HIGHLIGHTS
· Photobioreactor design and operation depend on physical and biological characteristics.
· Overview of photobioreactor types and scaling up from lab to industrial production characteristics.
· Optimize performance, control, and many operating parameters utilizing AI model.
· Scaling up and industrial production have been eased by photobioreactor design developments.
· Finding the research gap and future perspectives for mass scale microalgae cultivation are recommended.

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