A numerical framework to predict the performances of a tubular photobioreactor from operating and sunlight conditions
Open accessThe claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The Monte Carlo method does not suffer from the need for angular discretization, but computations can be very time-consuming for microalgae cultures because strong absorbance requires many photons to be traced before smooth results are achieved.
“An alternative method for radiative transfer calculations is the Monte Carlo method [207,208], which does not suffer from the need of angular discretization, but has the drawback that computations can be very time-consuming for microalgae cultures since the strong absorbance requires many photons to be traced before smooth results are achieved.”
From Modeling and Simulation of Photobioreactors with Computational Fluid Dynamics—A Comprehensive Review (2022) · cites this paper as [208]
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Solar Engineering of Thermal Processes
Duffie, J. A., & Beckman, W. A. (2013) · Wiley eBooks · doi:10.1002/9781118671603 · Cited by 6,427 · see citing works
Hammersley, J. M., & Handscomb, D. C. (1964) · Springer eBooks · doi:10.1007/978-94-009-5819-7 · Cited by 4,085 · see citing works
A model for the relationship between light intensity and the rate of photosynthesis in phytoplankton
Eilers, P. H. C., & Peeters, J. C. H. (1988) · Ecological Modelling · doi:10.1016/0304-3800(88)90057-9 · Cited by 1,112 · see citing works
The Structure of Turbulence in Fully Developed Pipe Flow
Laufer, J. (1953) · NASA STI Repository (National Aeronautics and Space Administration) · Cited by 1,030 · see citing works
Weber, M. J. (2018) · CRC Press eBooks · doi:10.1201/9781315219615 · Cited by 993 · see citing works
Photobioreactors: Production systems for phototrophic microorganisms
O., P. (2001) · Applied Microbiology and Biotechnology · doi:10.1007/s002530100702 · Cited by 987 · see citing works
Microalgal Reactors: A Review of Enclosed System Designs and Performances
CARVALHO, A. P. F. D., Meireles, L. A., & Malcata, F. X. (2006) · Biotechnology Progress · doi:10.1021/bp060065r · Cited by 948 · see citing works
Geider, R., MacIntyre, H. L., & Kana, T. (1997) · Marine Ecology Progress Series · doi:10.3354/meps148187 · Cited by 837 · see citing works
Weber, M. J. (2002) · The CRC Press laser and optical science and technology series/Laser & optical science & technology · doi:10.1201/9781420050196 · Cited by 781 · see citing works
Outdoor cultivation of microalgae for carotenoid production: Current state and perspectives
Del Campo, J. A., García-González, M., & Guerrero, M. G. (2007) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-007-0844-9 · Cited by 739 · see citing works
Fully developed turbulent pipe flow: a comparison between direct numerical simulation and experiment
Eggels, J. G. M., Unger, F., Weiss, M. H., Westerweel, J., Adrian, R. J., Friedrich, R., & Nieuwstadt, F. T. M. (1994) · Journal of Fluid Mechanics · doi:10.1017/s002211209400131x · Cited by 729 · see citing works
Tubular photobioreactor design for algal cultures
Molina, E., Fernández, J., Acién, F. G., & Chisti, Y. (2001) · Journal of Biotechnology · doi:10.1016/s0168-1656(01)00353-4 · Cited by 620 · see citing works
Closed photobioreactors for production of microalgal biomasses
Wang, B., Lan, C. Q., & Horsman, M. (2012) · Biotechnology Advances · doi:10.1016/j.biotechadv.2012.01.019 · Cited by 488 · see citing works
Design of Photobioreactors for Mass Cultivation of Photosynthetic Organisms
Huang, Q., Jiang, F., Wang, L., & Yang, C. (2017) · Engineering · doi:10.1016/j.eng.2017.03.020 · Cited by 487 · see citing works
