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dal3006's Projects

pythontools icon pythontools

A set of python tools I've used to facilitate analysis of data generated via the IMHD or HPS magnetohydrodynamics simulation software

pytorch-cnn-for-rul-prediction icon pytorch-cnn-for-rul-prediction

PyTorch implementation of CNN for remaining useful life prediction. Inspired by Babu, G. S., Zhao, P., & Li, X. L. (2016, April). Deep convolutional neural network-based regression approach for estimation of remaining useful life. In International conference on database systems for advanced applications (pp. 214-228). Springer, Cham.

pytorch-lstm-for-rul-prediction icon pytorch-lstm-for-rul-prediction

PyTorch implementation of remaining useful life prediction with long-short term memories (LSTM), performing on NASA C-MAPSS data sets. Partially inspired by Zheng, S., Ristovski, K., Farahat, A., & Gupta, C. (2017, June). Long short-term memory network for remaining useful life estimation.

pytorch-transformer-for-rul-prediction icon pytorch-transformer-for-rul-prediction

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.

pytorch_wavelets icon pytorch_wavelets

Pytorch implementation of 2D Discrete Wavelet (DWT) and Dual Tree Complex Wavelet Transforms (DTCWT) and a DTCWT based ScatterNet

pyts icon pyts

A Python package for time series classification

pywt icon pywt

PyWavelets - Wavelet Transforms in Python

pywxfades icon pywxfades

Python Weather Forecast Analysis and Display for Ensemble Systems

qgmhd icon qgmhd

Quasi-Geostrophic Magnetohydrodynamics

query-selector icon query-selector

LONG-TERM SERIES FORECASTING WITH QUERYSELECTOR – EFFICIENT MODEL OF SPARSEATTENTION

realtimeplotters icon realtimeplotters

A collection of some quick real time plotting scripts for event analysis.

realxyzdata_from_fgmdata icon realxyzdata_from_fgmdata

Procedures to obtain XYZ cartesian geomagnetic components from flux-gate magnetometer measures (on Earth's observatories)

recurrent-neural-network-with-pytorch icon recurrent-neural-network-with-pytorch

Ada beberapa model seperti RNN, LSTM, GRU, dan Bidirectional LSTM/ GRU. Salah satu project saya berkaitan dengan data Time Series dari data prediksi temperatur cuaca harian menggunakan metode LSTM, GRU, dll.

renewable-energy-prediction icon renewable-energy-prediction

This is my thesis work on renewable energy detection which compares state of art models using Machine Learning and Deep Learning adapted from multivariate time series weather data

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