集成技术2025，Vol.14Issue(6)：1-17,17.DOI:10.12146/j.issn.2095-3135.20250715001
人工智能在热电材料研究中的应用
The Application of Artificial Intelligence in the Research of Thermoelectric Materials
摘要
Abstract
Thermoelectric materials are a class of functional materials capable of directly converting thermal energy into electrical energy and vice versa.With advantages such as environmental friendliness,low-noise,high reliability,and ease of miniaturization,they demonstrate broad application prospects in various fields.However,conventional experimental and simulation approaches are often costly and time-consuming,posing great challenges to the development of high-performance materials.In recent years,artificial intelligence has demonstrated strong potential in the research and discovery of thermoelectric materials.This review summarizes the applications of artificial intelligence in predicting and optimizing thermoelectric transport properties,elucidates its transformative role in accelerating material discovery and performance enhancement,and further outlines the current challenges and future perspectives in this field.关键词
人工智能/机器学习/热电材料/晶格热导率/功率因子Key words
artificial intelligence/machine learning/thermoelectric materials/lattice thermal conductivity/power factor分类
数理科学引用本文复制引用
王向东,计嘉琳,杨炯..人工智能在热电材料研究中的应用[J].集成技术,2025,14(6):1-17,17.基金项目
国家重点研发计划项目(2024YFF0505900) （2024YFF0505900）
国家自然科学基金项目(52172216,92163212,12404269) （52172216,92163212,12404269）
上海市白玉兰人才计划项目 （）
浙江省自然科学基金项目(LQN25A040015) This work is supported by National Key Research and Development Program of China(2024YFF0505900),National Natural Science Foundation of China(52172216,92163212,12404269),Shanghai Magnolia Talent Program,Zhejiang Provincial Natural Science Foundation of China(LQN25A040015) （LQN25A040015）
