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创建层次化材料表象以实现分子间耦合的可迁移预测 被引量:1
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作者 李翀 梁超 +2 位作者 伊丽米然木·肉扎洪 王彪 李华山 《Science China Materials》 SCIE EI CAS CSCD 2023年第2期819-826,共8页
发现和优化纳米复合材料可以通过融合从头算方法和机器学习(ML)来实现,目前的瓶颈在于缺乏原子尺度上描述单体间相互作用的ML模型.我们开发了名为双区域网络(DRN)的深度学习算法,通过训练学习原子之间的多尺度交互作用,预测了由337种不... 发现和优化纳米复合材料可以通过融合从头算方法和机器学习(ML)来实现,目前的瓶颈在于缺乏原子尺度上描述单体间相互作用的ML模型.我们开发了名为双区域网络(DRN)的深度学习算法,通过训练学习原子之间的多尺度交互作用,预测了由337种不同分子组成的分子对在随机构型中的电子耦合强度,平均绝对误差低至2.8 meV.基于两种截止半径的层次化材料表象被证明对DRN模型的高迁移性和鲁棒性至关重要,这种材料表征方式不仅捕获了共轭片段的局部特征,而且在模型训练之前编码了重要的分子片段间相互作用.本研究建立的ML模型为描述单体间相互作用提供了普适的建模框架,为复杂纳米复合材料的逆向设计打下了基础. 展开更多
关键词 平均绝对误差 机器学习 区域网络 逆向设计 原子尺度 深度学习算法 材料表征 模型训练
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Valley piezoelectricity promoted by spin-orbit coupling in quantum materials
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作者 yilimiranmu rouzhahong Chao Liang +2 位作者 Chong Li Biao Wang Huashan Li 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2023年第4期133-141,共9页
Quantum materials have exhibited attractive electro-mechanical responses,but their piezoelectric coefficients are far from satisfactory due to the lack of feasible strategies to benefit from the quantum effects.We dis... Quantum materials have exhibited attractive electro-mechanical responses,but their piezoelectric coefficients are far from satisfactory due to the lack of feasible strategies to benefit from the quantum effects.We discovered the valley piezoelectric mechanism that is absent in the traditional piezoelectric theories yet promising to overcome this challenge.A theoretical model was developed to elucidate the valley piezoelectricity in 2D materials as originating from the strong spin-orbit coupling.Consistent analytical and density-functional-theory calculations validate the model and unveil the crucial dependence of valley piezoelectricity on valley/spin splitting and hybridization energy.Up to 50%of electro-mechanical responses in our tested twodimensional systems are attributed to the valley piezoelectric mechanisms.Rational strategies including doping,passivation,and external strain are proposed to optimize piezoelectricity,with a more than 127%increase in piezoelectricity demonstrated by density-functional-theory simulations.The general valley piezoelectric model not only opens an opportunity to achieve outstanding piezoelectricity via optimizing intrinsic variables but also makes the large family of valley materials promising for piezoelectric sensing and energy harvesting. 展开更多
关键词 PIEZOELECTRICITY VALLEY modern polarization theory Berry curvature
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