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Risk Assessment Framework and Algorithm of Power Systems Based on the Partitioned Multi-objective Risk Method 被引量:11
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作者 XIE Shaoyu WANG Xiuli WANG Xifan 《中国电机工程学报》 EI CSCD 北大核心 2011年第34期I0005-I0005,7,共1页
针对平均风险指标无法区分高损失-低概率事件及低损失-高概率事件的缺点,提出了电力系统的分割多目标风险分析框架。该框架将电力系统的风险状态细分为低损失、中等损失和高损失3个风险范围,并提出3个损失范围条件风险函数和条件风险概... 针对平均风险指标无法区分高损失-低概率事件及低损失-高概率事件的缺点,提出了电力系统的分割多目标风险分析框架。该框架将电力系统的风险状态细分为低损失、中等损失和高损失3个风险范围,并提出3个损失范围条件风险函数和条件风险概率的概念。采用经典的容量停运表模型,建立了这些条件期望指标的计算方法。对IEEE-RTS及TH-RTS2000系统进行了分割多目标风险评估,研究不同负荷水平下系统风险在3个损失范围的分布及转移情况,并分析损失分割点对系统风险的影响。通过分割多目标风险分析,风险分析者和决策者可以权衡系统的平均风险以及高、中、低损失范围的条件期望风险,从而对系统的风险状况有一个全面和深入的了解。 展开更多
关键词 英文摘要 内容介绍 编辑工作 期刊
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Bacterial graphical user interface oriented by particle swarm optimization strategy for optimization of multiple type DFACTS for power quality enhancement in distribution system 被引量:3
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作者 M.Mohammadi M.Montazeri S.Abasi 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第3期569-588,共20页
This study proposes a graphical user interface(GUI) based on an enhanced bacterial foraging optimization(EBFO) to find the optimal locations and sizing parameters of multi-type DFACTS in large-scale distribution syste... This study proposes a graphical user interface(GUI) based on an enhanced bacterial foraging optimization(EBFO) to find the optimal locations and sizing parameters of multi-type DFACTS in large-scale distribution systems.The proposed GUI based toolbox,allows the user to choose between single and multiple DFACTS allocations,followed by the type and number of them to be allocated.The EBFO is then applied to obtain optimal locations and ratings of the single and multiple DFACTS.This is found to be faster and provides more accurate results compared to the usual PSO and BFO.Results obtained with MATLAB/Simulink simulations are compared with PSO,BFO and enhanced BFO.It reveals that enhanced BFO shows quick convergence to reach the desired solution there by yielding superior solution quality.Simulation results concluded that the EBFO based multiple DFACTS allocation using DSSSC,APC and DSTATCOM is preferable to reduce power losses,improve load balancing and enhance voltage deviation index to 70%,38% and 132% respectively and also it can improve loading factor without additional power loss. 展开更多
关键词 distribution system power quality single type and multiple type DFACTS BFO algorithm particle swarm optimization(PSO)
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Study on the Application of UHVDC Hierarchical Connection Mode to Multi-infeed HVDC System 被引量:81
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作者 LIU Zhenya QIN Xiaohui +1 位作者 ZHAO Liang ZHAO Qingbo 《中国电机工程学报》 EI CSCD 北大核心 2013年第10期I0001-I0026,25,共26页
随着我国特高压交直流技术的广泛应用,多馈入直流集中落入受端负荷中心将是未来我国电网发展所面临的重要问题。为从电网结构上有效解决多馈入直流系统的问题,提出一种特高压直流分层接入交流电网的方式。研究分层接入方式直流多馈入... 随着我国特高压交直流技术的广泛应用,多馈入直流集中落入受端负荷中心将是未来我国电网发展所面临的重要问题。为从电网结构上有效解决多馈入直流系统的问题,提出一种特高压直流分层接入交流电网的方式。研究分层接入方式直流多馈入短路比计算方法的适用性,从理论上对比特高压直流不同接入方式下多馈入直流电网的系统特性,证明特高压直流分层接入方式有助于提高多馈入直流系统的电压支撑能力,引导潮流在1000kV与500kV层级间合理分布。结合国家电网规划,仿真验证了特高压直流分层接入方式的优势。 展开更多
关键词 多馈入直流输电系统 特高压直流输电 连接模式 应用 输电技术 电网发展 负荷中心 电网结构
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Particle swarm optimization algorithm for simultaneous optimal placement and sizing of shunt active power conditioner(APC)and shunt capacitor in harmonic distorted distribution system
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作者 Mohammadi Mohammad 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第9期2035-2048,共14页