Janssen, M., Tramper, J., Mur, L. R., & Wijffels, R. H. (2003) · Biotechnology and Bioengineering · doi:10.1002/bit.10468 · Cited by 464 · see citing works
A direct numerical simulation study on the mean velocity characteristics in turbulent pipe flow
Wu, X., & Moin, P. (2008) · Journal of Fluid Mechanics · doi:10.1017/s0022112008002085 · Cited by 426 · see citing works
Production of microalgal concentrates by flocculation and their assessment as aquaculture feeds
Knuckey, R., Brown, M. R., Robert, R., & Frampton, D. M. F. (2006) · Aquacultural Engineering · doi:10.1016/j.aquaeng.2006.04.001 · Cited by 361 · see citing works
Efficiency of sunlight utilization: Tubular versus flat photobioreactors
Tredici, M. R., & Zittelli, G. C. (1998) · Biotechnology and Bioengineering · doi:10.1002/(sici)1097-0290(19980120)57:2 · Cited by 325 · see citing works
Olivier Bernard, A. (2011) · Journal of Process Control · doi:10.1016/j.jprocont.2011.07.012 · Cited by 322 · see citing works
Bitog, J. P., Lee, I. B., Lee, C., Kim, K. S., Hwang, H.-S., Hong, S.-W., Seo, I.-H., Kwon, K.-S., & Mostafa, E. (2011) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2011.01.015 · Cited by 300 · see citing works
Qiang, H., & RICHMOND, A. E. (1996) · Journal of Applied Phycology · doi:10.1007/bf02186317 · Cited by 258 · see citing works
The Potential for Microalgae as Bioreactors to Produce Pharmaceuticals
Yan, N. J., Fan, C., Chen, Y., & Hu, Z. (2016) · International Journal of Molecular Sciences · doi:10.3390/ijms17060962 · Cited by 255 · see citing works
The determination of the rate of dissipation in turbulent pipe flow
Lawn, C. J. (1971) · Journal of Fluid Mechanics · doi:10.1017/s002211207100171x · Cited by 246 · see citing works
Pottier, L., Pruvost, J., Deremetz, J., Cornet, J. ‐., Legrand, J., & Dussap, C. G. (2005) · Biotechnology and Bioengineering · doi:10.1002/bit.20475 · Cited by 239 · see citing works
Closed photo-bioreactors as tools for biofuel production
Lehr, F., & Posten, C. H. (2009) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2009.04.004 · Cited by 227 · see citing works
Terry, K. L. (1986) · Biotechnology and Bioengineering · doi:10.1002/bit.260280709 · Cited by 208 · see citing works
Deposition of liquid or solid dispersions from turbulent gas streams: a stochastic model
Hutchinson, T. P., Hewitt, G. F., & Dukler, A. E. (1971) · Chemical Engineering Science · doi:10.1016/0009-2509(71)83016-6 · Cited by 206 · see citing works
Flashing light in microalgae biotechnology
Abu‐Ghosh, S., Fixler, D., Dubinsky, Z., & Iluz, D. (2015) · Bioresource Technology · doi:10.1016/j.biortech.2015.12.057 · Cited by 206 · see citing works
Cornet, J., Dussap, C., Gros, J.-B., Binois, C., & Lasseur, C. (1995) · Chemical Engineering Science · doi:10.1016/0009-2509(95)00022-w · Cited by 202 · see citing works
Simulations of light intensity variation in photobioreactors
Perner-Nochta, I., & Posten, C. (2007) · Journal of Biotechnology · doi:10.1016/j.jbiotec.2007.05.024 · Cited by 202 · see citing works
Reynolds number effects in a turbulent pipe flow for low to moderate Re
den Toonder, J. M. J., & Nieuwstadt, F. T. M. (1997) · Physics of Fluids · doi:10.1063/1.869451 · Cited by 201 · see citing works
Design scenarios for flat panel photobioreactors
Slegers, P. M., Wijffels, R. H., Straten, G. V., & van Boxtel, A. J. B. (2011) · Applied Energy · doi:10.1016/j.apenergy.2010.12.037 · Cited by 185 · see citing works
Photobioreactor design for microalgae production through computational fluid dynamics: A review
Pires, J. C. M., Alvim-Ferraz, M. C. M., & Martins, F. G. (2017) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2017.05.064 · Cited by 185 · see citing works
