Genetic Algorithm Optimization of Neural Network Model
This code is part of the research study "https://doi.org/10.1016/j.fuel.2024.132673", please cite this work if the code was used.
For the input data used in the ANN, it is published along with the publication (see link above)
00_Part1_ANN_Models.ipynb
- Run this code to construct the ANN models for each of the five studied outputs.
- Analyses include: Shap values, hyperparameters tuning optimization using Optuna.
00_Part2_Genetic Algorithm Optimization.ipynb
- This is the Second Part, only run after constructing the ANN model from Part 1.
- The constructed ANN model from Part 1 is used as the objective function in the GA optimization