An Identifiable State Model To Describe Light Intensity Influence on Microalgae Growth

被引:26
作者
Bernardi, A. [1 ,3 ]
Perin, G. [2 ]
Sforza, E. [3 ]
Galvanin, F. [1 ]
Morosinotto, T. [2 ]
Bezzo, F. [1 ,3 ]
机构
[1] Univ Padua, Dept Ind Engn, CAPE Lab Comp Aided Proc Engn Lab, I-35131 Padua, Italy
[2] Univ Padua, Dept Biol, PAR Lab Padova Algae Res Lab, I-35131 Padua, Italy
[3] Univ Padua, Dept Ind Engn, PAR Lab Padova Algae Res Lab, I-35131 Padua, Italy
基金
欧洲研究理事会;
关键词
NONLINEAR ODE MODELS; MECHANISTIC MODEL; PROTEIN-DEGRADATION; D1; PROTEIN; PHOTOSYNTHESIS; DISCRIMINATION; PHOTOINHIBITION; PHYTOPLANKTON; FLUORESCENCE; DESIGN;
D O I
10.1021/ie500523z
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Despite the high potential as feedstock for the production of fuels and chemicals, the industrial cultivation of microalgae still exhibits many issues. Yield in microalgae cultivation systems is limited by the solar energy that can be harvested. The availability of reliable models representing key phenomena affecting algae growth may help designing and optimizing effective production systems at an industrial level. In this work the complex influence of different light regimes on seawater alga Nannochloropsis sauna growth is represented by first principles models. Experimental data such as in vivo fluorescence measurements are employed to develop the model. The proposed model allows description of all growth curves and fluorescence data in a reliable way. The model structure is assessed and modified in order to guarantee the model identifiability and the estimation of its parametric set in a robust and reliable way.
引用
收藏
页码:6738 / 6749
页数:12
相关论文
共 41 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   Design of experiments for discrimination of rival models based on the expected number of eliminated models [J].
Alberton, Andre L. ;
Schwaab, Marcio ;
Nery Lobao, Marcos Wandir ;
Pinto, Jose Carlos .
CHEMICAL ENGINEERING SCIENCE, 2012, 75 :120-131
[3]  
[Anonymous], 2012, GPROMS MOD VAL GUID
[4]   PHOTOINHIBITION AND D1 PROTEIN-DEGRADATION IN PEAS ACCLIMATED TO DIFFERENT GROWTH IRRADIANCES [J].
ARO, EM ;
MCCAFFERY, S ;
ANDERSON, JM .
PLANT PHYSIOLOGY, 1993, 103 (03) :835-843
[5]   TOO MUCH OF A GOOD THING - LIGHT CAN BE BAD FOR PHOTOSYNTHESIS [J].
BARBER, J ;
ANDERSSON, B .
TRENDS IN BIOCHEMICAL SCIENCES, 1992, 17 (02) :61-66
[6]   DAISY:: A new software tool to test global identifiability of biological and physiological systems [J].
Bellu, Giuseppina ;
Saccomani, Maria Pia ;
Audoly, Stefania ;
D'Angio, Leontina .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2007, 88 (01) :52-61
[7]   DISCRIMINATION AMONG MECHANISTIC MODELS [J].
BOX, GEP ;
HILL, WJ .
TECHNOMETRICS, 1967, 9 (01) :57-+
[8]   On the design of optimally informative dynamic experiments for model discrimination in multiresponse nonlinear situations [J].
Chen, BH ;
Asprey, SP .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2003, 42 (07) :1379-1390
[9]   STRUCTURAL IDENTIFIABILITY OF BIOKINETIC MODELS OF ACTIVATED-SLUDGE RESPIRATION [J].
DOCHAIN, D ;
VANROLLEGHEM, PA ;
VANDAELE, M .
WATER RESEARCH, 1995, 29 (11) :2571-2578
[10]   A MODEL FOR THE RELATIONSHIP BETWEEN LIGHT-INTENSITY AND THE RATE OF PHOTOSYNTHESIS IN PHYTOPLANKTON [J].
EILERS, PHC ;
PEETERS, JCH .
ECOLOGICAL MODELLING, 1988, 42 (3-4) :199-215