A physics-aware large language model driven hyper-heuristic optimization framework for parameter identification of solid oxide fuel cell

Xiaoshun Zhang

doi:10.1016/j.seta.2026.105410

2026-09-21

PRE

DOI：10.1016/j.seta.2026.105410

原文链接

原文求助

摘要

En 中文

• 提出了一种面向燃料电池参数估计的物理感知框架。 • 导数特征能够实现具有物理可解释性的优化指导。 • 语言模型在优化过程中自适应选择搜索算子。 • 数据完整性被证明对参数可靠性有显著影响。 • 在单电池和电池堆系统中均实现了更高的精度。

Keyword:

Solid oxide fuel cell

Parameter identification

Large language model

Hyper-heuristic

Physics-aware optimization

期刊

Sustainable Energy Technologies and Assessments

IF:

论文数:

4.8K

被引数:

2.2W

机构

Northeastern University

学者数:

2.2K

论文数: 704

被引数: 0

auckland university of technology

学者数:

150

论文数: 72

被引数: 0

引用论文

Large language model-based evolutionary optimizer: Reasoning with elitism 基于大型语言模型的进化优化器: 精英主义推理

NEUROCOMPUTING

IF6.5

2025-03-01

PREAI

Brahmachary, Shuvayan; Joshi, Subodh M.; Panda, Aniruddha; Koneripalli, Kaushik; Sagotra, Arun Kumar; Patel, Harshil; Sharma, Ankush; Jagtap, Ameya D.; Kalyanaraman, Kaushic

Performance assessment and fast diagnosis of a μ -CHP solid oxide fuel cell system

Applied Energy

IF0

2025-11-01

PREAI

Yu,Hangyu; Berset,Florian Bernard; Mäkinen,Pyry; Frantz,Cédric; Aubin,Philippe; Sommerfeld,Arne; Holstermann,Gregor; de Avila Ferreira,Tafarel; Moussaoui,Hamza; Jeanmonod,Guillaume; Wang,Ligang; Boltze,Matthias; François,Grégory; Van herle,Jan

Critical ionic transport across an oxygen-vacancy ordering transition 跨氧空位有序过渡的临界离子传输

NATURE COMMUNICATIONS

IF15.7

2022-09-01

OAAI

Lim, Ji Soo; Nahm, Ho-Hyun; Campanini, Marco; Lee, Jounghee; Kim, Yong-Jin; Park, Heung-Sik; Suh, Jeonghun; Jung, Jun; Yang, Yongsoo; Koo, Tae Yeong; Rossell, Marta D.; Kim, Yong-Hyun; Yang, Chan-Ho

A multi-objective energy coordinative and management policy for solid oxide fuel cell using triune brain large-scale multi-agent deep deterministic policy gradient

APPLIED ENERGY

IF11

2022-10-01

PREAI

Li, Jiawen

The rise and potential of large language model based agents: a survey 基于大型语言模型的代理的兴起和潜力: 一项调查

SCIENCE CHINA-INFORMATION SCIENCES

IF7.6

2025-01-17

PREAI

Xi, Zhiheng; Chen, Wenxiang; Guo, Xin; He, Wei; Ding, Yiwen; Hong, Boyang; Wang, Junzhe; Jin, Senjie; Zhou, Enyu; Zheng, Rui; Fan, Xiaoran; Wang, Xiao; Xiong, Limao; Zhou, Yuhao; Wang, Weiran; Jiang, Changhao; Zou, Yicheng; Liu, Xiangyang; Yin, Zhangyue; Dou, Shihan; Weng, Rongxiang; Qin, Wenjuan; Zheng, Yongyan; Qiu, Xipeng; Huang, Xuanjing; Zhang, Qi; Gui, Tao

A complete polarization model of a solid oxide fuel cell and its sensitivity to the change of cell component thickness 固体氧化物燃料电池的完全极化模型及其对电池组件厚度变化的敏感性

JOURNAL OF POWER SOURCES

IF7.9

2001-02-01

892

PREAI

Chan, SH; Khor, KA; Xia, ZT

Parameters identification of solid oxide fuel cell for static and dynamic simulation using comprehensive learning dynamic multi-swarm marine predators algorithm

ENERGY CONVERSION AND MANAGEMENT

IF10.9

2021-01-01

PREAI