Evidence map›Paper›PMID 41899816›Full record

ArticleBioengineering (Basel, Switzerland)2026

CFD Modelling Validated by PIV of Hydrodynamics in a Raceway Bioreactor: Dead Zone Detection and Flow Field Analysis.

Luis Alberto Zamora-Campos, Daniel Eduardo Rivera-Arreola, Rafael Rojas-Hernández, Valentín Trujillo-Mora, Marco Antonio Márquez-Vera, Julio César Salgado-Ramírez, Arturo Cadena-Ramírez

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Luis Alberto Zamora-CamposDepartamento de Posgrado, Universidad Politécnica de Pachuca, Zempoala 43830, Hidalgo, Mexico.
Daniel Eduardo Rivera-ArreolaDepartamento de Posgrado, Universidad Politécnica de Pachuca, Zempoala 43830, Hidalgo, Mexico.ORCID 0000-0003-4959-0876
Rafael Rojas-HernándezCentro Universitario, Ingeniería en Computación, Universidad Autónoma del Estado de Mexico, Zumpango 55600, Estado de Mexico, Mexico.ORCID 0000-0001-6649-067X
Valentín Trujillo-MoraCentro Universitario, Ingeniería en Computación, Universidad Autónoma del Estado de Mexico, Zumpango 55600, Estado de Mexico, Mexico.
Marco Antonio Márquez-VeraDepartamento de Posgrado, Universidad Politécnica de Pachuca, Zempoala 43830, Hidalgo, Mexico.ORCID 0000-0002-2969-9084
Julio César Salgado-RamírezDepartamento de Posgrado, Universidad Politécnica de Pachuca, Zempoala 43830, Hidalgo, Mexico.ORCID 0000-0003-1666-9924
Arturo Cadena-RamírezDepartamento de Posgrado, Universidad Politécnica de Pachuca, Zempoala 43830, Hidalgo, Mexico.ORCID 0000-0003-2813-8186

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Raceway bioreactors are widely employed for microalgal production owing to their low construction and operational costs, in addition to their scalability benefits. Nonetheless, limited hydrodynamic studies are corroborated by computer models that have been experimentally validated. This paper delineates the methodology and validation of a computational fluid dynamics (CFD) model for a 10 L laboratory-scale Raceway bioreactor operating under abiotic conditions. In ANSYS Fluent, a multiphase technique was used with the RNG k-ε turbulence model, which is good for simulating flows that are curved or rotating in open-channels. Experimental validation was performed using Particle Image Velocimetry (PIV) at paddlewheel velocities of 20, 25, and 30 rpm. The CFD predictions showed a strong match with the experimental data, with a mean relative error of less than 8%. The examination of the flow field revealed the formation and subsequent reduction of low-velocity zones, depending on the intensity of agitation. Based on study on velocity distribution and Reynolds number, it was suggested that the design be changed so that the paddlewheel be moved to improve flow homogeneity without increasing energy use. The validated CFD model provides a reliable basis for improving the hydrodynamics, design, and operation of Raceway bioreactors. Additionally, it serves as a foundation for future research on biomass cultivation and expansion, facilitating the development of more efficient and sustainable microalgal production technologies.

Indexed as

abiotic mediumCFD modelexperimental validationraceway bioreactor

Identifiers

PMID41899816
PMCPMC13024567

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.