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Evaluation of Generalized Error Function via Fast-Converging Power Series
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作者 Serdar Beji 《Advances in Pure Mathematics》 2024年第6期495-514,共20页
A generalized form of the error function, Gp(x)=pΓ(1/p)∫0xe−tpdt, which is directly associated with the gamma function, is evaluated for arbitrary real values of p>1and 0x≤+∞by employing a fast-converging power... A generalized form of the error function, Gp(x)=pΓ(1/p)∫0xe−tpdt, which is directly associated with the gamma function, is evaluated for arbitrary real values of p>1and 0x≤+∞by employing a fast-converging power series expansion developed in resolving the so-called Grandi’s paradox. Comparisons with accurate tabulated values for well-known cases such as the error function are presented using the expansions truncated at various orders. 展开更多
关键词 Generalized Error Function Gamma Function Grandi’s Paradox Fast-Converging power series
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Theoretical and Empirical Limits: Reexamining Betz’s Upper Limit towards a Practical Power Coefficients in Wind Turbines*
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作者 Richard M. Kimiti Francis N. Kariuki +1 位作者 Joseph N. Kamau Timonah N. Soitah 《World Journal of Engineering and Technology》 2024年第4期851-866,共16页
The aspiration of all wind turbine designers is to attain Betz’s upper limit, which represents the highest efficiency in wind energy extraction. Majority of working turbines operate slightly below this limit with an ... The aspiration of all wind turbine designers is to attain Betz’s upper limit, which represents the highest efficiency in wind energy extraction. Majority of working turbines operate slightly below this limit with an exception of a few operating in wind tunnels. This study proposes for a comprehensive reevaluation of Betz’s derivation, aiming to establish the gap between a theoretical power limit and a practical limit for realization. There are two common expressions for power coefficient giving the same optimal value of 59%, but they generate different power-coefficient curves when plotted against velocity ratios. This paper presents a new method being referred as “Direct Multiplication Fractional Change” (DMFC) for deriving power-coefficient curves in wind energy, and compares its generated curve with established models. Discrepancies in power-coefficient expressions are identified and harmonized. Three approaches, namely EVAM, LVM, and DMFCM, were used for the numerical derivation of cp in the study, with their evaluation summarized in a table. The study collaborates its findings with a formulated velocity-distance curve, commonly presented as a hypothetical velocity profile in some publications. The results from DMFCM indicate two distinct maxima for the power coefficient. On the front side of the disc, a maximum of 0.5 is achievable in practice, although it is not the highest theoretically. On the rear side, a theoretical maximum of 0.59 is observed, but this value is not attainable in practice. These maxima are separated by their positions along the line of flow relative to the disc. However, this approximation is limited to a streamlined flow model of the rotor disc. 展开更多
关键词 Wind Turbine Betz’s Limit power Coefficient Kinetic Pressure Rotor Disc
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基于优化广义S变换和混合输入神经网络的电能质量扰动识别
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作者 刘海涛 武祥 +3 位作者 张淑清 刘大鹏 刘勇 穆勇 《计量学报》 北大核心 2025年第1期53-61,共9页
利用广义S变换时频矩阵中时间最大幅值曲线和频率最大幅值曲线与电能质量信号幅值和频谱包络线的相关性,提出优化广义S变换的方法对高斯窗函数参数进行自适应选取,充分保留了电能质量扰动的幅值和频率特征。然后提出一种混合输入神经网... 利用广义S变换时频矩阵中时间最大幅值曲线和频率最大幅值曲线与电能质量信号幅值和频谱包络线的相关性,提出优化广义S变换的方法对高斯窗函数参数进行自适应选取,充分保留了电能质量扰动的幅值和频率特征。然后提出一种混合输入神经网络框架,分别对原始时间序列和优化广义S变换得到的时频矩阵进行自动特征提取,最后将2种输入提取到的特征进行组合并利用全连接层来识别扰动类型。通过对包含26种电能质量扰动类型的仿真数据集进行训练和验证,结果表明所述方法对扰动识别准确率为99.77%;然后对2种实际电网扰动信号进行测试,对扰动识别准确率仍然能达到92.5%,高于传统单一输入神经网络。 展开更多
