Yuwen Qin's repositories
Battery_SOC_Estimation
Battery state of charge estimation using kalman filter in Matlab
hpc-submission-scripts
Example job submission scripts for HPC systems (PBS and SLURM)
kalman-filter-battery-soc
A Kalman Filter that estimates the state of charge of 2 Li-ion cells
battery_aging
NASA Li-ion Battery Aging Datasets
battery_skunkworks
A Skunkworks project on the NASA battery degradation data at the ECS 232 Hack Day.
BatteryDatasetImplementation
Implementation of a model that predicts the SoH of batteries using the NASA Battery Dataset
BatterySOCModel
This model is used to estimate the SOC of battery based on NN and Kalman filter.
predict-remaining-useful-life
Predict remaining useful life of a component based on historical sensor observations using automated feature engineering
SOC-estimation-of-lithium-ion-batteries
Various machine learning algorithms have been used to estimate state-of-charge (SOC) of calendar-aged lithium-ion pouch cells. Calendar life data was generated by applying galvanostatic charge/discharge cycle loads at different storage temperature (35°C and 60°C) and conditions (fully-discharged and fully-charged). The data was obtained at various C-rates for duration of 10 months at one-month intervals. The wininng model, Random Forest (RF), has achieved a R2 score of 99.98% and a mean absolute error (MAE) of 0.14% over test data, confirming the ability of RF to capture input-output dependency. The model will be employed to estimate the SOC of calendar-aged lithium-ion batteries which is essential for the reliable operation of electic vehicles (EVs).
cgp-cnn
A Genetic Programming Approach to Designing CNN Architectures, In GECCO 2017 (oral presentation, Best Paper Award)
ds-cheatsheets
List of Data Science Cheatsheets to rule the world
free-programming-books-zh_CN
:books: 免费的计算机编程类中文书籍，欢迎投稿
latex-
中文的latex期刊论文双栏模板
monotonic-network
Monotonic Networks – 1997, Sill
MSCRED
Multi-Scale Convolutional Recurrent Encoder-Decoder
Remaining-Useful-Life-Estimation-of-Rocket-Engines
Similarity matching based remaining useful life estimation
tensorfow-rbm
Tensorflow implementation of Restricted Boltzmann Machine
ts_augmentation
A Python package for time series augmentation
windfinder
Analysis of NREL Wind Toolkit dataset using AWS clusters