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改进BP神经网络在交通事故预测中的研究 被引量:23
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作者 陈海龙 彭伟 《华东师范大学学报(自然科学版)》 CAS CSCD 北大核心 2017年第2期61-68,共8页
交通事故严重程度受多种因素的影响,适合用人工神经网络来建模预测.因为标准BP(Back Propagation,BP)神经网络具有收敛较慢的缺陷,所以在自适应学习和附加动量因子改进BP神经网络^([1])基础上做了进一步的优化改进,使附加动量因子也具... 交通事故严重程度受多种因素的影响,适合用人工神经网络来建模预测.因为标准BP(Back Propagation,BP)神经网络具有收敛较慢的缺陷,所以在自适应学习和附加动量因子改进BP神经网络^([1])基础上做了进一步的优化改进,使附加动量因子也具有自学习性.利用改进后的BP神经网络算法,选取英国利兹市的公开交通事故数据集,用影响交通事故严重程度的多种影响因素和事故严重程度构建并训练神经网络,并对最新数据进行预测.通过大量的实验对比收敛速度和预测结果,验证了改进后的算法具有更快的收敛速度和更高的预测准确率. 展开更多
关键词 BP神经网络 动量因子 自学习 交通事故
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Ab initio study of chemical effect on structural properties of Ti–Al melts
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作者 冯运 冯艳 彭海龙 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第10期556-560,共5页
We study chemical effect on the structural properties of Ti–Al melts, with the Al concentration systematically changed,via ab initio molecular dynamics simulations. By calculating the partial coordination numbers, we... We study chemical effect on the structural properties of Ti–Al melts, with the Al concentration systematically changed,via ab initio molecular dynamics simulations. By calculating the partial coordination numbers, we find a preferred connection between the nearest neighbors for Al–Ti pairs. This induces an excess Ti coordination in the cluster characterized by local five-fold symmetry in Voronoi tessellation. Structural entropy measured from the diversity of Voronoi polyhedrons shows an intriguing non-monotonic tendency with concentration: it first decreases to a minimum value at Ti_(40)Al_(60), and then increases beyond this concentration. This implies a more ordered local structure induced by the chemical interaction at the intermediate compositions. The spatial correlation among the crystalline-like or the icosahedral-like clusters also exhibits the highest intensity for Al–Ti pairs, verifying the important role played by the chemical interaction in the local structure connectivity. 展开更多
关键词 Ti–Al alloys chemical effect atomic structure ab initio simulations
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Structural origin for composition-dependent nearest atomic distance in Cu–Zr metallic glass
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作者 张驰 刘华山 彭海龙 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第11期545-549,共5页
We systematically investigate the structures of Cu–Zr metallic glass(MG) by varying the Cu concentration in classic molecular-dynamics simulation. From the pair distribution functions(PDFs), it is found that the near... We systematically investigate the structures of Cu–Zr metallic glass(MG) by varying the Cu concentration in classic molecular-dynamics simulation. From the pair distribution functions(PDFs), it is found that the nearest atomic distance between Zr atom and Zr atom increases significantly after adding Cu, which is related to the composition-dependent coordination behavior between Cu atom and Zr atom in the nearest neighbors. The portion of PDF related to the nearest connection is decomposed into the contributions from quadrilateral structure, pentagonal structure, hexagonal structure,and heptagonal bipyramid structure. Although the population of denser structures, i.e. 5-, 6-, and 7-number sharing ones,increases with Cu addition increasing, the connection distances between the central atoms in all these bipyramids increase for Zr–Zr pairs, leading to the expansion of Zr–Zr nearest atomic distance. These results unveil the effect of the interplay between chemical interaction and geometric packing on the atomic-level structure in Cu–Zr metallic glasses. 展开更多
关键词 metallic glass structure molecular dynamics
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等离子体助燃含硼富燃燃气燃烧实验研究 被引量:2
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作者 冯喜平 纪海龙 +2 位作者 张鹏 王恒 侯昱舟 《推进技术》 EI CAS CSCD 北大核心 2017年第3期597-603,共7页
等离子体能够有效地改善燃料的燃烧速率,缩短点火时间,改变火焰稳定性,被认为是最高效的辅助点火方法。为了验证等离子体对含硼富燃燃气燃烧的增强特性,利用一套带透明窗的燃烧实验装置开展了多次实验研究。实验结果表明,在补燃室环境... 等离子体能够有效地改善燃料的燃烧速率,缩短点火时间,改变火焰稳定性,被认为是最高效的辅助点火方法。为了验证等离子体对含硼富燃燃气燃烧的增强特性,利用一套带透明窗的燃烧实验装置开展了多次实验研究。实验结果表明,在补燃室环境中加入等离子体可使富燃燃气点火位置靠前,燃烧火焰面变大,高温反应区前移,从而改善了硼粒子的燃烧环境;通过计算对比有/无等离子工况下的补燃室二次燃烧效率,表明加入等离子后可使得补燃室二次燃烧效率提高5%以上,且随着放电功率的增加,等离子体助燃效果也显著增加,补燃室中增加的燃烧热与等离子体放电功率比值大约在7左右。 展开更多
关键词 等离子体 富燃燃气 燃烧效率 等离子助燃
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