Machine Learning-Based Process Optimization in Biopolymer Manufacturing: A Review

Polymers, Год журнала: 2024, Номер 16(23), С. 3368 - 3368

Опубликована: Ноя. 29, 2024

The integration of machine learning (ML) into material manufacturing has driven advancements in optimizing biopolymer production processes. ML techniques, applied across various stages production, enable the analysis complex data generated throughout identifying patterns and insights not easily observed through traditional methods. As sustainable alternatives to petrochemical-based plastics, biopolymers present unique challenges due their reliance on variable bio-based feedstocks processing conditions. This review systematically summarizes current applications techniques aiming provide a comprehensive reference for future research while highlighting potential enhance efficiency, reduce costs, improve product quality. also shows role algorithms, including supervised, unsupervised, deep

Язык: Английский

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Polyhydroxyalkanoates (PHA) production from microalgae for sustainable bioplastics: A review

Biotechnology Advances, Год журнала: 2025, Номер 79, С. 108529 - 108529

Опубликована: Фев. 7, 2025

Язык: Английский

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Microalgae in health care and functional foods: β-glucan applications, innovations in drug delivery and synthetic biology

Frontiers in Pharmacology, Год журнала: 2025, Номер 16

Опубликована: Март 4, 2025

Microalgae are emerging as a key player in healthcare, functional foods, and sustainable biotech due to their capacity produce bioactive compounds like β-glucans, omega-3 fatty acids, antioxidants an eco-friendly manner. This review comprehensively discusses the role of microalgae healthcare focusing particularly on β-glucan therapeutics, drug delivery innovations, synthetic biology applications. In microalgae-derived show immense promise for treating diseases, boosting immunity, tackling oxidative stress. Euglena -derived paramylon, type β-glucan, has shown potential various medical applications, including immunomodulation anticancer therapy. Synthetic bioprocess engineering enhancing microalgae’s therapeutic nutritional value, with applications personalized medicine. To maximize microalgae, further research development needed address scalability, regulatory alignment, consumer acceptance, focus interdisciplinary collaboration practices align innovation environmental conservation.

Язык: Английский

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Isolation and characterization of a native cyanobacteria for a microalgal consortium producing PHAs in agrifood residues

Algal Research, Год журнала: 2025, Номер unknown, С. 104030 - 104030

Опубликована: Апрель 1, 2025

Язык: Английский

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Biopolymer detection in Egyptian microalgae: A pathway to eco-friendly bioplastics

Bioresource Technology Reports, Год журнала: 2024, Номер unknown, С. 102002 - 102002

Опубликована: Ноя. 1, 2024

Язык: Английский

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