Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture Systems
Microalgae-based biomass has been extensively studied because of its potential to produce several important biochemicals, such as lipids, proteins, carbohydrates, and pigments, for the manufacturing of value-added products, such as vitamins, bioactive compounds, and antioxidants, as well as for its...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2021-09-01
|
Series: | Mathematics |
Subjects: | |
Online Access: | https://www.mdpi.com/2227-7390/9/18/2192 |
_version_ | 1797518389709635584 |
---|---|
author | Abraham Guzmán-Palomino Luciano Aguilera-Vázquez Héctor Hernández-Escoto Pedro Martin García-Vite |
author_facet | Abraham Guzmán-Palomino Luciano Aguilera-Vázquez Héctor Hernández-Escoto Pedro Martin García-Vite |
author_sort | Abraham Guzmán-Palomino |
collection | DOAJ |
description | Microalgae-based biomass has been extensively studied because of its potential to produce several important biochemicals, such as lipids, proteins, carbohydrates, and pigments, for the manufacturing of value-added products, such as vitamins, bioactive compounds, and antioxidants, as well as for its applications in carbon dioxide sequestration, amongst others. There is also increasing interest in microalgae as renewable feedstock for biofuel production, inspiring a new focus on future biorefineries. This paper is dedicated to an in-depth analysis of the equilibria, stability, and sensitivity of a microalgal growth model developed by Droop (1974) for nutrient-limited batch cultivation. Two equilibrium points were found: the long-term biomass production equilibrium was found to be stable, whereas the equilibrium in the absence of biomass was found to be unstable. Simulations of estimated parameters and initial conditions using literature data were performed to relate the found results to a physical context. In conclusion, an examination of the found equilibria showed that the system does not have isolated fixed points but rather has an infinite number of equilibria, depending on the values of the minimal cell quota and initial conditions of the state variables of the model. The numerical solutions of the sensitivity functions indicate that the model outputs were more sensitive, in particular, to variations in the parameters of the half saturation constant and minimal cell quota than to variations in the maximum inorganic nutrient absorption rate and maximum growth rate. |
first_indexed | 2024-03-10T07:28:15Z |
format | Article |
id | doaj.art-a4e19ce2553444b0a3873fc9335b3a92 |
institution | Directory Open Access Journal |
issn | 2227-7390 |
language | English |
last_indexed | 2024-03-10T07:28:15Z |
publishDate | 2021-09-01 |
publisher | MDPI AG |
record_format | Article |
series | Mathematics |
spelling | doaj.art-a4e19ce2553444b0a3873fc9335b3a922023-11-22T14:04:41ZengMDPI AGMathematics2227-73902021-09-01918219210.3390/math9182192Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture SystemsAbraham Guzmán-Palomino0Luciano Aguilera-Vázquez1Héctor Hernández-Escoto2Pedro Martin García-Vite3Tecnológico Nacional de México, Instituto Tecnológico de Ciudad Madero, Av. 1o. de Mayo esq. Sor Juana Inés de la Cruz S/N Col., Los Mangos, Ciudad Madero 89440, MexicoTecnológico Nacional de México, Instituto Tecnológico de Ciudad Madero, Av. 1o. de Mayo esq. Sor Juana Inés de la Cruz S/N Col., Los Mangos, Ciudad Madero 89440, MexicoDepartamento de Ingeniería Química, Universidad de Guanajuato, Guanajuato 36000, MexicoTecnológico Nacional de México, Instituto Tecnológico de Ciudad Madero, Av. 1o. de Mayo esq. Sor Juana Inés de la Cruz S/N Col., Los Mangos, Ciudad Madero 89440, MexicoMicroalgae-based biomass has been extensively studied because of its potential to produce several important biochemicals, such as lipids, proteins, carbohydrates, and pigments, for the manufacturing of value-added products, such as vitamins, bioactive compounds, and antioxidants, as well as for its applications in carbon dioxide sequestration, amongst others. There is also increasing interest in microalgae as renewable feedstock for biofuel production, inspiring a new focus on future biorefineries. This paper is dedicated to an in-depth analysis of the equilibria, stability, and sensitivity of a microalgal growth model developed by Droop (1974) for nutrient-limited batch cultivation. Two equilibrium points were found: the long-term biomass production equilibrium was found to be stable, whereas the equilibrium in the absence of biomass was found to be unstable. Simulations of estimated parameters and initial conditions using literature data were performed to relate the found results to a physical context. In conclusion, an examination of the found equilibria showed that the system does not have isolated fixed points but rather has an infinite number of equilibria, depending on the values of the minimal cell quota and initial conditions of the state variables of the model. The numerical solutions of the sensitivity functions indicate that the model outputs were more sensitive, in particular, to variations in the parameters of the half saturation constant and minimal cell quota than to variations in the maximum inorganic nutrient absorption rate and maximum growth rate.https://www.mdpi.com/2227-7390/9/18/2192renewable energiesmicroalgae-batch culturestabilitysensitivityDroop model |
spellingShingle | Abraham Guzmán-Palomino Luciano Aguilera-Vázquez Héctor Hernández-Escoto Pedro Martin García-Vite Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture Systems Mathematics renewable energies microalgae-batch culture stability sensitivity Droop model |
title | Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture Systems |
title_full | Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture Systems |
title_fullStr | Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture Systems |
title_full_unstemmed | Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture Systems |
title_short | Sensitivity, Equilibria, and Lyapunov Stability Analysis in Droop’s Nonlinear Differential Equation System for Batch Operation Mode of Microalgae Culture Systems |
title_sort | sensitivity equilibria and lyapunov stability analysis in droop s nonlinear differential equation system for batch operation mode of microalgae culture systems |
topic | renewable energies microalgae-batch culture stability sensitivity Droop model |
url | https://www.mdpi.com/2227-7390/9/18/2192 |
work_keys_str_mv | AT abrahamguzmanpalomino sensitivityequilibriaandlyapunovstabilityanalysisindroopsnonlineardifferentialequationsystemforbatchoperationmodeofmicroalgaeculturesystems AT lucianoaguileravazquez sensitivityequilibriaandlyapunovstabilityanalysisindroopsnonlineardifferentialequationsystemforbatchoperationmodeofmicroalgaeculturesystems AT hectorhernandezescoto sensitivityequilibriaandlyapunovstabilityanalysisindroopsnonlineardifferentialequationsystemforbatchoperationmodeofmicroalgaeculturesystems AT pedromartingarciavite sensitivityequilibriaandlyapunovstabilityanalysisindroopsnonlineardifferentialequationsystemforbatchoperationmodeofmicroalgaeculturesystems |