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基于神经网络的固体氧化物燃料电池电堆建模 被引量:9
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作者 吴小娟 朱新坚 +1 位作者 曹广益 屠恒勇 《系统仿真学报》 EI CAS CSCD 北大核心 2008年第4期1068-1071,共4页
针对现有的固体氧化物燃料电池(SOFC)模型过于复杂,难以满足工程上对SOFC系统实时控制设计的需要,提出了利用遗传算法(GA)优化径向基函数(RBF)神经网络实现对SOFC电堆建模。在建模过程中,利用遗传算法优化RBF神经网络的输出权值及高斯... 针对现有的固体氧化物燃料电池(SOFC)模型过于复杂,难以满足工程上对SOFC系统实时控制设计的需要,提出了利用遗传算法(GA)优化径向基函数(RBF)神经网络实现对SOFC电堆建模。在建模过程中,利用遗传算法优化RBF神经网络的输出权值及高斯基函数的中心向量和基宽向量,采用优化后的参数作为网络初始值,然后利用梯度下降法对各参数进行调整。通过仿真对该建模的有效性和建模精度进行了检验。 展开更多
关键词 固体氧化物燃料 径向基函数神经网络 遗传算法 电特性模型
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Aging Characteristics of Lithium-Ion Battery Under Fast Charging Based on Electrochemical-thermalmechanical Coupling Model
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作者 Dong-Xu Zuo Pei-Chao Li 《电化学(中英文)》 CAS 北大核心 2024年第9期10-24,共15页
The aging characteristics of lithium-ion battery(LIB)under fast charging is investigated based on an electrochemical-thermal-mechanical(ETM)coupling model.Firstly,the ETM coupling model is established by COMSOL Multip... The aging characteristics of lithium-ion battery(LIB)under fast charging is investigated based on an electrochemical-thermal-mechanical(ETM)coupling model.Firstly,the ETM coupling model is established by COMSOL Multiphysics.Subsequently,a long cycle test was conducted to explore the aging characteristics of LIB.Specifically,the effects of charging(C)rate and cycle number on battery aging are analyzed in terms of nonuniform distribution of solid electrolyte interface(SEI),SEI formation,thermal stability and stress characteristics.The results indicate that the increases in C rate and cycling led to an increase in the degree of nonuniform distribution of SEI,and thus a consequent increase in the capacity loss due to the SEI formation.Meanwhile,the increases in C rate and cycle number also led to an increase in the heat generation and a decrease in the heat dissipation rate of the battery,respectively,which result in a decrease in the thermal stability of the electrode materials.In addition,the von Mises stress of the positive electrode material is higher than that of the negative electrode material as the cycling proceeds,with the positive electrode material exhibiting tensile deformation and the negative electrode material exhibiting compressive deformation.The available lithium ion concentration of the positive electrode is lower than that of the negative electrode,proving that the tensile-type fracture occurring in the positive material under long cycling dominated the capacity loss process.The aforementioned studies are helpful for researchers to further explore the aging behavior of LIB under fast charging and take corresponding preventive measures. 展开更多
关键词 Lithium-ion battery Aging characteristics Fast charging Electrochemical-thermal-mechanical coupling model
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Structural-acoustic coupling characteristics of honeycomb sandwich plate based on parameter sensitivity analysis 被引量:1
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作者 王盛春 沈卫东 +1 位作者 徐嘉锋 李赟 《Journal of Central South University》 SCIE EI CAS 2014年第1期252-261,共10页
The structural-acoustic coupling model for isotropic thin elastic plate was extended to honeycomb sandwich plate(HSP) by applying Green function method.Then an equivalent circuit model of the weakly-strongly coupled s... The structural-acoustic coupling model for isotropic thin elastic plate was extended to honeycomb sandwich plate(HSP) by applying Green function method.Then an equivalent circuit model of the weakly-strongly coupled system was proposed.Based on that,the estimation formulae of the coupled eigenfrequency were derived.The accuracy of the theoretical predictions was checked against experimental data,with good agreement achieved.Finally,the effects of HSP design parameters on the system coupling degree,the acoustic cavity eigenfrequency,and sound pressure response were analyzed.The results show that mechanical and acoustical characteristics of HSP can be improved by increasing the thickness of face sheet and reducing the mass density of material. 展开更多
关键词 honeycomb sandwich plate sensitivity structural-acoustic coupling
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