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HDO_Data_Analysis

This repository contains the data and analysis files used to analyze the hydrodeoxygenation (HDO) of guaiacol on activated carbon supports. Files include the following:

  • HDO_Data.csv
    • A CSV file containing the experimental HDO data.
  • Data_Import.jl
    • Import the experimental data into a convenient data structure for analysis.
  • Functions.jl
    • Create ODE systems for the experimental reactions, as well as objective functions for optimization purposes.
  • BlackBox_Optimization.jl
    • Loop through experimental data and perform black-box optimization using the resampling inheritence memetic search method.
  • Sensitivity_Analysis.jl
    • Loop through sets of black-box optimization results to determine the system sensitivity to each parameter.
  • Plot_Data.xlsx
    • An XLSX file containing organized data that will be used to generate plots.
  • Plotting.jl
    • Create plots showing model-predicted state trajectories versus the experimental data, using the rate constants obtained through black-box optimization.

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