摘要
人工智能、热超构材料和唯一性定理之间的关系主要体现在利用先进的计算方法设计和优化前沿的热超构材料,从而实现对热流的精确控制。在这个过程中,人工智能成为了一个强大的工具,有助于解决复杂的结构设计难题。同时,唯一性定理为这些解决方案的可靠性和稳定性提供了理论基础。当这些要素被无缝集成,再加上现有的变换理论及其扩展理论(其中唯一性定理也扮演着关键角色)时,一门新的学科——热超构材料学开始崭露头角。热超构材料学可以视为经典热力学的一个应用分支,其与经典热力学的基础领域相对应。在这个应用学科中,唯一性定理占据着基础和关键地位。对热超构材料学中的唯一性定理与经典热力学的四大基本定律之间的比较分析具有启发性。二者都遵循普遍性、独立性、一致性、解释和预测能力、实验验证和简洁性等关键标准。然而,唯一性定理更像是一种数学方法,而不是物理定律。本文旨在重新审视热超构材料学的基本理论架构,并彰显唯一性定理在人工智能时代的不可替代性。
The relationship between artificial intelligence(AI),thermal metamaterials,and the uniqueness theorem primarily manifests in leveraging advanced computational methods to design and optimize cutting-edge thermal metamaterials,thereby achieving precise control over heat flow.In this process,AI emerges as a potent tool,assisting in overcoming intricate structural design challenges.Meanwhile,the uniqueness theorem provides a theoretical foundation for the reliability and stability of these solutions.When these elements are seamlessly integrated,coupled with existing transformation theories and their extensions(where the uniqueness theorem also plays a pivotal role),a new discipline-thermal metamaterials sciencebegins to emerge.This discipline can be viewed as an applied branch of classical thermodynamics,corresponding to its foundational domains.Within this applied field,the uniqueness theorem occupies a fundamental and crucial position.A comparative analysis between the uniqueness theorem in thermal metamaterials science and the four fundamental laws of classical thermodynamics is enlightening.Both adhere to key criteria such as universality,independence,consistency,explanatory and predictive power,experimental verification,and simplicity.However,the uniqueness theorem resembles more of a mathematical approach than a physical law.This paper serves to revisit the fundamental theoretical framework of thermal metamaterials and underscores the irreplaceable role of the uniqueness theorem in the era of AI.
作者
黄吉平
庄鹏飞
HUANG Jiping;ZHUANG Pengfei(Department of Physics and State Key Laboratory of Surface Physics,Fudan University,Shanghai 200438,China)
出处
《现代应用物理》
2024年第5期1-10,共10页
Modern Applied Physics
基金
国家自然科学基金资助项目(12035004,12320101004)。
关键词
热超构材料学
人工智能
唯一性定理
经典热力学
变换热学
thermal metamaterials
artificial intelligence(AI)
uniqueness theorem
classical thermodynamics
transformation thermotics