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《无线电通信技术》2019,(3):248-252
针对锂电池健康状态(State of Healthy,SOH)预测精度低的特点,利用遗传算法改进的极限学习机(Extreme Learning Machine,ELM)算法可提高锂电池SOH的预测精度。ELM输入层到隐含层的权值及隐含层单元的阈值随机产生,ELM算法只需设置隐含层单元的数目及隐含层激活函数类型。相比传统BP算法,ELM算法具有学习速率快、泛化性能好等优点。但由于ELM网络输入层到隐含层的权值和隐含层阈值产生的随机性,ELM算法的稳定性较差。ELM算法中引入遗传算法(GA)优化输入层到隐含层的权值和隐含层单元的阈值,该方法可增强ELM算法的稳定性。实验对比了GA-ELM算法与ELM算法、BP算法、RBF算法及SVR算法对锂电池SOH的预测,结果显示GA-ELM算法相比其他算法在预测精度和算法稳定性上均有提升。 相似文献
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Merhav N. Shamai S. 《IEEE transactions on information theory / Professional Technical Group on Information Theory》2007,53(6):2254-2261
We consider the problem of rate-R, channel coding with causal/noncausal side information at the transmitter, under an additional requirement of minimizing the amount of information that can be learned from the channel output about the state sequence, which is defined in terms of the mutual information between the state sequence and the channel output sequence. A single-letter characterization is provided for the achievable region of pairs {(R, E)}. Explicit results for the Gaussian case (Costa's dirty-paper channel) are derived in full detail. 相似文献
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A Design of a Grey-Predicted Li-Ion Battery Charge System 总被引:1,自引:0,他引:1
《Industrial Electronics, IEEE Transactions on》2008,55(10):3692-3701
In this paper, we consider an Li-ion battery as a grey system. The grey prediction technique is then used to develop a grey-predicted Li-ion battery charge system (GP-LBCS). The proposed GP-LBCS is designed to replace the general constant-voltage (CV) mode using the GP mode to improve the Li-ion battery charge behavior. A GP algorithm is built in GP-LBCS to make the charge trajectories faster and safer. A 3-D Y-mesh diagram for describing the charge trajectories of the proposed GP-LBCS is simulated. A GP-LBCS prototype is designed and implemented to assess the charge performance. Experiments show that the charge speed and the charge efficiency of the proposed GP-LBCS, compared with the general constant-current-CV charge system, are increased above 23% and 1.6%, respectively. The charge speed and efficiency in the proposed GP mode are improved above 34% and 7%, respectively, compared with that in the general CV mode. 相似文献
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Design of a Charge Equalizer Based on Battery Modularization 总被引:1,自引:0,他引:1
《Vehicular Technology, IEEE Transactions on》2009,58(7):3216-3223
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锂离子电池充电:充电系统的差异与选择 总被引:1,自引:0,他引:1
Scott Dearborn 《世界电子元器件》2008,(4):29-32
简介 目前,便携式设备的供电问题向系统设计师提出了许多挑战,利用电池作为主电源的做法越来越流行,因此系统设计师必须设计出高度精密的系统,充分挖掘电池的所有潜力.每种应用都是不同的,但有一点却相同:尽可能地充分利用电池的容量,这一目标与如何恰当地为充电电池充电直接相关. 相似文献
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关于密封铅酸蓄电池充放电电路的研究 总被引:1,自引:0,他引:1
文章主要介绍了一种应用于无线采集终端备用密封铅酸蓄电池的充放电保护电路,本电路采用TI公司生产的集成电路UC3906作为充电主控电路,辅以自杀式放电保护电路,防止蓄电池的过放电,从而有效地延长了蓄电池的使用寿命。 相似文献
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This note considers a system which is subject to both partial and catastrophic failures. A Markov process, continuous in time and with three discrete states is used to demonstrate the effect of the throw-away maintenance philosophy on reliability. 相似文献
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针对金属硅化物/硅接触存在过渡层,提出了分析这种结构的肖特基接触特性的模型;讨论了过渡层厚度、界面电行及有关参数的影响,分析了不同退火条件下PtSi/Si肖特基二极管的特性。 相似文献
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密封铅蓄电池阻抗参数与荷电态 总被引:4,自引:2,他引:2
蓄电池的交流阻抗特性远比理想的单电极要复杂,不同类型的蓄电池的阻抗参数差别很大,其中有些参数有可能用于指示蓄电池的荷电态。密封铅蓄电池的荷电态在50%以上时,电池内阻几乎没有变化,但其电化学反应内阻与双层电容之积,却对荷电态很敏感。 相似文献
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Bei Chen Yugang Niu Yuanyuan Zou Tinggang Jia 《Circuits, Systems, and Signal Processing》2013,32(2):601-614
In this work, a novel robust sliding-mode control (SMC) method has been provided for uncertain stochastic Markovian jumping systems subject to actuator degradation, such that the closed-loop system is globally asymptotically stable (with probability one). In the design of switching functions, a set of specified matrices are employed such that the connections among sliding surfaces corresponding to each mode are established. Then, a sliding-mode controller is synthesized to ensure the reachability of the specified switching surface despite actuator degradation and uncertainties. Finally, the simulation results illustrate the proposed method and the effectiveness. 相似文献
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在大多数使用可充电电池组的便携式系统中,直流输入不仅给系统供电,还要给电池充电。因此,系统设计者必须考虑如何在用直流输入给系统供电的同时,快速、安全、可靠地给电池充电。 相似文献
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In this paper, we study the stability and performance optimization problem of discrete-time-varying polytopic systems with actuator saturation. First, the homogeneous polynomially parameter-dependent matrix function (HPP-DMF for abbreviation) is proposed. Then, a set invariance condition is obtained by applying the HPP-DMF to the Lyapunov function and gain scheduled control law. Based on the set invariance condition, an algorithm is proposed to minimize the worst-case performance. The conditions in the algorithm are expressed in terms of linear matrix inequalities (LMIs). In addition, it is shown that as the degree of the HPP-DMF increases the conditions become less conservative. A numerical example is presented to demonstrate the effectiveness and superiority of the proposed technique. 相似文献