lua

-- Project Directory Structure: Battery_SOC_Temp_Estimation

-- Battery_SOC_Temp_Estimation/
-- |-- data/                              -- Data folder to store input/output data
-- |
-- |-- scripts/                           -- All scripts related to different tasks in the project
-- |   |-- aws_integration/               -- Scripts to integrate with AWS Timestream
-- |   |   |-- AWS_timestream_to_python.py -- Script for AWS Timestream data processing
-- |   |
-- |   |-- preprocessing/                 -- Scripts for data collection and preprocessing
-- |   |   |-- data_collection_preprocessing.py -- Preprocess data collected from cloud
-- |   |   |-- extract_combine_current_data.py  -- Combine and extract data from current datasets
-- |   |   |-- resample_current_data.py        -- Resample current data
-- |   |   |-- rescale_current_data.py         -- Rescale the data for modeling
-- |   |
-- |   |-- model_training/                -- Scripts to train machine learning models
-- |   |   |-- convo_lstm.py              -- Script for ConvoLSTM SOC prediction
-- |   |   |-- FNN_Temp_prediction.py     -- FNN-based temperature prediction
-- |   |   |-- train_FNN_winter_finetune.py -- Finetune FNN model for winter data
-- |   |   |-- train_LSTM_Avg_temp_seasonal.py -- LSTM temperature prediction for seasonal data
-- |   |   |-- train_LSTM_temp.py         -- LSTM-based temperature prediction
-- |   |   |-- train_LSTM_temperature_prediction.py -- Another LSTM temperature prediction script
-- |   |   |-- Re-train LSTM on simulated data.py -- Retrain LSTM model on simulated data
-- |
-- |   |-- simulations/                   -- Simulation scripts
-- |   |   |-- PyBamm_simulation.py        -- PyBAMM code for battery simulation
-- |   |   |-- octave_simulation_full.py   -- Octave-based full simulation script
-- |
-- |   |-- evaluation/                    -- Scripts for evaluating models and results
-- |   |   |-- Test_model.py               -- Model testing script
-- |   |   |-- test_saved_model.py         -- Testing saved models
-- |
-- |-- README.md                          -- Project overview and instructions
-- |-- requirements.txt                   -- List of dependencies
-- |-- .gitignore                         -- Files and directories to ignore