关键词 电学计量 电能质量 扰动识别 s变换 卷积神经网络 混合输入
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基于优化窗函数改进S变换的低频振荡暂态检测方法
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作者 江青柳 梁成斌 +2 位作者 陈光贵 王嵘瑜 贺青 《计量学报》 北大核心 2025年第1期133-140,共8页
低频振荡暂态是电力系统中常见的一种电能质量扰动,其直接影响电力系统的安全、稳定运行。通过对影响时频分析算法检测精度的窗函数进行了研究,提出一种基于优化窗函数改进S变换的低频振荡暂态检测方法。首先,对时频分析算法中窗函数随... 低频振荡暂态是电力系统中常见的一种电能质量扰动,其直接影响电力系统的安全、稳定运行。通过对影响时频分析算法检测精度的窗函数进行了研究,提出一种基于优化窗函数改进S变换的低频振荡暂态检测方法。首先,对时频分析算法中窗函数随检测频率变化的改变特性进行分析,确定了适用于低频振荡暂态扰动检测的优化窗函数,并利用其构造了改进S变换算法;其次,通过利用卷积定理、Fourier变换及其逆变换,推导了改进S变换算法快速实现的计算表达式,获取了包含信号幅值、相位信息的二维时频矩阵,给出了改进算法的实现流程;最后,采用包含低频振荡暂态扰动的电网信号对改进算法进行了测试。该优化算法对低频振荡暂态扰动表现出相对最佳的时频能量聚集性能,实际实验中所测得扰动中心频率为600 Hz,与扰动的生成频率相吻合,验证了改进算法的可行性和有效性。 展开更多
关键词 电磁计量 电能质量扰动 改进s变换 低频振荡暂态 窗函数优化 时频能量聚集
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Exploring the Pathways of Power Grid Marketing Management Based on Big Data
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作者 Naihai Feng 《Proceedings of Business and Economic Studies》 2024年第6期83-88,共6页
The electric power industry is undergoing profound transformations driven by big data,posing challenges to the traditional power grid marketing management model.These challenges include neglecting market demands,insuf... The electric power industry is undergoing profound transformations driven by big data,posing challenges to the traditional power grid marketing management model.These challenges include neglecting market demands,insufficient data support,and inadequate customer service.The application of big data technology offers innovative solutions for power grid marketing management,encompassing critical aspects such as data collection and integration,storage management,analysis,and mining.By leveraging these technologies,power grid enterprises can precisely understand customer needs,optimize marketing strategies,and enhance operational efficiency.This paper explores strategies for power grid marketing management based on big data,addressing areas such as customer segmentation and personalized services,as well as market demand forecasting and response.Furthermore,it proposes implementation pathways,including essential elements such as organizational structure and team building,data quality and governance systems,training,and cultural development.These efforts aim to ensure the effective application of big data technology and maximize its value. 展开更多
关键词 Big data technology power grid marketing management Implementation pathways Publisher’s note Bio-Byword scientific
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Real-Time Information System of Power Plant Based on B/S Computing Mode 被引量:2
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作者 徐治皋 高正平 司风琪 《Journal of Southeast University(English Edition)》 EI CAS 2002年第1期80-83,共4页
This paper introduces the system structure and work principle of the upgraded real time information system in Wangting Power Plant, and then expounds the realization way and function features of this system on B/S co... This paper introduces the system structure and work principle of the upgraded real time information system in Wangting Power Plant, and then expounds the realization way and function features of this system on B/S computing mode. The results of field application show the new system has good capability, reliability and expandability. 展开更多
关键词 power plant real time information system B/s mode DCs
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基于s-Power级数的对数螺线多项式逼近表示
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作者 张帆 康宝生 《西北大学学报(自然科学版)》 CAS CSCD 北大核心 2011年第1期33-37,共5页
目的为得到对数螺线的多项式逼近表示。方法利用s-Power级数,也就是泰勒两点展开的模式,得到它的多项式逼近表示。结果截断s-Power级数的前k项,就得到了k阶埃尔米特插值,也就是(2k+1)次的具有和给定区间对数螺线相同k阶端点导数的多项... 目的为得到对数螺线的多项式逼近表示。方法利用s-Power级数,也就是泰勒两点展开的模式,得到它的多项式逼近表示。结果截断s-Power级数的前k项,就得到了k阶埃尔米特插值,也就是(2k+1)次的具有和给定区间对数螺线相同k阶端点导数的多项式曲线。通过分段拼接就得到了在拼接点具有Ck连续的Hermite B样条曲线。结论该方法计算简单,并且通过提高次数,可得到高精度逼近,是Christoph Baumgarten等人三次有理样条曲线逼近法的更合适的替代。 展开更多
关键词 对数螺线 埃尔米特逼近 s-power级数 埃尔米特样条
