CO2 gas–liquid mass transfer and kLa estimation: Numerical investigation in the context of airlift photobioreactor scale-up

https://doi.org/10.1016/j.cherd.2018.03.001Get rights and content

Highlights

  • Airlift CFD simulations are performed including gas–liquid mass transfer and CO2 dissociation.

  • Dynamic gassing-in experiments with O2 and CO2 are reproduced numerically and compared.

  • Dynamic method with CO2 underestimates kLa.

  • Gas phase CO2 depletion limits mass transfer in the upper part of large scale airlifts.

Abstract

This paper deals with gas–liquid mass transfer in an airlift via CFD simulations in the context of photobioreactor (PBR) scale-up. Two aspects are emphasized. Firstly, since carbon uptake by microalgae is of crucial importance as part of PBRs, CO2 transfer is in focus, and numerical simulations are developed to take into account CO2 gas–liquid transfer and dissociation in the aqueous phase. Secondly, since estimating kLa is of crucial importance when scaling-up PBRs, different ways to evaluate kLa are discussed using numerical experiments. Firstly, kLa may be estimated as the volume average value of the local mass transfer coefficients calculated from steady-state hydrodynamics and Higbie penetration model. Secondly, kLa can be deduced from classical dynamic gassing-out/gassing-in experiments. This second method is simulated for O2, as commonly performed experimentally, and also with CO2 since it is the transferred species in PBRs. Results show that kLa field is strongly heterogeneous, as expected in airlifts where gas is mainly present in the riser. Performed with O2, the gassing-in method leads to quite accurate estimation of the spatial average value of local kLa. But, gassing-in methods performed with O2 and CO2 lead to discordant results. In fact, CFD shows that the CO2 depletion in the gas phase has to be accounted for to predict kLa from CO2 gassing-in method, especially at large scale. This study also puts into evidence the potentialities of CFD which allows to get detailed image of local gas–liquid mass transfer, depending on two-phase hydrodynamics, gas phase distribution and transferred species solubility.

Introduction

Microalgae or cyanobacteria cultivation has been the subject of growing interest in recent years since the potential applications are numerous and promising: production of high added value products for the chemical, cosmetic, food or pharmaceutical industries (pigments, vitamins, antioxidant molecules, proteins, polyunsaturated fatty acids, molecules with antibacterial or antiviral properties, etc.), or of bioenergy (biodiesel or biohydrogen). Microalgae are also envisaged to be used for carbon capture from flue gas.

Currently, large scale cultivation of microalgae is mainly limited to aquaculture or food supplement production. To develop microalgae production processes, technological advances are still required to increase energy efficiency and to reduce environmental impact and production costs especially at large scale. These advances have to be realized at the cultivation, harvesting and biorefinery steps. For a better control of cultivation conditions, microalgae culture operated in closed systems, named photobioreactors (PBR), is the most attractive.

In these PBRs, light but also carbon limitations have to be avoided (Ugwu et al., 2008). Contreras et al. (1998) noted that during the exponential growth phase CO2 gradients could lead to limitations, and that during the linear growth phase CO2 and light could be limiting. In a bubble column, Nauha and Alopaeus (2013) noticed algal growth inhibition due to low carbon dioxide levels in poorly mixed part of the reactor. Inorganic carbon is commonly provided by injection of CO2 enriched air into the culture medium and, since microalgae cultivation is not yet developed in large scale PBRs, CO2 is often used in excess at lab scale to avoid transfer limitation. In fact, for industrial applications such as pharmaceutical products or human food supplements where CO2 from flue gas or industrial gaseous effluents cannot be employed, CO2 supply could represent a significant production cost, especially since undissolved CO2 is lost by degassing. The challenge is then to control the CO2 amount to be injected: CO2 must be injected in sufficient quantity for growth conditions while minimizing the global gas intake. In order to operate efficiently microalgae production systems, a deep understanding of CO2 mass transfer from the gas phase to the microorganisms present in the liquid phase is needed (Langley et al., 2012).

This study proposes an investigation of CO2 mass transfer capability and of overall volumetric mass transfer coefficient kLa estimation for CO2 in the context of an airlift PBR scale-up. Airlifts are commonly considered as photobioreactors (Contreras et al., 1998, Sánchez Mirón et al., 2000, Merchuk et al., 2000). In fact, they offer good mixing, mass and heat transfer capabilities as well as easy maintenance and low energy cost. Besides they generate low physical stress and are easy to operate axenically. Despite their simple construction, complex interacting phenomena are occurring when sparging air enriched with CO2 into airlifts, these phenomena having different orders of magnitude both in time and space. In this context, CFD is a powerful tool to simulate in detail the two-phase hydrodynamics, gas–liquid mass transfer, dissociation of CO2 in the liquid phase, for a better characterization of all the involved phenomena. Understanding the coupling at different scales is one key to achieve successful PBR scale-up (Garcia-Ochoa and Gomez, 2009).

