Toward application-driven battery design through digital twins
Abstract
In present energy technology, materials discovery, device design, manufacturing, and operation remain predominantly sequential, with limited cross-stage feedback throughout the development chain. Recent advances are, however, converging toward a common design philosophy, in which the application requirements inform early design decisions at materials and cell level before large-scale physical realization. Using battery systems as a compelling testbed, this Research Highlight explores how digital twins could establish continuous learning from deployment to design, shortening innovation cycles and accelerating industrial implementation.
Fields of Study & Subjects
Advanced Battery Technologies Research
Advanced Sensor and Energy Harvesting Materials
Advancements in Battery Materials
Publication details
- Journal / source
- Watt
- Publisher
- Springer Science and Business Media LLC
- Volume
- 1
- Issue
- 1
- Publication date
- 12 August 2026
- Language
- EN