Due to development of distribution systems and increase in electricity demand,the use of capacitor banks increases.From the other point of view,nonlinear loads generate and inject considerable harmonic currents into p... Due to development of distribution systems and increase in electricity demand,the use of capacitor banks increases.From the other point of view,nonlinear loads generate and inject considerable harmonic currents into power system.Under this condition if capacitor banks are not properly selected and placed in the power system,they could amplify and propagate these harmonics and deteriorate power quality to unacceptable levels.With attention of disadvantages of passive filters,such as occurring resonance,nowadays the usage of this type of harmonic compensator is restricted.On the other side,one of parallel multi-function compensating devices which are recently used in distribution system to mitigate voltage sag and harmonic distortion,performs power factor correction,and improves the overall power quality as active power conditioner(APC).Therefore,the utilization of APC in harmonic distorted system can affect and change the optimal location and size of shunt capacitor bank under harmonic distortion condition.This paper presents an optimization algorithm for improvement of power quality using simultaneous optimal placement and sizing of APC and shunt capacitor banks in radial distribution networks in the presence of voltage and current harmonics.The algorithm is based on particle swarm optimization(PSO).The objective function includes the cost of power losses,energy losses and those of the capacitor banks and APCs. 展开更多
关键词 shunt capacitor banks active power conditioner multi-objective function particle swarm optimization (PSO) harmonic distorted distribution system
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Research on Verification Method of Motor Startups in Nuclear Power Plants Based on Topology Recognition
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作者 Li Baozhu Dong Weijie Chen Chao 《系统仿真学报》 CAS CSCD 北大核心 2024年第12期2813-2823,共11页
There are many motors in operation or on standby in nuclear power plants,and the startup of group motors will have a great impact on the voltage of the emergency bus.At present,there is no special or inexpensive softw... There are many motors in operation or on standby in nuclear power plants,and the startup of group motors will have a great impact on the voltage of the emergency bus.At present,there is no special or inexpensive software to solve this problem,and the experience of engineers is not accurate enough.Therefore,this paper developed a method and system for the startup calculation of group motors in nuclear power plants and proposed an automatic generation method of circuit topology in nuclear power plants.Each component in the topology was given its unique number,and the component class could be constructed according to its type and upper and lower connections.The subordination and topology relationship of switches,buses,and motors could be quickly generated by the program according to the component class,and the simplified direct power flow algorithm was used to calculate the power flow for the startup of group motors according to the above relationship.Then,whether the bus voltage is in the safe range and whether the voltage exceeds the limit during the startup of the group motor could be judged.The practical example was used to verify the effectiveness of the method.Compared with other professional software,the method has high efficiency and low cost. 展开更多
关键词 power supply for nuclear power plant automatic topology recognition startup of group motor simplified direct power flow algorithm verification method
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Model heat source using actual distribution of laser power density for simulation of laser processing 被引量:4
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作者 WANG Gen-wang DING Ye +2 位作者 GUAN Yan-chao WANG Yang YANG Li-jun 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第10期3277-3293,共17页
