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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.”