Popular GitHub Repositories for Cmapss

Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo, Y., Wu, Q., Li, X., & Huang, B. (2021). Remaining useful life estimation via transformer encoder enhanced by a gated convolutional unit. Journal of Intelligent Manufacturing, 1-10.

The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of CMAPSS dataset. Signal selection, Attention mechanism, and Interpretability of deep learning are explored.

Evolutionary Neural Architecture Search on Transformers for RUL Prediction

A collection of unsupervised domain adaption algorithms for RUL estimation.

Evolutionary Neural Architecture Search for Remaining Useful Life Prediction

RUL prediction of engines from CMAPSS Data