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高压管汇材料疲劳性能测试及P-S-N模型曲线的拟合 被引量:1
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作者 黄艳娟 周思柱 李宁 《长江大学学报(自然科学版)》 2024年第3期55-61,共7页
高压管汇作为压裂设备中的主要易损件之一,其失效危害较大。它的失效原因主要是疲劳、冲蚀、腐蚀或者材料缺陷引起的刺漏和爆裂,其中尤以疲劳失效最不可预估。目前,对于高压管汇材料的疲劳性能研究不够深入,为解决高压管汇材料疲劳寿命... 高压管汇作为压裂设备中的主要易损件之一,其失效危害较大。它的失效原因主要是疲劳、冲蚀、腐蚀或者材料缺陷引起的刺漏和爆裂,其中尤以疲劳失效最不可预估。目前,对于高压管汇材料的疲劳性能研究不够深入,为解决高压管汇材料疲劳寿命的准确描述问题,以某国产高压管汇材料为例,进行了一系列疲劳试验,并基于试验数据,采用多种分布模型和不同S-N模型进行拟合分析,得出综合评价拟合能力最强的P-S-N模型。结果表明,该材料在中长疲劳寿命区,Weibull三参数模型在7级应力水平下综合评价能力最好;在存活率分别为50%、90%、99%、99.9%时,指数S-N模型的拟合系数均大于0.98,拟合能力最好。得出的P-S-N模型曲线可以为高压管汇的疲劳寿命以及安全设计提供依据。 展开更多
关键词 高压管汇材料 正态分布模型 Weibull分布模型 P-s-N模型 幂函数s-N模型 指数s-N模型
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电动汽车无线充电系统LCL-S型补偿拓扑研究
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作者 刘洁 宋安然 陈莹 《汽车实用技术》 2024年第24期11-14,共4页
在电动汽车无线电能传输系统的研究中,针对高频逆变环节后出现的谐波问题,提出了一种基于LCL-S型补偿方法。分析了LCL型补偿网络的恒流特性和补偿后输入阻抗呈电阻性,使系统的功率因数提高且系统的传输特性更加稳定高效。利用Maxwell和M... 在电动汽车无线电能传输系统的研究中,针对高频逆变环节后出现的谐波问题,提出了一种基于LCL-S型补偿方法。分析了LCL型补偿网络的恒流特性和补偿后输入阻抗呈电阻性,使系统的功率因数提高且系统的传输特性更加稳定高效。利用Maxwell和MATLAB与Simplorer对补偿环节拓扑的选取进行联合动态仿真验证。仿真结果表明,LCL-S补偿后的仿真波形图更加稳定。研究表明电动汽车无线充电LCL-S型补偿拓扑下的系统传输特性良好。 展开更多
关键词 无线电能传输 LCL-s 补偿网络 联合仿真 恒流特性
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Identification of voltage sag source location using S and TT transformed disturbance power 被引量:1
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作者 Hussain Shareef Azah Mohamed Ahmad Asrul Ibrahim 《Journal of Central South University》 SCIE EI CAS 2013年第1期83-97,共15页
An alternative method was introduced for voltage sag source location based on S and TT transformed disturbance powers. It is done to avoid the wrong and inconclusive detection of conventional disturbance power method ... An alternative method was introduced for voltage sag source location based on S and TT transformed disturbance powers. It is done to avoid the wrong and inconclusive detection of conventional disturbance power method proposed in the literature. Unlike in the case of the traditional method, the proposed method first transforms the recorded voltage and current during the sag event to some special features before calculating the new version of disturbance powers. The effectiveness of the proposed method has been verified through simulation and actual data from an industrial power system. The results show that the presented method can correctly detect the location of voltage sag source. 展开更多
关键词 power quality voltage sag s transform TT transform signal processing
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Information content method for evaluating diagnostic tests and its comparison of power with other methods 被引量:1
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作者 陈平雁 王斌会 莫一心 《Journal of Medical Colleges of PLA(China)》 CAS 1996年第2期106-113,共8页
This paper derives the variance of the information content and develops its statistical inference method. We describe the relations between information content and sensitivity, specificity, efficiency, prevalence rate... This paper derives the variance of the information content and develops its statistical inference method. We describe the relations between information content and sensitivity, specificity, efficiency, prevalence rate. If sensitivity, specificity and efficiency are fixed, the closer to 0. 5 the prevalence rate is, the more the information content. If prevalence rate and efficiency are fixed, the closer to each other the sensitivity and specificity are, the more the information content. We compare the power of information content method, efficiecy test, Youden's index test and kappa coefficient method. The information content method has higher power than the other methods in most conditions. It is especially sensitive to the difference between two sensitivities. It comes to conclusion that the information content method has more virtues than the other methods mentioned in this paper. 展开更多
