Pretrained battery transformer (PBT): a foundation model for battery life prediction

Energy & Environmental Science 2026 Open access

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Authors: Ruifeng Tan, Weixiang Hong, Jia Li, Jiaqiang Huang, Tong-Yi Zhang
DOI: 10.1039/d6ee03446b
Cited by: 0

Abstract

A foundation model for battery life prediction, dubbed PBT and comprising general and specialized models, is developed using BatteryMoE to consolidate heterogeneous battery life data, enabling early lifetime prediction across various scenarios.

Fields of Study & Subjects

Advanced Battery Technologies Research Advanced Battery Materials and Technologies Green IT and Sustainability

Publication details

Journal / source
Energy & Environmental Science
Publication date
1 January 2026
Language
EN