Nikolaou Andreas, Bernardi Andrea, Meneghesso Andrea, Bezzo Fabrizio, Morosinotto Tomas, Chachuat Benoit
Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, UK.
CAPE-Lab: Computer-Aided Process Engineering Laboratory, Department of Industrial Engineering, University of Padova, Italy; PAR-Lab: Padova Algae Research Laboratory, Department of Industrial Engineering, University of Padova, Italy.
J Biotechnol. 2015 Jan 20;194:91-9. doi: 10.1016/j.jbiotec.2014.12.001. Epub 2014 Dec 16.
This paper presents a mathematical model capable of quantitative prediction of the state of the photosynthetic apparatus of microalgae in terms of their open, closed and damaged reaction centers under variable light conditions. This model combines the processes of photoproduction and photoinhibition in the Han model with a novel mathematical representation of photoprotective mechanisms, including qE-quenching and qI-quenching. For calibration and validation purposes, the model can be used to simulate fluorescence fluxes, such as those measured in PAM fluorometry, as well as classical fluorescence indexes. A calibration is carried out for the microalga Nannochloropsis gaditana, whereby 9 out of the 13 model parameters are estimated with good statistical significance using the realized, minimal and maximal fluorescence fluxes measured from a typical PAM protocol. The model is further validated by considering a more challenging PAM protocol alternating periods of intense light and dark, showing a good ability to provide quantitative predictions of the fluorescence fluxes even though it was calibrated for a different and somewhat simpler PAM protocol. A promising application of the model is for the prediction of PI-response curves based on PAM fluorometry, together with the long-term prospect of combining it with hydrodynamic and light attenuation models for high-fidelity simulation and optimization of full-scale microalgae production systems.
本文提出了一种数学模型,该模型能够在可变光照条件下,根据微藻光合机构开放、关闭和受损反应中心的状态进行定量预测。该模型将Han模型中的光生产和光抑制过程与光保护机制的新型数学表示相结合,包括qE-猝灭和qI-猝灭。为了校准和验证,该模型可用于模拟荧光通量,如在脉冲幅度调制(PAM)荧光测定法中测量的通量,以及经典荧光指标。对微藻盐生杜氏藻进行了校准,通过典型PAM协议测量的实际、最小和最大荧光通量,以良好的统计显著性估计了13个模型参数中的9个。通过考虑更具挑战性的PAM协议(强光和黑暗交替周期)进一步验证了该模型,结果表明,尽管该模型是针对不同且稍简单的PAM协议进行校准的,但它仍具有很好的能力对荧光通量进行定量预测。该模型的一个有前景的应用是基于PAM荧光测定法预测PI-响应曲线,以及将其与流体动力学和光衰减模型相结合以对全尺寸微藻生产系统进行高保真模拟和优化的长期前景。