针对目前大多数机器学习模型预测材料性质时需要大量的先验知识以及特征向量筛选困难的问题,基于电子轨道矩阵和元素周期表法两种描述符,通过特征融合的方式,设计了一种卷积神经网络模型OPCNN(Orbital of electron and Periodic table C...针对目前大多数机器学习模型预测材料性质时需要大量的先验知识以及特征向量筛选困难的问题,基于电子轨道矩阵和元素周期表法两种描述符,通过特征融合的方式,设计了一种卷积神经网络模型OPCNN(Orbital of electron and Periodic table CNN)。实验数据表明,OPCNN与其他预测模型相比,在带隙、生成热以及形成能数据集上都有着更好的性能,平均绝对误差分别为0.26 eV、0.037 KJ/mol和0.073 eV/atom,且R^(2)都达到了91%以上。OPCNN在保证了预测准确性的同时对先验知识的要求更低,只需要元素周期表中的信息即可预测材料性质,特征融合的思想可以让特征设计更加灵活,有利于新材料体系快速和准确的预测。展开更多
How do elements originate, how atoms are formed, and what are the laws? According to the unified logic of “Tong Yi Lun Thought”, combined with the elements’ attributes and the atomic composition that have been disc...How do elements originate, how atoms are formed, and what are the laws? According to the unified logic of “Tong Yi Lun Thought”, combined with the elements’ attributes and the atomic composition that have been discovered now, after determining that the mechanism of increasing yang in the atomic system is the increase of proton number, the Bian Zheng relationship among proton, neutron and electron determines that there are only 128 kinds of elements in the atomic system. At the same time, element atoms have corresponding logical relations when they are generated.展开更多
The periodic table of elements is arranged based on a series of regular polyhedron. The stability of inert gas atoms can be explained by the distribution of electrons, as well as their motion and magnetic force struct...The periodic table of elements is arranged based on a series of regular polyhedron. The stability of inert gas atoms can be explained by the distribution of electrons, as well as their motion and magnetic force structure. A magnetic force regular octahedron is proposed. It is a unique configuration that best satisfies the convergence of electrons moving in the same direction within regular polyhedra. In the case of an electrostatic force crust, the formal electron spin accounts for the crusts intrinsic magnetic moment exceeding the speed of light. If one is to consider that the electron has a magnetic outer layer and an electrostatic inner layer, then the question can be solved and abovementioned inference can provide the basis for magnetic force and momentum for the regular octahedron model. The electron periphery has twenty-petal adsorptive substances;the existence of adsorptive substance causes the magnetic force greater than the electrostatic force. Each electronic shell in the regular polyhedron is in accordance with the electron configuration of periodic table of elements;the kinetic track of each electron is a surface of regular polyhedron. The magnetic properties of iron, cobalt, and nickel can be explained by the regular dodecahedron electronic shell of an atom. The electron orbit converged from reverse direction can explain diamond. The adsorptive substances found in atomic nuclei and electrons are defined as magnetic particles called magnetons. The thermodynamic magneton theory can be better explained when it is analyzed using principles of thermodynamics, superconductivity, viscosity, and even in the creation of glass. The structure of the light is a helical line.展开更多
文摘针对目前大多数机器学习模型预测材料性质时需要大量的先验知识以及特征向量筛选困难的问题,基于电子轨道矩阵和元素周期表法两种描述符,通过特征融合的方式,设计了一种卷积神经网络模型OPCNN(Orbital of electron and Periodic table CNN)。实验数据表明,OPCNN与其他预测模型相比,在带隙、生成热以及形成能数据集上都有着更好的性能,平均绝对误差分别为0.26 eV、0.037 KJ/mol和0.073 eV/atom,且R^(2)都达到了91%以上。OPCNN在保证了预测准确性的同时对先验知识的要求更低,只需要元素周期表中的信息即可预测材料性质,特征融合的思想可以让特征设计更加灵活,有利于新材料体系快速和准确的预测。
文摘How do elements originate, how atoms are formed, and what are the laws? According to the unified logic of “Tong Yi Lun Thought”, combined with the elements’ attributes and the atomic composition that have been discovered now, after determining that the mechanism of increasing yang in the atomic system is the increase of proton number, the Bian Zheng relationship among proton, neutron and electron determines that there are only 128 kinds of elements in the atomic system. At the same time, element atoms have corresponding logical relations when they are generated.
文摘The periodic table of elements is arranged based on a series of regular polyhedron. The stability of inert gas atoms can be explained by the distribution of electrons, as well as their motion and magnetic force structure. A magnetic force regular octahedron is proposed. It is a unique configuration that best satisfies the convergence of electrons moving in the same direction within regular polyhedra. In the case of an electrostatic force crust, the formal electron spin accounts for the crusts intrinsic magnetic moment exceeding the speed of light. If one is to consider that the electron has a magnetic outer layer and an electrostatic inner layer, then the question can be solved and abovementioned inference can provide the basis for magnetic force and momentum for the regular octahedron model. The electron periphery has twenty-petal adsorptive substances;the existence of adsorptive substance causes the magnetic force greater than the electrostatic force. Each electronic shell in the regular polyhedron is in accordance with the electron configuration of periodic table of elements;the kinetic track of each electron is a surface of regular polyhedron. The magnetic properties of iron, cobalt, and nickel can be explained by the regular dodecahedron electronic shell of an atom. The electron orbit converged from reverse direction can explain diamond. The adsorptive substances found in atomic nuclei and electrons are defined as magnetic particles called magnetons. The thermodynamic magneton theory can be better explained when it is analyzed using principles of thermodynamics, superconductivity, viscosity, and even in the creation of glass. The structure of the light is a helical line.
