FYX-master
His current research interests include deep learning, state estimation and fault diagnosis.
montreal
Pinned Repositories
Battery_Cycle_Life_Prediction_Pytorch
Life cycle prediction model for batteries
BatterySOCModel
This model is used to estimate the SOC of battery based on NN and Kalman filter.
DRL-Energy-Management
Deep reinforcement learning based energy management strategy for hybrid electric vehicle
ElectricityPricePrediction
This is the final project following my time at Flatirons Data Science bootcamp. It uses Neural Networks (and other machine learning methods) to predict the day ahead electricity price, and modelled a basic battery function to extract value
equiv-circ-model
An equivalent circuit model (ECM) for a battery cell, module, and pack
Lithium-Ion-Battery-Deep-Neural-Network-
"Lithium-Ion Battery Life Prediction Based on Initial Stage-Cycles Using Machine Learning"--Deep Neural Model
MicroGrids
Library of tools for the simulation and optimization of microgrids
mpc-DL-controller
Deep Neural Network architecture as a predictive optimal controller for {HVAC+Solar cell + battery} disturbance afflicted system vs classic Model Predictive Control
SOC_estimation_with_GRU-RNN
YouTube-Fall-Dataset
This is the YouTube Fall Dataset collected in the paper “A deep neural network for real-time detection of falling humans in naturally occurring scenes." Neurocomputing 260 (2017): 43-58.”
FYX-master's Repositories
FYX-master/SOC_estimation_with_GRU-RNN
FYX-master/Battery_Cycle_Life_Prediction_Pytorch
Life cycle prediction model for batteries
FYX-master/BatterySOCModel
This model is used to estimate the SOC of battery based on NN and Kalman filter.
FYX-master/DRL-Energy-Management
Deep reinforcement learning based energy management strategy for hybrid electric vehicle
FYX-master/ElectricityPricePrediction
This is the final project following my time at Flatirons Data Science bootcamp. It uses Neural Networks (and other machine learning methods) to predict the day ahead electricity price, and modelled a basic battery function to extract value
FYX-master/equiv-circ-model
An equivalent circuit model (ECM) for a battery cell, module, and pack
FYX-master/Lithium-Ion-Battery-Deep-Neural-Network-
"Lithium-Ion Battery Life Prediction Based on Initial Stage-Cycles Using Machine Learning"--Deep Neural Model
FYX-master/MicroGrids
Library of tools for the simulation and optimization of microgrids
FYX-master/mpc-DL-controller
Deep Neural Network architecture as a predictive optimal controller for {HVAC+Solar cell + battery} disturbance afflicted system vs classic Model Predictive Control
FYX-master/YouTube-Fall-Dataset
This is the YouTube Fall Dataset collected in the paper “A deep neural network for real-time detection of falling humans in naturally occurring scenes." Neurocomputing 260 (2017): 43-58.”