Online monitoring of Haematococcus lacustris cell cycle using machine and deep learning techniques

[Display omitted] •Trained and validated two artificial intelligence models for image classification.•Automated system classifies four Haematococcus cell cycle stages.•Identified key system requirements through model explainability using SHAP.•Successful application to a dynamic photobioreactor cult...

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Veröffentlicht in:	Bioresource technology 2025-02, Vol.418, p.131976, Article 131976
Hauptverfasser:	Stegemüller, Lars, Caccavale, Fiammetta, Valverde-Pérez, Borja, Angelidaki, Irini
Format:	Artikel
Sprache:	eng
Schlagworte:	Astaxanthin Convolutional neural networks Data driven modelling Digitalization Image analysis Microalgae
Online-Zugang:	Volltext
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