Barbosa, M. J., Janssen, M., Ham, N., Tramper, J., & Wijffels, R. H. (2003) · Biotechnology and Bioengineering · doi:10.1002/bit.10563 · Cited by 181 · see citing works
A model integrating fluid dynamics in photosynthesis and photoinhibition processes
Wu, X., & Merchuk, J. C. (2001) · Chemical Engineering Science · doi:10.1016/s0009-2509(01)00048-3 · Cited by 180 · see citing works
Cornet, J. F., Dussap, C. G., & Dubertret, G. (1992) · Biotechnology and Bioengineering · doi:10.1002/bit.260400709 · Cited by 177 · see citing works
Cornet, J., & Dussap, C. (2009) · Biotechnology Progress · doi:10.1002/btpr.138 · Cited by 175 · see citing works
Scenario analysis of large scale algae production in tubular photobioreactors
Slegers, P. M., van Beveren, P. J. M., Wijffels, R. H., Straten, G. V., & van Boxtel, A. J. B. (2013) · Applied Energy · doi:10.1016/j.apenergy.2012.12.068 · Cited by 153 · see citing works
Efficiency of light utilization of Chlamydomonas reinhardtii under medium-duration light/dark cycles
Janssen, M. G. J., Janssen, M., de Winter, M., TRAMPER, J., Mur, L. R., Snel, J., & Wijffels, R. H. (2000) · Journal of Biotechnology · doi:10.1016/s0168-1656(99)00233-3 · Cited by 148 · see citing works
A simple algal production system designed to utilize the flashing light effect
Laws, E. A., Terry, K. L., Wickman, J., & Chalup, M. S. (1983) · Biotechnology and Bioengineering · doi:10.1002/bit.260251004 · Cited by 144 · see citing works
Pruvost, J., Cornet, J.-F., & Legrand, J. (2008) · Chemical Engineering Science · doi:10.1016/j.ces.2008.04.026 · Cited by 131 · see citing works
Growth of Spirulina platensis enhanced under intermittent illumination
Xue, S., Su, Z., & Cong, W. (2010) · Journal of Biotechnology · doi:10.1016/j.jbiotec.2010.12.012 · Cited by 130 · see citing works
Luo, H.-P., & Al-Dahhan, M. H. (2011) · Chemical Engineering Science · doi:10.1016/j.ces.2010.11.038 · Cited by 122 · see citing works
Microalgal Biotechnology: Potential and Production
Posten, C., & Walter, C. (2012) · De Gruyter eBooks · doi:10.1515/9783110225020 · Cited by 119 · see citing works
Photosynthesis in flashing light
Kok, B. (1956) · Biochimica et Biophysica Acta · doi:10.1016/0006-3002(56)90004-x · Cited by 117 · see citing works
Dynamic behaviour of a model for photosynthesis and photoinhibition
Eilers, P. H. C., & Peeters, J. C. H. (1993) · Ecological Modelling · doi:10.1016/0304-3800(93)90052-t · Cited by 114 · see citing works
Kinetics and bioenergetics of light‐limited photoautotrophic growth of Spirulina platensis
Lee, H. Y., Erickson, L. E., & Yang, S. S. (1987) · Biotechnology and Bioengineering · doi:10.1002/bit.260290705 · Cited by 101 · see citing works
Simulation of microalgae growth in limiting light conditions: Flow effect
Pruvost, J., Legrand, J., Legentilhomme, P., & Muller‐Feuga, A. (2002) · AIChE Journal · doi:10.1002/aic.690480520 · Cited by 99 · see citing works
Estimating radiant fields in flat heterogeneous photoreactors by the six‐flux model
Brucato, A., Cassano, A. E., Grisafi, F., Montante, G., Rizzuti, L., & Vella, G. (2006) · AIChE Journal · doi:10.1002/aic.10984 · Cited by 96 · see citing works
Design tool and guidelines for outdoor photobioreactors
Lee, E., Pruvost, J., He, X., Munipalli, R., & Pilon, L. (2013) · Chemical Engineering Science · doi:10.1016/j.ces.2013.11.014 · Cited by 93 · see citing works
Simulation of algae growth in a bench-scale bubble column reactor
Wu, X., & Merchuk, J. C. (2002) · Biotechnology and Bioengineering · doi:10.1002/bit.10350 · Cited by 93 · see citing works
Simulation of algae growth in a bench scale internal loop airlift reactor
