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https://towardsdatascience.com/extreme-rare-event-classification-remaining-useful-life-estimation-using-lstm-in-keras-81c9b5aa15f0 A regression based approach to estimate the Remaining Useful Life …
deqiangwang123 / Battery
Forked from zuyeyang/Batteryhttp://cs230.stanford.edu/projects_fall_2021/reports/103161780.pdf
deqiangwang123 / CNN-ASTLSTM
Forked from Lipenghua-CQ/CNN-ASTLSTMgood reference https://www.sciencedirect.com/science/article/abs/pii/S1364032121011102#dfig1 Code for paper "An end-to-end neural network framework for SOH estimation and RUL prediction of lithium …
deqiangwang123 / LSTM-Neural-Network-for-Time-Series-Prediction
Forked from Txiaoxiao/LSTM-Neural-Network-for-Time-Series-PredictionGood reference based on normal NASA data
deqiangwang123 / MIT-Battery-Dataset-RUL-prediction-by-naive-LSTM
Forked from Zi-hao-Wei/MIT-Battery-Dataset-RUL-prediction-by-naive-LSTMGood reference, data processing and model
http://li.mit.edu/Archive/Papers/22/Hsu22XiongAE.pdf
deqiangwang123 / ML-identify-battery-degradation
Forked from YunweiZhang/ML-identify-battery-degradationMALTAB Gaussian Process, example
deqiangwang123 / RUL-Prediction-of-Li-ion-Batteries
Forked from pk-218/RUL-Prediction-of-Li-ion-BatteriesGood reference, data processing, Course project, LSTM, with report, NASA data
Will refer to this one, LSTM and antoencoder, NASA randomized
deqiangwang123 / MSc_Thesis_Predictive_Maintenance_Batteries
Forked from Oliver191/MSc_Thesis_Predictive_Maintenance_BatteriesThe GitHub repository accompanying the MSc Thesis at Esade written by Oliver Caspers regarding the topic “Predictive Maintenance for Lithium-Ion Batteries: Predicting the Remaining Useful Life (RUL…
Very good reference using normal NASA by good ML process, partial dependance, paper inside, good reference
deqiangwang123 / CALCE
Forked from XiuzeZhou/CALCECALCE, data processing, LSTM, simple
deqiangwang123 / NASA
Forked from XiuzeZhou/NASA2, torch, NASA, data processing, LSTM, simple example
nature paper, LSTM, own data, new features
Good OOD structure with Python, LTSM, own data, python file
2, NASA, LTSM, LR, DataProcessing, use capacity as x_train
NASA turbo data for prognosis, good reference with data processing and diff ML methods
Matlab, NASA, FNN LSTM
Convert NASA mat to csv
deqiangwang123 / RUL
Forked from XiuzeZhou/RULTorch with NASA data, Transformer, OOD in jupyter
Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries
deqiangwang123 / RUL-and-SOH-estimation-of-Lithium-ion-satellite-power-systems-using-support-vector-regression
Forked from PotatoSpudowski/RUL-and-SOH-estimation-of-Lithium-ion-satellite-power-systems-using-support-vecto...2, simple SVR, NASA
Implement the LeNet deep neural network model with TensorFlow.
Udacity Self Driving Car Nanodegree - Traffic Sign Classifier
Udacity Self Driving Car Nanodegree - Behavioral Cloning
deqiangwang123 / CarND-Extended-Kalman-Filter-P1
Forked from darienmt/CarND-Extended-Kalman-Filter-P1Udacity Self-Driving Car Nanodegree - Extended Kalman Filter implementation
Tools for Sensor Fusion processing.
CarND MPC Quizzes