The model of heat source(MHS) which reflects the thermal interaction between materials and laser during processing determines the accuracy of simulation results. To acquire desirable simulations results, although vari... The model of heat source(MHS) which reflects the thermal interaction between materials and laser during processing determines the accuracy of simulation results. To acquire desirable simulations results, although various modifications of heat sources in the aspect of absorption process of laser by materials have been purposed, the distribution of laser power density(DLPD) in MHS is still modeled theoretically. However, in the actual situations of laser processing, the DLPD is definitely different from the ideal models. So, it is indispensable to build MHS using actual DLPD to improve the accuracy of simulation results. Besides, an automatic modeling method will be benefit to simplify the tedious pre-processing of simulations. This paper presents a modeling method and corresponding algorithm to model heat source using measured DLPD. This algorithm automatically processes original data to get modeling parameters and provides a step MHS combining with absorption models. Simulations and experiments of heat transfer in steel plates irradiated by laser prove the mothed and the step MHS. Moreover, the investigations of laser induced thermal-crack propagation in glass highlight the signification of modeling heat source based on actual DLPD and demonstrate the enormous application of this method in the simulation of laser processing. 展开更多
关键词 heat source laser processing distribution of power density digital images processing heat transfer
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Flow Characteristics Diagnosis and Optimization for Dust Collectors Inflow Duct in Thermal Power Plants 被引量:22
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作者 LIU Ming MENG Guixiang +4 位作者 YAN Junjie CHEN Weixiong LI Weidong CHONG Daotong LIU Jiping 《中国电机工程学报》 EI CSCD 北大核心 2013年第11期I0001-I0001,共1页
火电厂烟风道用于输送烟气、冷风等介质,其设计优化水平不但影响火电厂烟风系统阻力的大小,而且影响与烟风道直接相连的各个设备的运行状态。某600MW机组除尘器前烟道设计不合理,存在磨损严重、进入除尘器烟气分配不均等问题,文中... 火电厂烟风道用于输送烟气、冷风等介质,其设计优化水平不但影响火电厂烟风系统阻力的大小,而且影响与烟风道直接相连的各个设备的运行状态。某600MW机组除尘器前烟道设计不合理,存在磨损严重、进入除尘器烟气分配不均等问题,文中采用标准缸£模型,利用Fluent求解器对该部分烟道的流场进行数值计算,诊断分析其存在的主要问题,提出的3个改造方案均可使烟道阻力大幅度下降、烟道磨损减轻、进入除尘器烟气分配均匀。同时,研究了缓转半径及烟气流速对该段烟道阻力和烟气分配的影响情况,计算结果表明该段烟道缓转半径宜选在0.875以上,烟气流速对该段烟道的性能基本没有影响。 展开更多
关键词 火电厂 流量特性 集尘 优化 诊断 能源消费 氮氧化物 二氧化硫
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集成化学链制氢的CO_(2)零排放SOFC/GT/ORC混合动力系统性能
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作者 佟勇婧 王军 +6 位作者 池立勋 程思昱 段立强 张汉飞 王秋实 王浩博 黄龑 《热力发电》 北大核心 2025年第5期44-53,共10页
提出一种新型集成化学链制氢的CO_(2)零排放固体氧化物燃料电池/燃气轮机/有机朗肯循环混合动力系统,在实现高效发电的同时,高效分离捕集CO_(2)。系统以甲烷为燃料,通过化学链反应产生氢气进入燃料电池,避免了电池内部积碳现象发生,电... 提出一种新型集成化学链制氢的CO_(2)零排放固体氧化物燃料电池/燃气轮机/有机朗肯循环混合动力系统,在实现高效发电的同时,高效分离捕集CO_(2)。系统以甲烷为燃料,通过化学链反应产生氢气进入燃料电池,避免了电池内部积碳现象发生,电池阳极出口回路至化学链,燃料反应器出口与电池阴极出口气体进入燃气轮机做功,排气余热被有机朗肯循环系统回收利用,进一步提高系统效率;并建立了系统模型并进行热力学性能分析,得到系统性能随燃料流量、燃料利用率、电池工作温度及系统工作压力的变化规律。结果表明:系统综合能源利用效率可达74.10%以上,电效率可达62.42%以上,?效率达到57.73%;敏感性分析表明,系统工作压力达到7×10^(5)Pa时,系统性能达到最优。 展开更多
关键词 固体氧化物燃料电池 化学链制氢 分布式发电系统 热力学性能
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Low complexity hybrid power distribution combined with subcarrier allocation algorithm for OFDMA
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作者 Weilin Jiang Zhongzhao Zhang Xuejun Sha Linan Sun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第6期879-884,共6页
