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随机权分布对极限学习机性能影响的实验研究 被引量:6
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作者 翟俊海 臧立光 张素芳 《计算机科学》 CSCD 北大核心 2016年第12期125-129,145,共6页
极限学习机是一种训练单隐含层前馈神经网络的算法,它随机初始化输入层的权值和隐含层结点的偏置,用分析的方法确定输出层的权值。极限学习机具有学习速度快、泛化能力强的特点。很多研究都用服从[-1,1]区间均匀分布的随机数初始化输入... 极限学习机是一种训练单隐含层前馈神经网络的算法,它随机初始化输入层的权值和隐含层结点的偏置,用分析的方法确定输出层的权值。极限学习机具有学习速度快、泛化能力强的特点。很多研究都用服从[-1,1]区间均匀分布的随机数初始化输入层权值和隐含层结点的偏置,但没有对这种随机初始化合理性的研究。用实验的方法对这一问题进行了研究,分别研究了随机权服从均匀分布、高斯分布和指数分布对极限学习机性能的影响。研究发现随机权的分布对极限学习机的性能的确有影响,对于不同的问题或不同的数据集,服从[-1,1]区间均匀分布的随机权不一定是最优的选择。研究结论对从事极限学习机研究的人员具有一定的借鉴作用。 展开更多
关键词 随机权分布 极限学习机 均匀分布 高斯分布 指数发布
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Statistical study of magnetotail flux ropes near the lunar orbit 被引量:1
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作者 ZHAO Si Qi TIAN An Min +10 位作者 SHI Quan Qi XIAO Chi Jie FU Sui Yan ZONG Qiu Gang WANG Hui Zi ZHANG Shuai ZHAO Shao Jie PAN Dong Xiao TENG Shang Chun LIU Yi Xing TAN Kun 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2016年第10期1591-1596,共6页
Flux-rope/TCR events near the magnetotail lunar orbit (-67RE 〈 GSM X* 〈 -39RE) were studied using magnetic-field and plasma data measured by THEMIS B and C between January 2011 and March 2012. The aberrant coordi... Flux-rope/TCR events near the magnetotail lunar orbit (-67RE 〈 GSM X* 〈 -39RE) were studied using magnetic-field and plasma data measured by THEMIS B and C between January 2011 and March 2012. The aberrant coordinate GSM*, where the X* axis is rotated 4° relative to GSM-X, was used to count the occurrence rate. The number ratio of earthward to tailward events was about 3:5. Moreover, the event occurrence rate distribution showed a clear dawn-dusk asymmetry distribution, with dusk-side events accounting for 57.98%. A superposed epoch analysis of the flux-rope events showed that earthward events had a shorter duration in the leading than in the trailing part. Earthward events also displayed a lower temperature and a lower flow speed than tailward events. We studied the relationship between the event occurrence rate and geomagnetic activity level even further. The occurrence rate of tailward flux-rope/TCR events increases with increasing AE-index, whereas earthward events occur mainly in the relatively quiet period of geomagnetic activity (AE - 100-300 nT). Flux-rope/TCR events identi- fied within a 10 mm time frame were treated as belonging to a single reconnection event. By comparing the occurrence rates of earthward and tailward events along X*, we estimated the most likely location of the near-Earth reconnection site as X* = -36RE. 展开更多
关键词 MAGNETOTAIL flux rope TCR dawn-dusk asymmetry reconnection site
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