Only few papers deal with hydrodynamics and CO2 gas–liquid mass transfer aspects in PBRs (Kordac and Linek, 2008, Khoo et al., 2016, Chen et al., 2016, Valdes et al., 2012). The most detailed investigations of CO2 mass transfer in bioreactors concern mammalian cell cultures mixing tanks (Gray et al., 1996, Puskeiler et al., 2012, Sieblist et al., 2011) since high levels of pCO2 and related acidification – or increased osmolality in case of pH control – may become a major problem when scale-up is to be achieved. Thus, in that case, efficient CO2 transfer rate is also looked for to improve stripping (Nienow, 2006).

In gas–liquid mass transfer experimental studies, CO2 transfer is often looked as analog to O2 gas–liquid mass transfer. In fact kLa is easier to measure experimentally with O2, using an oxygen probe, than with CO2. The overall gas–liquid transfer coefficient of CO2 is then often deduced from experiments where O2 transfer is measured with a correction by O2 and CO2 diffusion coefficients (Babcock et al., 2002, Langley et al., 2012, Khoo et al., 2016, Fernandes et al., 2014, Garcia-Ochoa and Gomez, 2009). Some other authors (Hill, 2006, Sieblist et al., 2011, Valdes et al., 2012) followed the pH evolution to estimate the inorganic carbon concentration in the liquid phase and to deduce the overall volumetric mass transfer coefficient of CO2 inside a mixing tank or a bubble column. CO2 sensors have also been used to estimate directly CO2 gas–liquid transfer during CO2 stripping or absorption experiments (Matsunaga et al., 2009, Puskeiler et al., 2012). These experiments allow a direct determination of gas–liquid mass transfer for CO2 without any assumption about a possible similarity between O2 and CO2 transfers.

These different methods to experimentally characterize kLa for CO2 can lead to some contradictory or unexplained results in the literature. In fact, Kordac and Linek (2008) found results in contradiction with those of Hill (2006) concerning the kLa of CO2 in a salt solution, which they explain by the fact that Hill's model does not take into account gas depletion: Kordac and Linek (2008) pointed out that considering a constant driving force could entail an underestimation of kLa for CO2. Matsunaga et al. (2009) determined experimentally kLa for CO2 in the context of scale-up of cell cultures bioreactors. As Hill (2006), they considered a constant gas phase composition and found that, during scale-up, the evolution of the kLa for O2 and CO2 were different. Sieblist et al. (2011) have taken the gas phase residence time into account as well as its varying composition: they established that for large bioreactors, when CO2 stripping is looked for, bubbles were saturated with CO2 before leaving the culture. Puskeiler et al. (2012), when measuring the simultaneous absorption of O2 and CO2 in a stirred tank, observed that the ratio kLa(CO2)/kLa(O2) decreased when increasing the impeller speed, which is contradictory to theory.

In this paper, CFD is used to characterize numerically CO2 mass transfer in two airlifts, one at lab scale, the other at semi-industrial scale. In particular, the commonly used dynamic method for kLa determination will be reproduced numerically with O2 and CO2. These classical experiments will be numerically investigated to explain the discrepancies sometimes observed in the literature. It will be pointed out that CFD allows a detailed interpretation of local and dynamic phenomena occurring in such a complex situation where two-phase hydrodynamics is coupled to gas–liquid transfer and chemical reaction.

Section snippets

Process

The studied photobioreactors are parallelepipedic airlifts with central aeration as can be seen in Fig. 1. Two lateral baffles allow liquid recirculation. Two PBR sizes are studied, one at the laboratory scale, and the other at a pre-industrial scale. The airlift thickness b is the same for both PBRs, i.e. 3 cm, to ensure the same light penetration for microalgae growth when used for culture. Other dimensions are multiplied by 10 from one PBR to the other as indicated in Table 1 so that the

Mathematical modeling

Numerical strategy consists in solving two-phase flow together with the transport equations for the relevant species, taking into account gas–liquid transfer of CO2 and CO2 dissociation reactions in the aqueous phase.

Due to the low thickness of the considered reactors, hydrodynamics is assumed to be mainly 2-dimensional, thus 2D simulations are performed. In that case, a steady-state solution is obtained for hydrodynamics. Gas–liquid mass transfer is assumed to have no influence on

Numerical aspects

Numerical computations are carried out with the commercial code Ansys-Fluent© 14.5.

A regular mesh is adopted, with square cells of 2 mm × 2 mm for the small airlift which corresponds to a total number of 8950 cells and of 1 cm × 1 cm for the large one giving 28,950 cells. Mesh independency has been verified.