To improve the total throughput of the uplink orthogonal frequency division multiple access system,a low complexity hybrid power distribution(HPD) combined with subcarrier allocation scheme is proposed.For the fairn... To improve the total throughput of the uplink orthogonal frequency division multiple access system,a low complexity hybrid power distribution(HPD) combined with subcarrier allocation scheme is proposed.For the fairness mechanism for the subcarrier,the inter-cell interference is first analyzed to calculate the capacity of the multi-cell.The user selects the subcarrier with the largest channel gain.Based on the above subcarrier allocation scheme,a new kind of HPD scheme is proposed,which adopts the waterfilling-power-distributed scheme and the equal-power-distributed scheme in the cell-boundary and the cellcenter,respectively.Simulation results show that compared with the waterfilling-power-distributed scheme in the whole cell,the proposed HPD scheme decreases the system complexity significantly,meanwhile its capacity is 2% higher than that of the equal-powerdistributed scheme over the same subcarrier allocation. 展开更多
关键词 orthogonal frequency division multiple access(ofDMA) inter-cell interference(ICI) hybrid power distribution(HPD) subcarrier allocation.
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Distributed On-line Monitoring System for Sheath Circulating Current of Cross-linked Power Cables
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作者 MENG Yong-peng PENG Fa-dong +3 位作者 YAN Li CHEN Xiao-lin CHENG Yong-hong LIU Jing 《高电压技术》 EI CAS CSCD 北大核心 2009年第3期533-538,共6页
关键词 供电系统 电缆 信号采集 在线监测系统
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基于NOMA-OFDM的雷达通信一体化波形设计 被引量:2
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作者 李风从 王子墨 +2 位作者 仝方遒 冯翔 赵宜楠 《现代雷达》 CSCD 北大核心 2024年第8期14-21,共8页
针对基于正交频分复用的雷达通信一体化波形设计中,通信信息的随机性会影响雷达性能以及过高峰均包络比(PAPR)可能导致信号在射频端出现严重失真的问题,文中提出了利用非正交多址将雷达信号与通信信号在功率域中分开,以降低通信信息随... 针对基于正交频分复用的雷达通信一体化波形设计中,通信信息的随机性会影响雷达性能以及过高峰均包络比(PAPR)可能导致信号在射频端出现严重失真的问题,文中提出了利用非正交多址将雷达信号与通信信号在功率域中分开,以降低通信信息随机性对雷达性能的影响,并利用主动星座图扩展(ACE)对叠加信号进行PAPR抑制的波形设计方法。首先,分析了传统功率分配原则导致叠加星座出现混叠的原因,并给出在不同调制阶数的最佳功率分配;其次,从理论上分析了ACE技术对叠加信号进行PAPR抑制的可行性;最后,仿真结果表明,在不同调制方式和不同信噪比下,当功率分配最佳时能同时达成雷达信号高检测率和通信符号最低误码率。ACE技术的使用同时保证了优良的雷达性能和通信端的低误码率,对叠加信号的PAPR有较好的抑制效果。 展开更多
关键词 雷达通信一体化 非正交多址 功率分配 峰均包络比 主动星座图扩展
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Improved direct power injection model of 16-bit microcontroller for electromagnetic immunity prediction 被引量:3
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作者 高雪莲 田聪颖 +2 位作者 落丽媛 陈银红 陈彦宇 《Journal of Central South University》 SCIE EI CAS 2011年第6期2031-2035,共5页
To promote the modeling standardization process of the integrated circuits, an improved electrical simulation model for a direct power injection (DPI) setup which was used to measure the conducted immunity of a 16-b... To promote the modeling standardization process of the integrated circuits, an improved electrical simulation model for a direct power injection (DPI) setup which was used to measure the conducted immunity of a 16-bit microcontroller to radio frequency aggression was investigated. Based on the existing model of the same microcontroller, the PDN module was modified by adding the core, PLL and MD network models, which could reflect the actual electric distribution situation within the microcontroller more accurately. By comparing the simulation results with the measurement results, the effectiveness of the modified model can be improved to 500 MHz, and its uncertainty is within +1.8 dB (+2 dB is acceptable). Then, to improve the simulation accuracy of the complete model in the high frequency range, the I/O model which contained the dynamic and nonlinear characteristics reflecting the variation of the internal impedance of the microcontroller with increasing the frequency of the external noise was introduced. By comparing the simulation results with the measurement results, the effectiveness of the second modified model can be improved up to 1.4 GHz with the uncertainty of ~1.8 dB. Thus, a conclusion can be reached that the proposed model can be applied to a much wider frequency range with a smaller uncertainty than the latest model of the similar type. Furthermore, associated with the electromagnetic emission testing platform model, the PDN module can also be used to predict the electromagnetic conducted and radiated emission characteristics. This modeling method can also be applied to other integrated circuits, which is very helpful to the standardization of the IC electromagnetic compatibility (EMC) modeling process. 展开更多
