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一种新的选择性支持向量机集成学习算法 被引量:22
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作者 唐耀华 高静怀 包乾宗 《西安交通大学学报》 EI CAS CSCD 北大核心 2008年第10期1221-1225,共5页
针对支持向量机(SVM)在应用于集成学习中会失效的问题,提出一种选择性SVM集成学习算法(SE-SVM),利用ξα误差估计法估计个体SVM泛化性度量,并基于负相关学习理论引入差异性度量,通过递归删除法选择出一组泛化性能优良、相互间差异性大的... 针对支持向量机(SVM)在应用于集成学习中会失效的问题,提出一种选择性SVM集成学习算法(SE-SVM),利用ξα误差估计法估计个体SVM泛化性度量,并基于负相关学习理论引入差异性度量,通过递归删除法选择出一组泛化性能优良、相互间差异性大的SVM参与集成学习.基于UCI数据的仿真实验表明,SE-SVM能够平均提高SVM的分类正确率0.4%,比常规的Bag-ging集成学习方法和负相关集成学习方法的分类正确率分别提高了0.24%和0.16%. 展开更多
关键词 泛化性度量 集成学习 负相关 支持向量机
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Enhancing sodium-ion storage performance of MoO/N-doped carbon through interfacial Mo–N–C bond 被引量:1
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作者 Bin Huang Shuang Liu +7 位作者 Xu Zhao Yanwei Li Jianwen Yang Quanqi Chen Shunhua Xiao Wenhua Zhang Hong-En Wang Guozhong Cao 《Science China Materials》 SCIE EI CSCD 2021年第1期85-95,共11页
Na-ion batteries(SIBs)have attracted considerable attention as promising alternatives to commercial Li-ion batteries(LIBs)due to comparable redox potential,and natural abundance of Na.However,it remains challenging to... Na-ion batteries(SIBs)have attracted considerable attention as promising alternatives to commercial Li-ion batteries(LIBs)due to comparable redox potential,and natural abundance of Na.However,it remains challenging to explore suitable anodes for SIBs.Herein,a MoO2/N-doped carbon(MoO2/N-C)composite composed of MoO2 nanocrystals embedded within carbon matrix with a Mo–N–C chemical bond is prepared by a simple yet effective carbonization-induced topochemical transformation route.Na-ion half-cells using MoO2/N-C exhibit excellent cycling stability over 5000 cycles at 5 A g^-1 and superior rate capability.Physicochemical characterizations and first-principles density functional theory(DFT)simulations reveal that the formation of chemical bond at the interface between MoO2 and N-doped carbon plays an important role in the excellent charge storage properties of MoO2/N-C.More importantly,the interfacial coupling can efficiently promote interface charge transfer.Benefiting from this,Na-ion capacitors(SICs)constructed with the MoO2/N-C anode and activated carbon cathode can deliver an impressive energy density of 15 W h kg^-1 at a power density of 1760 W kg^-1,together with a capacitance retention of 92.4%over 1000 cycles at 10 A g^-1.The proposed strategy in this paper based on interfacial chemical bond may hold promises for the design of high-performance electrodes for energy storage devices. 展开更多
关键词 topochemical transformation Mo–N chemical bond Na-ion batteries Na-ion capacitor density functional theory simulations
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