关键词 DIAGNOsTIC test INFORMATION CONTENT power KAPPA COEFFICIENT Youden’s index
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Evaluation of axial length/total corneal refractive power ratio as a potential marker for ocular diagnosis of Marfan’s syndrome in children 被引量:1
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作者 Tian-Hui Chen Ai-Zhu Miao +6 位作者 Yu-Liang Wang Min Zhang Jia-Hui Chen Jia-Lei Zheng Michael Deng Ying-Hong Ji Yong-Xiang Jiang 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2021年第8期1218-1224,共7页
AIM:To investigate whether the axial length(AL)/total corneal refractive power(TCRP)ratio is a sensitive and simple factor that can be used for the early diagnosis of Marfan’s syndrome(MFS)in children.METHODS:The rel... AIM:To investigate whether the axial length(AL)/total corneal refractive power(TCRP)ratio is a sensitive and simple factor that can be used for the early diagnosis of Marfan’s syndrome(MFS)in children.METHODS:The relationship between the AL/TCRP ratio and the diagnosis of MFS for 192 eyes in 97 children were evaluate.The biological characteristics,including age,sex,AL,and TCRP,were collected from medical records.Receiver operating characteristic(ROC)curve analysis was performed to investigate whether the AL/TCRP ratio effectively distinguishes MFS from other subjects.The Youden index was used to re-divide the whole population into two groups according to an AL/TCRP ratio of 0.59.RESULTS:Of 96 subjects(mean age 7.46±3.28 y)evaluated,56(110 eyes)had a definite diagnosis of MFS in childhood based on the revised Ghent criteria,41(82 eyes)with diagnosis of congenital ectopia lentis(EL)were included as a control group.AL was negatively correlated with TCRP,with a linear regression coefficient of-0.36(R2=0.08).A significant correlation was found between age and the AL/TCRP ratio(P=0.023).ROC curve analysis showed that the AL/TCRP ratio distinguished MFS from the other patients at a threshold of 0.59.MFS patients were present in 24/58(41.38%)patients with an AL/TCRP ratio of≤0.59 and in 34/39(87.18%)patients with an AL/TCRP ratio of>0.59.CONCLUSION:An AL/TCRP ratio of>0.59 is significantly associated with the risk of MFS.The AL/TCRP ratio should be measured as a promising marker for the prognosis of children MFS.Changes in the AL/TCRP ratio should be monitored over time. 展开更多
关键词 axial length total corneal refractive power ratio DIAGNOsIs Marfan’s syndrome CHILDREN
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Power Flex700S变频器在干熄焦提升机中的应用
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作者 吉元喜 马召 《山东冶金》 CAS 2012年第3期78-78,共1页
济钢150t、160t干熄焦提升机控制系统均采用AB公司的RSLogix5000控制系统,提升机变频器采用的是PowerFlex700S系列产品,变频器与控制系统之间通过ControlNet模块进行连接通讯,采用端子控制方式,动作流程更加平稳,实现了良好的人机界面功... 济钢150t、160t干熄焦提升机控制系统均采用AB公司的RSLogix5000控制系统,提升机变频器采用的是PowerFlex700S系列产品,变频器与控制系统之间通过ControlNet模块进行连接通讯,采用端子控制方式,动作流程更加平稳,实现了良好的人机界面功能,保证了干熄焦高效安全稳定运行。 展开更多
关键词 干熄焦提升机 power FLEX 700s变频器 控制系统
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Investment risk analysis of China's wind power industry based on pre-assessment matrix 被引量:3
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作者 Yang Yong Jiang Dongmei +2 位作者 Geng Jie Fan Hua Zhang Fashu 《Ecological Economy》 2009年第4期323-340,共18页
Wind energy is a clean and sustainable energy, and wind power does not rely on fossil fuels. So there is no fuel price risk, and it, of course, does not include the environmental costs, such as carbon emissions. Becau... Wind energy is a clean and sustainable energy, and wind power does not rely on fossil fuels. So there is no fuel price risk, and it, of course, does not include the environmental costs, such as carbon emissions. Because of these unique advantages, wind power has gradually become an important part of the strategy of sustainable development in China. Now with the growing voices on global greenhouse gas emission reduction, and as a clean and efficient energy, wind power has huge potential in combating climate change, energy security pressures and