Bio-Hybrid Films from Chirich Tuber Starch: A Sustainable Approach with Machine Learning-Driven Optimization

Sustainability, Journal Year: 2025, Volume and Issue: 17(5), P. 1935 - 1935

Published: Feb. 24, 2025

This study investigates the potential of Chirich (Asphodelus aestivus) tuber, one Turkey’s natural resources, for sustainable bio-hybrid film production. Bio-hybrid films developed from tuber starch in composite form with polyvinyl alcohol (PVOH) were thoroughly examined their physical, mechanical, and barrier properties. During production process, twin-screw extrusion hydraulic hot pressing methods employed; films’ optical, chemical, performances analyzed through FT-IR spectroscopy, water vapor permeability, solubility, mechanical tests. To evaluate durability against environmental factors model properties, advanced computational algorithms such as Gradient Boosting Regression (GBR), Random Forest (RFR), AdaBoost (ABR) utilized. The results showed that GBR algorithm achieved highest accuracy 99.92% R2 presented most robust terms sensitivity to factors. indicate tuber-based exhibit significantly enhanced strength performance compared conventional corn starch-based biodegradable polymers. These superior properties make them particularly suitable industrial applications food packaging medical materials, where durability, moisture resistance, gas characteristics are critical. Moreover, biodegradability integration into circular economy frameworks underscore sustainability, offering a viable alternative petroleum-derived plastics. incorporation ML-driven optimization not only facilitates precise property prediction but also enhances scalability By introducing an innovative, data-driven approach material design, this contributes advancement bio-based polymers applications, supporting global efforts mitigate plastic waste promote environmentally responsible manufacturing practices.

Language: Английский

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Starch-Based Rubber Bionanocomposites

Advanced structured materials, Journal Year: 2025, Volume and Issue: unknown, P. 145 - 166

Published: Jan. 1, 2025

Language: Английский

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Nanotechnology in textiles: Environmental safety and sustainable practices

Environmental Nanotechnology Monitoring & Management, Journal Year: 2025, Volume and Issue: unknown, P. 101062 - 101062

Published: March 1, 2025

Language: Английский

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Starch-Derived Bioplastics: Pioneering Sustainable Solutions for Industrial Use

Materials, Journal Year: 2025, Volume and Issue: 18(8), P. 1762 - 1762

Published: April 11, 2025

The use of plastics has increased due to the increase in population and applications various industries. However, fossil fuel-based have caused environmental issues health hazards their non-degradable behavior. To resolve on-going crisis these polymers, biopolymers been considered as potential substitutes. Starch is being researched a polymer matrix develop bioplastics. abundant, but its poor water barrier mechanical properties, other materials need be incorporated improve material properties. Natural fillers, plasticizers, essential oils, nanoparticles, or blends are that can used starch-based Adding enhances This review summarizes recent developments bioplastics biocomposites discusses types starch used, explaining how they mechanical, barrier, antibacterial, biodegradability Furthermore, many research products show industrial like packaging agriculture. also packaging, automotive applications, biomedical electronics, construction, textiles, consumer goods. impact starch-derived bioplastic products, life cycle, biodegradation, recycling process. circular economy bioplastics, economic feasibility large-scale regulation were discussed, along with challenges future perspectives

Language: Английский

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A review of green technology assisted starch-based nanohydrogels adsorbent to remove pollutants from water

International Journal of Biological Macromolecules, Journal Year: 2025, Volume and Issue: unknown, P. 144182 - 144182

Published: May 1, 2025

Language: Английский

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