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基于互信息选择特征向量的锂离池SOH估计 被引量:2
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作者 孙豪豪 潘庭龙 吴定会 《控制工程》 CSCD 北大核心 2019年第4期700-707,共8页
针对锂电池样本呈现出的数据量少、非线性特征,提出了一种基于互信息选择支持向量机回归(SVR)模型的输入特征向量来估计SOH的方法。考虑到影响支持向量机计算结果的因素包含输入样本的代表性和模型参数设置的好坏,在输入样本的选择上使... 针对锂电池样本呈现出的数据量少、非线性特征,提出了一种基于互信息选择支持向量机回归(SVR)模型的输入特征向量来估计SOH的方法。考虑到影响支持向量机计算结果的因素包含输入样本的代表性和模型参数设置的好坏,在输入样本的选择上使用了互信息的方法,最终选择了恒流恒压充电过程中的电压均值和最高最低温差作为输入特征向量;选择网格搜索算法优化模型参数。实验结果表明,基于互信息选择SVR输入特征向量的锂离池SOH估计结果与基于B P神经网络模型的估计结果相比,所提方法获得了较高的SOH估计精度和泛化能力。 展开更多
关键词 锂电池 SVR 互信息 恒流恒压充电 电压均值 最高最低温差 SOH
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Observed trends in diurnal temperature range over Nigeria 被引量:1
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作者 DIKE Victor Nnamdi LIN Zhaohui +1 位作者 WANG Yuxi NNAMCHI Hyacinth 《Atmospheric and Oceanic Science Letters》 CSCD 2019年第2期131-139,共9页
The long-term trend of diurnal temperature range(DTR)over Nigeria was examined using daily station-based datasets for the period 1971–2013.The results show that the regionally averaged DTR has decreased significantly... The long-term trend of diurnal temperature range(DTR)over Nigeria was examined using daily station-based datasets for the period 1971–2013.The results show that the regionally averaged DTR has decreased significantly(-0.34°C per decade)over the Nigerian Sahel(north of 10°N),but there has been a slight increasing trend(0.01°C per decade)over the Nigerian Guinea Coast.The annual decreasing trend of DTR in the Nigerian Sahel is mainly attributable to the significant increasing trend in daily minimum temperature(Tmin,0.51°C per decade),which far outstrips the rate of increase in the daily maximum(Tmax,0.17°C per decade).In contrast,the comparable trends in Tmin(0.19°C per decade)and Tmax(0.20°C per decade)may explain the non-significant trend of the DTR averaged over the Guinea Coast region.It is observed that the DTR has decreased more in boreal summer(June–July–August)than in boreal winter(December–January–February)for the regions.Furthermore,it is found that the significant DTR declining trend over the Nigerian Sahel is closely associated with an increasing trend of annual and summer precipitation in the region,but the increasing DTR trend in the Nigerian Guinea Coast region can be attributed to the decreasing trend of cloud cover over the region. 展开更多
关键词 Diurnal temperature range maximum/minimum temperature TREND NIGERIA
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