Wall boundary conditions are considered for the baffles and the walls of the airlifts. At the spargers, velocity inlet conditions are specified with a velocity inlet for the gas of UGinj=0.25 m s−1,

Hydrodynamics

Typical airlift flow field is observed in Fig. 2, with symmetric flow, where liquid is rising in the aerated zone and downcoming in both lateral zones. It can be noticed that some liquid is also descending in boundary layers along the baffles in the riser. At half-height, upward flow represents 60% of the riser width. Flow structure is similar for both airlifts but liquid circulation is more intense in the large airlift than in the small one. A flowrate of 0.09 kg s−1 circulates in the small

Global kLa determination with gassing-in numerical experiments

In many studies, CFD simulations cannot be carried out. Global gas–liquid transfer performances are then estimated from the classical dynamic gassing-out/gassing-in method which allows to evaluate the overall volumetric gas–liquid mass transfer coefficient kLag (Loubiere et al., 2011). Unfortunately, it is difficult to experimentally characterize CO2 transfer (Langley et al., 2012). So many authors (Babcock et al., 2002, Langley et al., 2012, Khoo et al., 2016, Fernandes et al., 2014,

Discussion

Depending on the kLa determination method, different CO2 mass transfer performances can be assessed. In fact, it will be shown that these different methods evaluate different kinds of CO2 transfer abilities.

Conclusion

In the context of airlift photobioreactor scale-up, it is important to have a good estimation of the transfer ability of the species reacting in the liquid phase, especially for CO2 which is essential for microalgae growth. In this study, numerical simulations of two-phase flow have been performed, taking into account gas–liquid mass transfer and CO2 dissociation in the aqueous phase for the culture conditions of Chlorella vulgaris. It has been shown that the local kLa values are strongly

Acknowledgment

Authors would like to thank CNRS and Région Pays de la Loire for the financial support of Mbalo Ndiaye's PhD.

References (38)

  • R.W. Babcock et al.

    Hydrodynamics and mass transfer in a tubular airlift photobioreactor

    J. Appl. Phycol.

    (2002)
  • R. Bel Fdhila et al.

    Eulerian prediction of a turbulent bubbly flow downstream of a sudden pipe expansion

  • R.A. Bello et al.

    Liquid circulation and mixing characteristics of airlift contactors

    Can. J. Chem. Eng.

    (1984)
  • Z. Chen et al.

    Numerical and experimental study on the CO2 gas–liquid mass transfer in flat-plate airlift photobioreactor with different baffles

    Biochem. Eng. J.

    (2016)
  • A. Contreras et al.

    Interaction between CO2-mass transfer, light availability, and hydrodynamic stress in the growth of Phaeodactylum tricornutum in a concentric tube airlift photobioreactor

    Biotechnol. Bioeng.

    (1998)
  • A. Couvert

    Etude d’un reacteur air-lift rectangulaire a recirculation interne. Hydrodynamique et transfert de matiere gaz-liquide (Ph.D. thesis)

    (2000)
  • S. Elghobashi et al.

    A two-equation turbulence model for two-phase flows

    Phys. Fluids (1958–1988)

    (1983)
  • B.D. Fernandes et al.

    Characterization of split cylinder airlift photobioreactors for efficient microalgae cultivation

    Chem. Eng. Sci.

    (2014)
  • F. Garcia-Ochoa et al.

    Bioreactor scale-up and oxygen transfer rate in microbial processes: an overview

    Biotechnol. Adv.

    (2009)
  • D.R. Gray et al.

    CO2 in large-scale and high-density CHO cell perfusion culture

    Cytotechnology

    (1996)
  • R. Higbie

    The rate of absorption of a pure gas into still liquid during short periods of exposure

    Trans. Am. Inst. Chem. Eng.

    (1935)
  • G.A. Hill

    Measurement of overall volumetric mass transfer coefficients for carbon dioxide in a well-mixed reactor using a pH probe

    Ind. Eng. Chem. Res.

    (2006)
  • M. Ishii et al.

    Drag coefficient and relative velocity in bubbly, droplet or particulate flows

    AIChE J.

    (1979)
  • K.S. Johnson

    Carbone dioxide hydratation and dehydratation kinetics in seawater

    Limnol. Oceanogr.

    (1982)
  • R. Kandilian et al.

    Influence of light absorption rate by Nannochloropsis oculata on triglyceride production during nitrogen starvation

    Bioresour. Technol.

    (2014)
  • C.G. Khoo et al.

    Pilot-scale semi-continuous cultivation of microalgae Chlorella vulgaris in bubble column photobioreactor (BC-PBR): hydrodynamics and gas–liquid mass transfer study

    Algal Res.

    (2016)
  • M. Kordac et al.

    Dynamic measurement of carbon dioxide volumetric mass transfer coefficient in a well-mixed reactor using a pH probe: analysis of the salt and supersaturation effects

    Ind. Eng. Chem. Res.

    (2008)
  • N. Langley et al.

    A critical evaluation of CO2 supplementation to algal systems by direct injection

    Biochem. Eng. J.

    (2012)
  • K. Loubiere et al.

    Investigations in an external-loop airlift photobioreactor with annular light chambers and swirling flow

    Chem. Eng. Res. Des.

    (2011)
  • Cited by (25)

    • A carbon-efficient bicarbonate electrolyzer

      2023, Cell Reports Physical Science
    View all citing articles on Scopus
    View full text