关键词 electromagnetic immunity MICROCONTROLLER direct power injection passive distribution network
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多波长广角f-theta透镜光学设计 被引量:2
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作者 周燕 沈涛 《应用光学》 CAS CSCD 北大核心 2017年第4期533-537,共5页
f-theta透镜作为激光扫描系统中必不可少的部件,对系统工作面尺寸、测量速度、测量精度等起着决定性的作用。为改变以往f-theta透镜扫描范围小、工作波长单一等不足,设计出了一种工作于486nm^656nm波段的广角f-theta透镜。通过初级像差... f-theta透镜作为激光扫描系统中必不可少的部件,对系统工作面尺寸、测量速度、测量精度等起着决定性的作用。为改变以往f-theta透镜扫描范围小、工作波长单一等不足,设计出了一种工作于486nm^656nm波段的广角f-theta透镜。通过初级像差分析,确定系统的初级结构参数,利用光学材料的不同色散性能分配合理的光焦度来进行色差校正。设计结果表明:f-theta镜头像散值在像差容限范围内满足平像场要求,f-theta镜头系统最大色差为3μm,线性畸变误差值不超过0.015%,光能利用率接近90%,聚焦性能接近衍射极限,满足多工作波长、高精度激光打标机的实际需求。 展开更多
关键词 光学设计 广角f-theta透镜 光焦度分配 激光打标
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Fuzzy-GA based algorithm for optimal placement and sizing of distribution static compensator (DSTATCOM) for loss reduction of distribution network considering reconfiguration 被引量:1
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作者 Mohammad Mohammadi Mahyar Abasi A.Mohammadi Rozbahani 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第2期245-258,共14页
This work presents a fuzzy based methodology for distribution system feeder reconfiguration considering DSTATCOM with an objective of minimizing real power loss and operating cost. Installation costs of DSTATCOM devic... This work presents a fuzzy based methodology for distribution system feeder reconfiguration considering DSTATCOM with an objective of minimizing real power loss and operating cost. Installation costs of DSTATCOM devices and the cost of system operation, namely, energy loss cost due to both reconfiguration and DSTATCOM placement, are combined to form the objective function to be minimized. The distribution system tie switches, DSTATCOM location and size have been optimally determined to obtain an appropriate operational condition. In the proposed approach, the fuzzy membership function of loss sensitivity is used for the selection of weak nodes in the power system for the placement of DSTATCOM and the optimal parameter settings of the DFACTS device along with optimal selection of tie switches in reconfiguration process are governed by genetic algorithm(GA). Simulation results on IEEE 33-bus and IEEE 69-bus test systems concluded that the combinatorial method using DSTATCOM and reconfiguration is preferable to reduce power losses to 34.44% for 33-bus system and to 45.43% for 69-bus system. 展开更多
关键词 distribution FACTS (DFACTS) distribution static compensator (DSTATCOM) network reconfiguration genetic algorithm fuzzy membership function power loss reduction
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An optimized framework for degree distribution in LT codes based on power law
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作者 Asim Muhammad Choi GoangSeog 《Journal of Central South University》 SCIE EI CAS 2013年第10期2693-2699,共7页
