ANN model PHB production acetic acid supplementation
Published: 19 June 2023| Version 1 | DOI: 10.17632/kxfpbtvpt5.1
Contributors:
BISWANATH MAHANTY, Description
This is a Digital workflow for modelling PHB production with acetic acid, and time of addition as predictors. The scripts used are for optimizing the ANN architecture/data split. Analyzing the optimized network for fitness, plotting response surface, LIME and SHAP analysis
Files
Steps to reproduce
ANN1_GA.m - develops GA-optimized ANN architecture, it will also create a mat file with network informations. ANN2_Optimized_GA.m and ANN3_Optimized.m are verification of the result. ANN4_Surfaceplot.m is a plotting function. ANN7__LIME_Shaply.m must be executed which will generate two mat files for use in ANN8_LIME_Shaply_finalplot.m
Institutions
Karunya University
Categories
Artificial Intelligence, Genetic Algorithm, Neural Network Model, Mixture Model