Electrochimica Acta, Год журнала: 2024, Номер 507, С. 145061 - 145061
Опубликована: Сен. 16, 2024
Язык: Английский
Electrochimica Acta, Год журнала: 2024, Номер 507, С. 145061 - 145061
Опубликована: Сен. 16, 2024
Язык: Английский
Chemical Engineering Journal, Год журнала: 2025, Номер 505, С. 159397 - 159397
Опубликована: Янв. 10, 2025
Язык: Английский
Процитировано
1Polymers, 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
Процитировано
5Small, Год журнала: 2025, Номер unknown
Опубликована: Март 23, 2025
Abstract An innovative strategy is presented to enhance the electrochemical stability and performance of aqueous zinc‐ion batteries (ZIBs) through laser‐assisted carbonization chitosan biopolymer as a surface modification layer on zinc anodes (c‐Chi/Zn). The c‐Chi addresses critical challenges, including dendrite formation uneven Zn deposition, by providing stable, dendrite‐resistant interface. Comprehensive structural, chemical, analyses reveal that improves 2 ⁺ transport kinetics significantly stabilizes anode‐electrolyte interface, enabling long‐term cycling. Symmetrical half‐cell configurations with c‐Chi/Zn exhibit exceptional durability, maintaining cycling for over 3300 h at 2.0 mA cm⁻ current density. In full‐cell configurations, c‐Chi/Zn║V₂O₅ system delivers high specific capacity 338 mAh g⁻¹ 0.2 A has retention 73% 1.0 after 1000 cycles—far outperforming bare Zn║V₂O₅ cells, which retain only 41%. This work demonstrates N‐doped porous carbon coating derived from enhances anode in ZIBs. scalable eco‐friendly offers promising pathway toward safe, high‐performance, sustainable energy storage systems.
Язык: Английский
Процитировано
0Chemical Engineering Science, Год журнала: 2024, Номер 298, С. 120358 - 120358
Опубликована: Июнь 19, 2024
Язык: Английский
Процитировано
3Electrochimica Acta, Год журнала: 2024, Номер 507, С. 145061 - 145061
Опубликована: Сен. 16, 2024
Язык: Английский
Процитировано
0