Wu, X., & Merchuk, J. C. (2004) · Chemical Engineering Science · doi:10.1016/j.ces.2004.02.019 · Cited by 92 · see citing works
Measurement of microalgal photosynthetic activity depending on light intensity and quality
Jeon, Y., Cho, C.-W., & Yun, Y. (2005) · Biochemical Engineering Journal · doi:10.1016/j.bej.2005.08.017 · Cited by 90 · see citing works
Microalgae and cyanobacteria modeling in water resource recovery facilities: A critical review
Shoener, B. D., Schramm, S. M., Béline, F., Olivier Bernard, A., Martínez, C. A., Plósz, B. G., Snowling, S., Steyer, J., Valverde‐Pérez, B., Wágner, D. S., et al. (2018) · Water Research X · doi:10.1016/j.wroa.2018.100024 · Cited by 86 · see citing works
Kinetics and energetics of photosynthetic micro-organisms in photobioreactors
Cornet, J.-F., Dussap, C. G., & Gros, J.-B. (2007) · Advances in Biochemical Engineering Biotechnology · doi:10.1007/bfb0102299 · Cited by 83 · see citing works
Takache, H., Pruvost, J., & Marec, H. (2015) · Algal Research · doi:10.1016/j.algal.2015.02.009 · Cited by 79 · see citing works
Friction factor and mean velocity profile for pipe flow at high Reynolds numbers
Furuichi, N., TERAO, Y., Wada, Y., & Tsuji, Y. (2015) · Physics of Fluids · doi:10.1063/1.4930987 · Cited by 78 · see citing works
Light distribution in a novel photobioreactor—Modelling for optimization
Csőgör, Z., Herrenbauer, M., Schmidt, K., & Posten, C. (2001) · Journal of Applied Phycology · doi:10.1023/a:1017974232510 · Cited by 75 · see citing works
Industrial Photobioreactors and Scale-Up Concepts
Pruvost, J., Le Borgne, F., Artu, A., Cornet, J.-F., & Legrand, J. (2016) · Advances in Chemical Engineering · doi:10.1016/bs.ache.2015.11.002 · Cited by 75 · see citing works
A penalty on photosynthetic growth in fluctuating light
Graham, P. J., Nguyen, B., Burdyny, T., & Sinton, D. A. (2017) · Scientific Reports · doi:10.1038/s41598-017-12923-1 · Cited by 74 · see citing works
Dynamic coupling of photoacclimation and photoinhibition in a model of microalgae growth
Nikolaou, A., Hartmann, P., Sciandra, A., Chachuat, B., & Olivier Bernard, A. (2015) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2015.11.004 · Cited by 69 · see citing works
Pruvost, J., Cornet, J., Goetz, V., & Legrand, J. (2012) · Biotechnology Progress · doi:10.1002/btpr.1540 · Cited by 58 · see citing works
Productivity of Spirulina in a strongly curved outdoor tubular photobioreactor
Carlozzi, P., & Torzillo, G. (1996) · Applied Microbiology and Biotechnology · doi:10.1007/s002530050642 · Cited by 53 · see citing works
Gao, X., Kong, B., & Dennis Vigil, R. (2017) · Algal Research · doi:10.1016/j.algal.2017.03.009 · Cited by 53 · see citing works
Huang, J., Hankamer, B. D., & Yarnold, J. (2019) · Algal Research · doi:10.1016/j.algal.2019.101515 · Cited by 50 · see citing works
Dauchet, J., Blanco, S., Cornet, J.-F., El Hafi, M., Eymet, V., & Fournier, R. (2013) · Journal of Quantitative Spectroscopy and Radiative Transfer · doi:10.1016/j.jqsrt.2012.07.004 · Cited by 49 · see citing works
Scenedesmus dimorphus biofilm: Photoefficiency and biomass production under intermittent lighting
Toninelli, A. E., Wang, J., Liu, M., Wu, H., & Liu, T. (2016) · Scientific Reports · doi:10.1038/srep32305 · Cited by 48 · see citing works
Modeling radiative transfer in photobioreactors for algal growth
Wheaton, Z. C., & Krishnamoorthy, G. (2012) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2012.05.002 · Cited by 47 · see citing works
Optimization of biomass production in outdoor tubular photobioreactors
