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

Polymers, Journal Year: 2024, Volume and Issue: 16(23), P. 3368 - 3368

Published: Nov. 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

Language: Английский

---

Regulation of photosynthetic characteristics carbon and nitrogen metabolism and growth of maize seedlings by graphene oxide coating

Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)

Published: Jan. 22, 2025

Maize seedlings in cold regions and high latitude often face abiotic stress. As a result, weak affect maize production, The commonly used seed coating agents production are mainly to prevent biological stress of pests diseases, have little effect on seedling vigor resistance. In this experiment, the combination graphene oxide (GO) agent can effectively diseases increase growth seedlings.The effects different concentrations composite GO photosynthetic carbon nitrogen metabolism activity were verified by pot experiments. It provides reference for application nanomaterials adjuvant technology improvement quality. Using as model plant, study evaluates, 22 g/L(T1), 44 g/L(T2), 66 g/L(T3), 88 g/L(T4), add respectively. Commercial control (Con). Under conditions thickened stem regulating nutrients absorption roots seedlings. leaf thickness vascular bundle area increased, efficiency leaves improved. Finally, it promoted leaves. Therefore, g/L is most suitable concentration experiment.

Language: Английский

---

Rhizosphere bacterial exopolysaccharides: composition, biosynthesis, and their potential applications

Archives of Microbiology, Journal Year: 2024, Volume and Issue: 206(9)

Published: Aug. 28, 2024

Language: Английский

---

Silk Fibroin Seed Coatings: Towards Sustainable Seed Protection and Enhanced Growth

Polymers, Journal Year: 2024, Volume and Issue: 16(23), P. 3281 - 3281

Published: Nov. 25, 2024

Seed coating technology is vital in agriculture, enhancing seed protection and growth. However, conventional coatings often include chemical fungicides that pose environmental risks, highlighting the need for sustainable alternatives. This study explores silk fibroin (SF), a natural biopolymer with excellent film-forming properties, as potential agent, addressing its antimicrobial limitations by combining it commercial agent CRUISER

Language: Английский

---