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iddfo

Repository for the MATLAB code for Integrated Data-Driven Forecasting and Optimization paper (in draft).

The main files for running the simulations which are in the folder ./mainScripts which contains the following scripts:

  1. Config.m This runs a script to set up several structures which control the forecasting and optimisation algorithms. It also sets filename for saving etc.

  2. Main.m This runs, in order; (i) forecast training on historical data; (ii) simulation of forecasts (and associated controller) in an online setting.

  3. CompareForecasts.m Script to evaluate the FFNN forecasts used in majorigy of the study against other bench-mark methods (confirm performance is state-of-the-art).

  4. CompareOptimization.m Script to confirm that the FFNN model being used for intergrated data-driven forecasting and optimization is capable of replacing the conventional (principled) optimization models, provided with a perfect foresight forecast.

In addition to these main scripts there are many functions in the folder ./functions (and its subfolders); which are called from these scripts.

Note that this is a work-in-progress. At the time this README was last updated the code was not in fully working order.