de Andrade, G. A., Berenguel, M., Guzmán, J. L., Pagano, D. J., & Acién, F. G. (2015) · Journal of Process Control · doi:10.1016/j.jprocont.2015.10.001 · Cited by 42 · see citing works
Olivieri, G., Gargiulo, L., Lettieri, P., Mazzei, L., Salatino, P., & Marzocchella, A. (2015) · Biotechnology Progress · doi:10.1002/btpr.2138 · Cited by 36 · see citing works
Development of a new method of measuring bubble size
Han, M. Y., Park, Y. H., & Yu, T.-C. (2002) · Water Science & Technology Water Supply · doi:10.2166/ws.2002.0048 · Cited by 34 · see citing works
Simulation of light-limited algae growth in homogeneous turbulence
Marshall, J. S., & Huang, Y. (2010) · Chemical Engineering Science · doi:10.1016/j.ces.2010.03.036 · Cited by 34 · see citing works
Bioprocess and Algae Reactor Technology, Apoptosis
Scheper, T. (1998) · Springer eBooks · doi:10.1007/bfb0102294 · Cited by 28 · see citing works
Marshall, J. S., & Sala, K. (2010) · Chemical Engineering Science · doi:10.1016/j.ces.2010.10.043 · Cited by 28 · see citing works
Development and Modeling of Solar Photocatalytic Reactors
Arancibia-Bulnes, C. A., Jiménez, A. E., & Estrada, C. A. (2009) · Advances in chemical engineering · doi:10.1016/s0065-2377(09)00406-2 · Cited by 25 · see citing works
How Mixing and Light Heterogeneity Impact the Overall Growth Rate in Photobioreactors
Gernigon, V., Chekroun, M. A., Cockx, A., Guiraud, P., & Morchain, J. (2019) · Chemical Engineering & Technology · doi:10.1002/ceat.201900102 · Cited by 20 · see citing works
Self-citationDiffusion by Continuous Movements
Gupta, H. C. (1959) · Studies in Applied Mathematics · doi:10.1002/sapm195938136 · Cited by 19 · see citing works
Tong, Z.-X., Li, M.-J., Yan, J., & Gu, Z. (2020) · International Journal of Heat and Mass Transfer · doi:10.1016/j.ijheatmasstransfer.2020.119986 · Cited by 17 · see citing works
Reflection‐refraction effects on light distribution inside tubular photobioreactors
Marotta, G., Pruvost, J., Scargiali, F., Caputo, G., & Brucato, A. (2017) · The Canadian Journal of Chemical Engineering · doi:10.1002/cjce.22811 · Cited by 15 · see citing works
Growth Rate Estimation of algae in Raceway Ponds: A novel Approach
Hartmann, P., Demory, D., Combe, C., Hamouda, R., Boulanger, A.-C., Bristeau, M.-O., Sainte-Marie, J., Sialve, B., Steyer, J., Rabouille, S., et al. (2014) · IFAC Proceedings Volumes · doi:10.3182/20140824-6-za-1003.02408 · Cited by 13 · see citing works
A Framework for the Dynamic Modelling of PI Curves in Microalgae
Bernardi, A., Nikolaou, A., Meneghesso, A., Chachuat, B., Morosinotto, T., & Bezzo, F. (2015) · Computer-aided chemical engineering/Computer aided chemical engineering · doi:10.1016/b978-0-444-63576-1.50108-4 · Cited by 9 · see citing works
Analyse radiative des photobioréacteurs
Dauchet, J. (2012) · doi:10.70675/a2f0ea54zb5d0z47a1z8cb5z961ceb777244 · Cited by 9 · see citing works
Flagged first, then by citations
1 of the 84 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Recent advances in wastewater microalgae-based biofuels production: A state-of-the-art review
Ali, S. S., Mastropetros, S. G., Schagerl, M., Sakarika, M., Elsamahy, T., El-Sheekh, M., Sun, J., & Kornaros, M. (2022) · Energy Reports · doi:10.1016/j.egyr.2022.09.143 · Cited by 86 · see citing works
Modeling and Simulation of Photobioreactors with Computational Fluid Dynamics—A Comprehensive Review
Luzi, G., & McHardy, C. (2022) · Energies · doi:10.3390/en15113966 · Cited by 44 · see citing works
Ma, S., Huang, Y. Y., Zhu, X., Xia, A., Zhu, X., & Liao, Q. (2024) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2024.114414 · Cited by 32 · see citing works
Application of computational fluid dynamics in optimizing microalgal photobioreactors
