi-task Likelihood Loss Balance Algorithm and Adaptive Activation Function Algorithm

IEEE_Trans_on_Industrial_AI. Journal information and Latex templates in the field of industrial artificial intelligence.

ComplexNDM. 📕Code for paper Parallelizable Complex Neural Dynamics Models for PMSM Temperature Estimation with Hardware Acceleration.

PyTorch-WarmupCosineDecay-scheduler. PyTorch implementation of the optax.schedules.warmup_cosine_decay_schedule in Jax.

xinyuanliao.

test.

PE-TSFM. Official implementation of "PE-TSFM: Self-Supervised Time-Series Learning for Generalizable Power Converter Health Monitoring under Unseen Conditions"