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Investigation of potential parameters effect on stable structures of Pt-Pd alloy nanoparticles by particle swarm algorithm

机译:粒子群算法对Pt-Pd合金纳米粒子稳定结构的潜在参数影响研究

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Because the structure determines the chemical and physical properties, atomic-level understanding of structural features of bimetallic nanoparticles (NPs) is of great importance to their syntheses and applications. In this work, we propose an improved discrete particle swarm optimization (PSO) algorithm to predict the stable structures of bimetallic NPs. In this algorithm, the variable pair of 0 and 1 (which relatively represent the two atoms) is introduced to enhance the speed of searching optimization in the initial stages, and the simulated annealing operator is added to avoid premature convergence and trapping into local optimal solution. Tetrahexahedral (THH) Pt-Pd bimetallic NPs containing 3285 atoms are used to test the effectiveness of the proposed algorithm. Furthermore, the proposed method is employed to investigate and compare the stable structures of the NPs by changing some parameters of the Gupta potentials. The results have demonstrated the superior convergence of the proposed PSO algorithm in structural prediction of bimetallic NPs. The comparison of the stable structures based on three groups of the parameters in Gupta potentials shows that for the parameter I, the structure is in best agreement with the experimental result, while for the parameter III, the Pt-Pd bimetallic NPs is most stable.
机译:由于结构决定了化学和物理特性,双金属纳米颗粒(NP)的结构特征的原子级的理解是对它们的合成和应用非常重要的。在这项工作中,我们提出了一种改进的离散粒子群优化(PSO)算法来预测双金属纳米粒子的稳定结构。在该算法中,变量对0和1(其相对表示两个原子)被引入,以提高在初始阶段搜索优化的速度,和模拟退火算加入,以避免过早收敛和陷入局部最佳解。含3285个原子四面体(THH)铂 - 钯纳米粒子的双金属被用来测试所提出的算法的有效性。此外,采用所提出的方法进行调查,并通过改变所述电位古普塔的一些参数比较NP的稳定结构。结果已经证明,在双金属纳米粒子的结构预测所提出PSO算法的收敛优越。的稳定的结构的基础上三组古普塔电位示出了参数的,对于参数I,结构与实验结果最好的协议,而对于该参数III中,铂 - 钯的双金属纳米颗粒是最稳定的比较。

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