Amanna, B., Bahri, P. A., & Moheimani, N. R. (2024) · Algal Research · doi:10.1016/j.algal.2024.103718 · Cited by 24 · see citing works
Carone, M., Frungieri, G., Costamagna, L., Zanetti, M., Vanni, M., & Riggio, V. A. (2024) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.3c05176 · Cited by 19 · see citing works
A modelling workflow for quantification of photobioreactor performance
Gu, W., Theau, E., Anderson, A. W., Fletcher, D. F., Kavanagh, J. M., & McClure, D. D. (2023) · Chemical Engineering Journal · doi:10.1016/j.cej.2023.147032 · Cited by 13 · see citing works
Chandola, G., Muthuraj, M., Mandal, S., Vismaya, P. S., & Bhunia, B. (2026) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2026.116776 · Cited by 9 · see citing works
Wurm, H., & Sandmann, M. (2021) · BMC Research Notes · doi:10.1186/s13104-021-05892-2 · Cited by 9 · see citing works
Sartori, R. B., Deprá, M. C., Dias, R. R., Fagundes, M. B., Zepka, L. Q., & Lopes, E. J. (2023) · Recent Patents on Biotechnology · doi:10.2174/1872208317666230504104051 · Cited by 6 · see citing works
Bertoldi, M. C., da Silva, M. E. T., Grigório, J. K. A., & Santana, H. C. (2025) · Algal Research · doi:10.1016/j.algal.2025.104029 · Cited by 4 · see citing works
Acclimation dynamics of Chlorella vulgaris to sudden light change
Oliver, A., Perré, P., & Pozzobon, V. (2024) · Algal Research · doi:10.1016/j.algal.2024.103661 · Cited by 3 · see citing works
Modeling closed outdoor cultivation of photoautotrophic microalgae growth rate: a critical review
Taborda, T., Pires, J. C. M., Badenes, S. M., & Lemos, F. (2025) · Journal of Applied Phycology · doi:10.1007/s10811-025-03724-5
Light transfer investigation in solar tubular photobioreactors using Monte Carlo ray tracing
Hoeniges, J., Pilon, L., Dauchet, J., & Pruvost, J. (2026) · Chemical Engineering Journal Advances · doi:10.1016/j.ceja.2026.101081
Taborda, T., Pires, J. C. M., Badenes, S. M., & Lemos, F. (2026) · Algal Research · doi:10.1016/j.algal.2026.104669
Demir-Yilmaz, I. (2022) · theses.fr (ABES) · doi:10.70675/1af14725zb474z47b6zbde1z9b5973937b78
Laifa, R. (2022) · theses.fr (ABES) · doi:10.70675/495a82e5ze165z48f6z8d7cz830b6f1ee041
Self-citationCogne, G., Legrand, J., & Dussap, C. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7664900
- Authors
- Laifa, R., Morchain, J., Barna, L., & Guiraud, P.
- Affiliations
- Centre National de la Recherche Scientifique (FR)
- Corresponding author
- Guiraud, Pascal
- Venue
- Algal Research
- Publisher
- Elsevier BV
- Published
- 2021-12
- Volume
- 60
- Pages
- 102550
- ISSN
- 2211-9264 (ISSN-L)
- OpenAlex
- W3211935674
- Cited by
- 18
- References
- 84
- Citations by year
- 2026: 4 · 2025: 3 · 2024: 4 · 2023: 2 · 2022: 4 · 2021: 1
- FWCI
- 0.52
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/legal/tdmrep-license (tdm)
- www.elsevier.com/open-access/userlicense/1.0/ (am, 342 d)
- doi.org/10.15223/policy-017 (stm-asf)
- doi.org/10.15223/policy-037 (stm-asf)
- doi.org/10.15223/policy-012 (stm-asf)
- doi.org/10.15223/policy-029 (stm-asf)
- doi.org/10.15223/policy-004 (stm-asf)
- Locations
- Algal Research (acceptedVersion)
- HAL (submittedVersion, cc-by-nc)
- Funders
- Region Occitanie
- Topics
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Algal biology and biofuel production
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Greenhouse Technology and Climate Control
- Physical Sciences › Engineering › Biomedical Engineering › Fluid Dynamics and Mixing
- Keywords
- tubular photobioreactor, microalgae growth rate, Monte Carlo radiative transfer, turbulent flow, diffuse radiation, outdoor photobioreactor
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
