TY - JOUR
T1 - A parametric logistic equation with light flux and medium concentration for cultivation planning of microalgae
AU - Kambe, Kazuki
AU - Hirokawa, Yasutaka
AU - Koshi, Asuka
AU - Hori, Yutaka
N1 - Funding Information:
Keio University received a research fund from meravi Inc. for conducting this work.
Publisher Copyright:
© 2022 Royal Society Publishing. All rights reserved.
PY - 2022/6/15
Y1 - 2022/6/15
N2 - Microalgae are considered to be promising producers of bioactive chemicals, feeds and fuels from carbon dioxide by photosynthesis. Thus, the prediction of microalgal growth profiles is important for the planning of cost-effective and sustainable cultivation-harvest cycles. This paper proposes a mathematical model capable of predicting the effect of light flux into culture and medium concentration on the growth profiles of microalgae by incorporating these growth-limiting factors into a logistic equation. The specific form of the equation is derived based on the experimentally measured growth profiles of Monoraphidium sp., a microalgal strain isolated by the authors, under 16 conditions consisting of combinations of incident light fluxes into culture and initial medium concentrations. Using a cross-validation method, it is shown that the proposed model has the ability to predict necessary incident light flux into culture and initial medium concentration for harvesting target biomass at a target time. Finally, model-guided cultivation planning is performed and is evaluated by comparing the result with experimental data.
AB - Microalgae are considered to be promising producers of bioactive chemicals, feeds and fuels from carbon dioxide by photosynthesis. Thus, the prediction of microalgal growth profiles is important for the planning of cost-effective and sustainable cultivation-harvest cycles. This paper proposes a mathematical model capable of predicting the effect of light flux into culture and medium concentration on the growth profiles of microalgae by incorporating these growth-limiting factors into a logistic equation. The specific form of the equation is derived based on the experimentally measured growth profiles of Monoraphidium sp., a microalgal strain isolated by the authors, under 16 conditions consisting of combinations of incident light fluxes into culture and initial medium concentrations. Using a cross-validation method, it is shown that the proposed model has the ability to predict necessary incident light flux into culture and initial medium concentration for harvesting target biomass at a target time. Finally, model-guided cultivation planning is performed and is evaluated by comparing the result with experimental data.
KW - cultivation planning
KW - growth profile
KW - light flux
KW - logistic equation
KW - medium concentration
KW - microalgae
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U2 - 10.1098/rsif.2022.0166
DO - 10.1098/rsif.2022.0166
M3 - Article
C2 - 35702861
AN - SCOPUS:85132050325
SN - 1742-5689
VL - 19
JO - Journal of the Royal Society Interface
JF - Journal of the Royal Society Interface
IS - 191
M1 - 20220166
ER -