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BESS Service Simulation Figures

Disclaimer

This repository is currently being updated to include all the resources required to reproduce the main results presented in the paper.

At this stage, only the results related to the Frequency Regulation service can be reproduced. The main implementation file for this service is f_BESS_Sv_FR.py. The following notebooks can be executed to reproduce the corresponding figures:

  • FR_Fig_07_BESS_Size_Options.ipynb
  • FR_Fig_08a_Annual_Operation.ipynb
  • FR_Fig_08b_Monthly_Operation.ipynb
  • FR_Fig_09_Weekly_Operation.ipynb

The remaining service cases, namely Peak-shaving and Stackable Service, will be completed and documented in the next update.

Available Figure

Figure 1: Weekly operation for the Frequency Regulation service

Main Data Inputs

  • Annual operation files: One_year_FR.csv, One_year_PS.csv, One_year_STK.csv
  • Sizing options: Data_BESS_Size_Options/df_<SERVICE>_h_1to8760.csv
  • Network and OpenDSS files: Required_Files/

Suggested Execution Order

  1. Create an environment and install the Python dependencies:

    pip install -r requirements.txt
  2. Run the one-year simulation notebook for the service if the corresponding One_year_<SERVICE>.csv needs to be regenerated.

  3. Run the sizing notebook for that service.

  4. Run the monthly, weekly, and annual operation notebooks.

For FR, run FR_Fig_08_orev_Annual_Operation.ipynb first. It generates Annual_Op_bus2017_2000kWh_500kW.csv, which is then loaded by FR_Fig_08_Monthly_Operation.ipynb.

One-Year Simulation Notebooks

The one-year simulation notebooks are named with the service and the selected BESS solution:

Service Notebook Placement Energy Power
FR OneYearSimulation_FR_bus2017_2000kWh_500kW.ipynb bus2017 2000 kWh 500 kW
PS OneYearSimulation_PS_bus2028_1000kWh_250kW.ipynb bus2028 1000 kWh 250 kW
STK OneYearSimulation_STK_bus3007_3000kWh_750kW.ipynb bus3007 3000 kWh 750 kW

Each notebook passes SoC_i explicitly to its service function and writes both the canonical One_year_<SERVICE>.csv file and a solution-specific CSV file.

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