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"Model-based design of smart active packaging systems with antimicrobial activity" Matlab codes

Authors: Miguel Mauricio Iglesias; Carlos Vilas; Míriam R. García;

"Model-based design of smart active packaging systems with antimicrobial activity" Matlab codes

Abstract

This repository contains the Matlab codes used in the Results section of the paper: Vilas, C, Mauricio-Iglesias, M, and Garcia, MR (2020). Model-based design of smart active packaging systems with antimicrobial. Food Packaging and Shelf Life, 24 (100446). DOI: https://doi.org/10.1016/j.fpsl.2019.10044610.1016/j.fpsl.2019.100446 The different optimizations are performed using Differential Evolution (DE) algorithm. The Matlab codes can be freely downloaded from: http://www1.icsi.berkeley.edu/~storn/code.html In order to use DE for solving the problems described in the manuscript, users have two alternatives: - Add the DE path to the Matlab path - Copy the DeMat folder in the same directory as the folders containing the case studies codes. There are four folders: Folder case1_onlySafety --> It contains the codes for the first case study where only safety constraints are considered. The main file to perform the optimization is mainOptDesign.m. In this file the user may select the number of layers to be considered (line 20) and the configuration of the active packaging (lines 21-38). Other parameters (such as bounds on the decision variables or constraints) can be chosen/modified in the rest of the code. However, doing so would imply that the solution may differ from the one presented in the manuscript. Folder "results" contain the optimal design results presented in the manuscript. Folder case2_safetyQuality --> It contains the codes for the second case study where both safety and quality constraints are considered. The main file to perform the optimization is mainOptDesign.m. In this file the user may select the number of layers to be considered (line 20) and the configuration of the active packaging (lines 21-38). Other parameters (such as bounds on the decision variables or constraints) can be chosen/modified in the rest of the code. However, doing so would imply that the solution may differ from the one presented in the manuscript. Folder "results" contain the optimal design results presented in the manuscript. Folder case3_simulationsBattery --> It contains the codes for the third case study where the effect of perturbations on the storage temperature as well as the effect of package storage after manufacturing are studied. Case3a considers the effect of perturbations on the storage temperature (50 randomly generated temperature-time profiles). Main file to run the simulations is "mainRandomTprofiles.m". Function "createRandomTprofiles.m" can be used to generate random profiles in the storage temperature. However, the ones used in the manuscript are already stored in "Tprofiles.mat". Case3b considers the effect of packaging storage after manufacturing. Different storage times are considered (t=0,3,6,9,...,30 days). File "mainPackage.m" computes the distribution of carvacrol in the layers for the different storage times. Then, such distributions are used in "mainDifferentInitCarv.m" as initial conditions for the simulation using the food matrix. Folder functions --> contains different Matlab functions, shared by the three case studies. These functions implement different parts of the model, such as bacterial growth, nucleotide degradation, Fick derivatives, etc.

{"references": ["Vilas, C, Mauricio-Iglesias, M, and Garcia, MR (2020). Model-based design of smart active packaging systems with antimicrobial. Food Packaging and Shelf Life, 24 (100446). DOI https://doi.org/10.1016/j.fpsl.2019.100446"]}

This is an updated version. Codes were modified to include partition coefficients between packaging layers. It also includes a new case study in which, package storage time after manufacturing is considered.

Keywords

Fish freshnes, Smart active packaging, Model-based optimal design, Shelf life, Antimicrobial activity, Predictive Microbiology

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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