the needs for energy. Wind power in China began to develop from the 1980s. In the first 20 years, the speed of development was slow; but since 2004, it has had an extremely rapid growth.This paper, in order to study the development mechanism of China&amp;amp;amp;#39;s wind power industry, investigated and analyzed the status quo of wind power industry in China, and then found that (1) the development trend of wind power industry in China appears exponential growth; (2) China&amp;amp;amp;#39;s installed capacity of wind power is still smaller than that os some other countries; (3) new subsidy policies bring developing opportunities to wind power industry in China; (4) the sectors of wind power industry are in unbalanced growing; (5) the owners of proposed wind farms are too optimistic though the built wind farm had many problems. In addition, by using the methodology of Game Theory, this paper has also constructed the matrix of pre-assessing risks of China&amp;amp;amp;#39;s wind power industry to further discuss the potential risk factors within China&amp;amp;amp;#39;s wind power industry as risk factors of wind farm construction, risk factors of production of wind turbines, risk factors of parts and components manufacturing industry under risk indicators like R&amp;amp;amp;amp;D, patents, the domestic policy, the international policy, the quality of products and the market regulation, in order to provide a scientific assessment and self-assessment tool for investors or implementers, and also to promote the further development of the wind power industry. 展开更多
关键词 China's wind power Development model Risk pre-assessment of investment
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经验小波变换和改进S变换结合的电能质量检测与识别方法
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作者 李宁 王茹月 朱龙辉 《电气传动》 2024年第5期26-33,72,共9页
为分析不确定干扰因素影响下的实际电力网络电能质量问题,提出一种经验小波变换(EWT)和改进S变换相结合的电能质量检测与识别方法。该方法一方面利用EWT联合归一化直接正交(NDQ)算法和奇异值分解(SVD)算法准确提取调幅-调频分量的频率... 为分析不确定干扰因素影响下的实际电力网络电能质量问题,提出一种经验小波变换(EWT)和改进S变换相结合的电能质量检测与识别方法。该方法一方面利用EWT联合归一化直接正交(NDQ)算法和奇异值分解(SVD)算法准确提取调幅-调频分量的频率、幅值和时间参数,另一方面考虑到EWT算法在高噪声环境下瞬时幅值波动的问题,引入改进S变换提取高噪声干扰下的电能质量扰动时频信息,最后,基于EWT和改进S变换提取的扰动特征向量,利用基于改进粒子群优化算法(IPSO)优化支持向量机(SVM)的电能质量扰动识别分类器实现扰动类型的精确识别。仿真和实验表明所提方法在复合扰动识别分类时平均识别准确率为93.23%,且能够准确识别4种实测扰动信号。 展开更多
关键词 电能质量 扰动检测识别 经验小波变换 快速多分辨率s变换 改进粒子群优化 支持向量机
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Electrical Power Losses in a Photovoltaic Solar Cell Operating under Partial Shading Conditions 被引量:1
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作者 Abdouramani Dadjé Noel Djongyang Réné Tchinda 《Journal of Power and Energy Engineering》 2017年第10期19-33,共15页
The aim of this paper is to determine the power losses recorded by a PV generator operating under partial shading conditions. These losses are evaluated through two distinct methods. The first method is based on mathe... The aim of this paper is to determine the power losses recorded by a PV generator operating under partial shading conditions. These losses are evaluated through two distinct methods. The first method is based on mathematical modeling, while the second is based on Simulink’s physical model. The losses recorded are considerable and increase as a function of the increase in the percentage of shading up to a limit value where they become constant in the case where an ideal by-pass diode is connected in parallel with the modules. This limit value is non-existent in the case where the bypass diode is not ideal, which in fact corresponds to the real model. However, it emerges that the power losses are minimized in a PV system comprising bypass diodes, in particular in the case where the partial shading is considerable. 展开更多
关键词 Electrical power Losses PV Generator Partial shading Conditions Mathematical Modeling simulink’s Physical Model
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基于T-S模糊逻辑的混合储能孤岛直流微电网功率分配控制 被引量:1
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作者 张伟杰 顾吉鹏 +3 位作者 张有兵 杨晓东 娄伟 汪斌杰 《电力自动化设备》 EI CSCD 北大核心 2024年第6期135-144,共10页
