理论计算在高熵陶瓷领域的研究进展OA
Research Progress on Theoretical Calculation in the Field of High-entropy Ceramics
高熵陶瓷(High-entropy ceramic,HEC)凭借其高熵效应、晶格畸变效应、迟滞扩散效应、鸡尾酒效应,展现出优异的热学性能、力学性能和化学稳定性,在航空航天、能源、核工业等领域具有巨大的应用潜力.然而,由于HEC 巨大的成分与结构空间,传统试错法存在周期长、成本高等问题,难以有效开展针对复杂体系的研究.因此,理论计算成为破解这一难题的核心工具.为梳理近年来理论计算在 HEC 领域的研究进展,本文聚焦当前主流的理论计算方法,包括第一性原理计算、分子动力学模拟、机器学习以及相图计算技术等,并结合高通量计算与性能描述符等研究范式,全面论述这些方法在 HEC 研究中的关键作用与具体应用.本文首先简要概述 HEC 的基本特性和核心效应,接着重点剖析上述计算方法的理论基础,并详细阐述其在 HEC 组分设计、性能预测、微观结构解析与相稳定性评估等方面的应用.最后,总结理论计算在研究多组元体系时面临的主要挑战,如高质量数据集稀缺、构效关系模糊等,并对该领域在数据驱动设计、跨尺度关联、极端环境模拟等方向的发展进行了前瞻性展望.
High-entropy ceramic(HEC)demonstrates exceptional thermal and mechanical properties,along with outstanding chemical stability,which can be attributed to their high entropy,lattice distortion,sluggish diffusion,and cocktail effects.However,the expansive compositional and structural space associated with HEC renders traditional trial-and-error methods time-consuming,costly and inadequate for investigation of complex systems.Thus,theoretical calculation has become an indispensable tool for addressing these challenges.To outline recent advances in theoretical calculation for HEC,this article focuses on prevalent calculation methods,including first-principles calculations,molecular dynamics,machine learning,and calculation of phase diagrams.Additionally,it discusses research paradigms such as high-throughput computing and performance descriptors,providing a comprehensive overview of their key roles and specific applications in HEC.The article first outlines fundamental characteristics and core effects of HEC,then turns to critically examine theoretical basis of these calculation methods,elaborating on their applications through specific examples in composition design,property prediction,microstructural parsing,and phase stability assessment.Finally,this paper summarizes the major challenges encountered in theoretical calculations in the study of multi-component systems,such as the scarcity of high-quality datasets and the ambiguity of structure-property relationships.It concludes with a forward-looking outlook on the development directions in this field,including data-driven design,cross-scale correlation,and extreme environment simulation.
解陈一;缪花明;张蔚然;刘荣军;王衍飞;李端
国防科技大学 空天科学学院,长沙 410073国防科技大学 空天科学学院,长沙 410073国防科技大学 空天科学学院,长沙 410073国防科技大学 空天科学学院,长沙 410073国防科技大学 空天科学学院,长沙 410073国防科技大学 空天科学学院,长沙 410073
通用工业技术
高熵陶瓷理论计算第一性原理多尺度模拟机器学习综述
high-entropy ceramictheoretical calculationfirst principlesmultiscale simulationmachine learningreview
《无机材料学报》 2026 (5)
545-560,16
国家自然科学基金联合基金项目(U2241239)National Natural Science Foundation of China(U2241239)
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