LT codes are practical realization of digital fountain codes, which provides the concept of rateless coding. In this scheme, encoded symbols are generated infinitely from k information symbols. Decoder uses only(1+α)... LT codes are practical realization of digital fountain codes, which provides the concept of rateless coding. In this scheme, encoded symbols are generated infinitely from k information symbols. Decoder uses only(1+α)k number of encoded symbols to recover the original information. The degree distribution function in the LT codes helps to generate a random graph also referred as tanner graph. The artifact of tanner graph is responsible for computational complexity and overhead in the LT codes. Intuitively, a well designed degree distribution can be used for an efficient implementation of LT codes. The degree distribution function is studied as a function of power law, and LT codes are classified into two different categories: SFLT and RLT codes. Also, two different degree distributions are proposed and analyzed for SFLT codes which guarantee optimal performance in terms of computational complexity and overhead. 展开更多
关键词 FOUNTAIN CODES DEGREE distribution OVERHEAD computational COMPLEXITY power LAW
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Research and Application of Distributed Data Mining Method for Improving Rural Power Grid Enterprises in Production and Operation Status Evaluation
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作者 Gao Xiu-yun Xiang Wen Fang Jun-long 《Journal of Northeast Agricultural University(English Edition)》 CAS 2019年第2期87-96,共10页
With the reform of rural network enterprise system,the speed of transfer property rights in rural power enterprises is accelerated.The evaluation of the operation and development status of rural power enterprises is d... With the reform of rural network enterprise system,the speed of transfer property rights in rural power enterprises is accelerated.The evaluation of the operation and development status of rural power enterprises is directly related to the future development and investment direction of rural power enterprises.At present,the evaluation of the production and operation of rural network enterprises and the development status of power network only relies on the experience of the evaluation personnel,sets the reference index,and forms the evaluation results through artificial scoring.Due to the strong subjective consciousness of the evaluation results,the practical guiding significance is weak.Therefore,distributed data mining method in rural power enterprises status evaluation was proposed which had been applied in many fields,such as food science,economy or chemical industry.The distributed mathematical model was established by using principal component analysis(PCA)and regression analysis.By screening various technical indicators and determining their relevance,the reference value of evaluation results was improved.Combined with statistical program for social sciences(SPSS)data analysis software,the operation status of rural network enterprises was evaluated,and the rationality,effectiveness and economy of the evaluation was verified through comparison with current evaluation results and calculation examples of actual grid operation data. 展开更多
关键词 RURAL power grid PRODUCTION and management distributed data mining STATISTICAL program for SOCIAL sciences(SPSS19)
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An Improved Quantum Differential Evolution Algorithm for Optimization and Control in Power Systems Including DGs 被引量:3
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作者 Yuancheng Li Zongpu Li +1 位作者 Liqun Yang Bei Wang 《自动化学报》 EI CSCD 北大核心 2017年第7期1280-1288,共9页
关键词 差分进化算法 电力系统 无功优化 量子编码 应用 微分进化算法 局部搜索能力 分布式发电
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Norton equivalent circuit for current control loop of grid-connected system
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作者 汤赐 杨耕 谭惊涛 《Journal of Central South University》 SCIE EI CAS 2014年第5期1852-1861,共10页
Modeling method for the current control loop of a grid-connected PWM inverter with the LCL output filter was discussed.Firstly,the current control loop with the LCL inverter-side current as feedback was established.Th... