Monitoring PHB production in Synechocystis sp. with hyperspectral images.

Water Sci Technol

GEMMA-Group of Environmental Engineering and Microbiology, Department of Civil and Environmental Engineering, Escola d'Enginyeria de Barcelona Est (EEBE), Universitat Politècnica de Catalunya-BarcelonaTech, Av. Eduard Maristany 16, Building C5.1, Barcelona E-08019, Spain E-mail:

Published: July 2022

AI Article Synopsis

  • Microalgae wastewater treatment can produce valuable products, especially through cyanobacteria that accumulate polyhydroxybutyrates (PHBs) for bioplastics.
  • Proper monitoring and culture conditions are crucial for PHB production, which poses challenges for existing technologies.
  • This study utilized hyperspectral technology and machine learning to monitor cyanobacteria growth and PHB production, defining three key indicators for effective tracking of this process.

Article Abstract

Microalgae wastewater treatment systems have the potential for producing added-value products. More specifically, cyanobacteria are able to accumulate polyhydroxybutyrates (PHBs), which can be extracted and used for bioplastics production. Nonetheless, PHB production requires proper culture conditions and continue monitoring, challenging the state-of-the-art technologies. The aim of this study was to investigate the application of hyperspectral technologies to monitor cyanobacteria population growth and PHB production. We have established a ground-breaking measurement method able to discern spectral reflectance changes from light emitted to cyanobacteria in different phases. All in all, enabling to distinguish between cyanobacteria growth phase and PHB accumulation phase. Furthermore, first tests of classification algorithms used for machine learning and image recognition technologies had been applied to automatically recognize the different cyanobacteria species from a complex microbial community containing cyanobacteria and microalgae cultivated in pilot-scale photobioreactors (PBRs). We have defined three main indicators for monitoring PHB production: (i) cyanobacteria specific-strain density, (ii) differentiate between growth and PHB-accumulation and (iii) chlorosis progression. The results presented in this study represent an interesting alternative for traditional measurements in cyanobacteria PHB production and its application in pilot-scale PBRs. Although not directly determining the amount of PHB production, they would give insights on the undergoing processes.

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Source
http://dx.doi.org/10.2166/wst.2022.194DOI Listing

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