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基于强化学习的改进差分演化算法求解Thomson问题
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作者 张婉冰 戴光明 +4 位作者 彭雷 王茂才 宋志明 陈晓宇 袁卓铭 《软件导刊》 2025年第5期87-96,共10页
针对物理学家Thomson提出的点电荷在球面上能量最低的最佳排列问题,提出一种基于强化学习的改进差分演化算法RLHDE_ILS。为提高算法的搜索能力,设计一种基于强化学习自适应控制差分演化算法缩放因子的策略,采用强化学习的智能体为每一... 针对物理学家Thomson提出的点电荷在球面上能量最低的最佳排列问题,提出一种基于强化学习的改进差分演化算法RLHDE_ILS。为提高算法的搜索能力,设计一种基于强化学习自适应控制差分演化算法缩放因子的策略,采用强化学习的智能体为每一代选择最合适的参数值;同时为了增强算法的局部搜索能力,提出一种结合随机梯度下降与序列二次规划的两阶段混合局部搜索算子,在迭代后期进行精细搜索。对8种不同规模的Thomson问题进行仿真实验,结果表明,与其他15种具有代表性的相关算法相比,RLHDE_ILS算法在处理Thomson问题方面具有更快的收敛速度和更高的求解精度。 展开更多
关键词 球面点分布 thomson问题 差分演化算法 强化学习 局部搜索
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Dynamics and Equilibria of N Point Charges on a 2D Ellipse or a 3D Ellipsoid
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作者 Barah Makhdum Ali Nadim 《Applied Mathematics》 2023年第4期245-264,共20页
We consider the so-called Thomson problem which refers to finding the equilibrium distribution of a finite number of mutually repelling point charges on the surface of a sphere, but for the case where the sphere is re... We consider the so-called Thomson problem which refers to finding the equilibrium distribution of a finite number of mutually repelling point charges on the surface of a sphere, but for the case where the sphere is replaced by a spheroid or ellipsoid. To get started, we first consider the problem in two dimensions, with point charges on circles (for which the equilibrium distribution is intuitively obvious) and ellipses. We then generalize the approach to the three-dimensional case of an ellipsoid. The method we use is to begin with a random distribution of charges on the surface and allow each point charge to move tangentially to the surface due to the sum of all Coulomb forces it feels from the other charges. Deriving the proper equations of motion requires using a projection operator to project the total force on each point charge onto the tangent plane of the surface. The position vectors then evolve and find their final equilibrium distribution naturally. For the case of ellipses and ellipsoids or spheroids, we find that multiple distinct equilibria are possible for certain numbers of charges, depending on the starting conditions. We characterize these based on their total potential energies. Some of the equilibria found turn out to represent local minima in the potential energy landscape, while others represent the global minimum. We devise a method based on comparing the moment-of-inertia tensors of the final configurations to distinguish them from one another. 展开更多
关键词 thomson problem Point Charges ELLIPSOID Constrained Optimization
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Simulation 0f the Heat Transfer in the Nanocathode
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作者 V.G. Daniov V.Yu. Rudnev V.I. Kretov 《Open Journal of Applied Sciences》 2012年第4期78-81,共4页
The heat transfer processis simulated in a nano-sized cone-shaped cathode. A model of heat transfer is constructed using the phase field system and theNottingham effect. We considerinfluence of the free boundary curva... The heat transfer processis simulated in a nano-sized cone-shaped cathode. A model of heat transfer is constructed using the phase field system and theNottingham effect. We considerinfluence of the free boundary curvature and the Nottingham effect on the heat balance in the cathode. 展开更多
关键词 thermo-field EMISSION CATHODE Nottingham effect free BOUNDARY phase FIELD system Stefan-Gibbs-thomson problem
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Thomson问题的数值解及应用计算化学 被引量:1
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作者 李泽中 薛英 《计算机与应用化学》 CAS CSCD 北大核心 2008年第8期996-1000,共5页
提出一种能精确而有效的计算方法,用于计算分子各种表面积如容剂可及性表面积、范德华表面积和体积,对计算蛋白质溶剂化能、表征分子形状、计算药物分子在蛋白质分子表面的对接及预测有机小分子生物活性均有重要意义。本文针对n个单位... 提出一种能精确而有效的计算方法,用于计算分子各种表面积如容剂可及性表面积、范德华表面积和体积,对计算蛋白质溶剂化能、表征分子形状、计算药物分子在蛋白质分子表面的对接及预测有机小分子生物活性均有重要意义。本文针对n个单位点电荷在单位球面上均匀分布问题-Thomson问题,采用Metropolis Monte Carlo模拟退火方法数值求解,得到了与其它方法一致的结果,并用于小分子和大分子的容剂可及性表面积及范德华表面积和体积的快速计算,提出采用高时斯定理计算分子体积的新方法,结果很好。 展开更多
关键词 thomson问题 模拟退火方法 分子表面积和体积 高斯定理
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