Application of explainable machine learning in the production of pullulan by Aureobasidium pullulans CGMCCNO.7055 DOI
Shiwei Chen,

Wenmin Li,

Xiaowen Zhao

et al.

International Journal of Biological Macromolecules, Journal Year: 2025, Volume and Issue: unknown, P. 142374 - 142374

Published: March 1, 2025

Language: Английский

A Review of Battery Energy Storage Optimization in the Built Environment DOI Creative Commons
Simone Coccato, Khadija Barhmi, Ioannis Lampropoulos

et al.

Batteries, Journal Year: 2025, Volume and Issue: 11(5), P. 179 - 179

Published: May 2, 2025

The increasing adoption of renewable energy sources necessitates efficient storage solutions, with buildings emerging as critical nodes in residential systems. This review synthesizes state-of-the-art research on the role batteries settings, emphasizing their diverse applications, such for photovoltaic systems, peak shaving, load shifting, demand response, and backup power. Distinct from prior studies, our work provides a structured framework categorizing battery spanning individual use, shared communities, examines modeling techniques like State Charge estimation degradation analysis. Highlighting integration infrastructures, we explore multi-objective optimization strategies hierarchical decomposition methods effective utilization. findings underscore that advanced management systems technological innovations are aimed at extending life enhancing efficiency. Finally, identify knowledge gaps propose directions future research, focus scaling applications to meet operational, economic, environmental objectives. By bridging theoretical insights practical this contributes advancing understanding within transition.

Language: Английский

Citations

0

Application of explainable machine learning in the production of pullulan by Aureobasidium pullulans CGMCCNO.7055 DOI
Shiwei Chen,

Wenmin Li,

Xiaowen Zhao

et al.

International Journal of Biological Macromolecules, Journal Year: 2025, Volume and Issue: unknown, P. 142374 - 142374

Published: March 1, 2025

Language: Английский

Citations

0