在含混合储能的直流微电网中,传统阻容下垂控制无法解决由线路电阻和负荷功率波动导致的系统功率分配失衡问题。为此,提出一种基于Takagi-Sugeno(T-S)模糊逻辑的自适应阻容下垂控制方法以实现混合储能的分频分配。根据蓄电池和超级电容... 在含混合储能的直流微电网中,传统阻容下垂控制无法解决由线路电阻和负荷功率波动导致的系统功率分配失衡问题。为此,提出一种基于Takagi-Sugeno(T-S)模糊逻辑的自适应阻容下垂控制方法以实现混合储能的分频分配。根据蓄电池和超级电容的物理特性,建立单个蓄电池支路输出电压、蓄电池组间输出功率差额和阻性下垂系数之间的T-S模糊逻辑关系,以及单个超级电容支路输出功率及其变化率、超级电容组间功率差额和容性下垂系数之间的T-S模糊逻辑关系,并由此构建基于T-S模糊逻辑的阻容下垂控制器。推导含混合储能的直流微电网中各部分的平均阻抗模型,并采用阻抗比分析法对微电网的小信号稳定性进行研究。MATLAB/Simulink仿真结果表明,基于T-S模糊逻辑的阻容下垂控制可保证在线路电阻和负荷功率波动情况下系统功率的合理分配。 展开更多
关键词 直流微电网 混合储能 T-s模糊逻辑 功率分配 稳定性分析
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A WEIGHTED FEATURE REDUCTION METHOD FOR POWER SPECTRA OF RADAR HRRPS 被引量:1
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作者 Du Lan Liu Hongwei Bao Zheng Zhang Junying 《Journal of Electronics(China)》 2006年第3期365-369,共5页
Feature reduction is a key process in pattern recognition. This paper deals with the feature reduction methods for a time-shift invariant feature, power spectrum, in Radar Automatic Target Recognition (RATR) using Hig... Feature reduction is a key process in pattern recognition. This paper deals with the feature reduction methods for a time-shift invariant feature, power spectrum, in Radar Automatic Target Recognition (RATR) using High-Resolution Range Profiles (HRRPs). Several existing feature reduction methods in pattern recognition are analyzed, and a weighted feature reduction method based on Fisher's Discriminant Ratio (FDR) is proposed in this paper. According to the characteristics of radar HRRP target recognition, this proposed method searches the optimal weight vector for power spectra of HRRPs by means of an iterative algorithm, and thus reduces feature dimensionality. Compared with the method of using raw power spectra and some existing feature reduction methods, the weighted feature reduction method can not only reduce feature dimensionality, but also improve recognition performance with low computation complexity. In the recognition experiments based on measured data, the proposed method is robust to different test data and achieves good recognition results. 展开更多
关键词 Radar Automatic Target Recognition (RATR) High-Resolution Range Profile (HRRP) power spectrum Feature reduction Fisher's Discriminant Ratio (FDR)
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Future Expectation for China’s Nuclear Power 被引量:1
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作者 Huang Yuanjing 《Electricity》 2009年第1期10-16,共7页
China: the future of nuclear powerWang Yonggan: In terms of the highlighted issue ofenergy security, oil is of paramount importance, coal isthe foundation and electricity is the pivot according
关键词 HTGR s Nuclear power Future Expectation for China
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Power cost minimization in data centers Via Lyapunov optimization
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作者 Zhang Ran Wan Jianxiong 《High Technology Letters》 EI CAS 2016年第4期355-361,共7页
With the advent of big data,the demand for computing has been increasing in a very large scale for the past decade,so geographically distributed data centers are erected in the direction of cloud computing development... With the advent of big data,the demand for computing has been increasing in a very large scale for the past decade,so geographically distributed data centers are erected in the direction of cloud computing development. A Lyapunov optimization approach is considered for the problem of minimizing energy cost for distributed Internet data centers( IDCs). By capturing the power cost of servers and cooling systems,the Lyapunov optimization technique is formulated to design a decisive strategy that offers provable power cost minimization and Qo S guarantees. The algorithm performance and effectiveness are validated via simulations driven by real world traces. 展开更多
关键词 power cost quality-of-service(Qo s) WORKLOAD
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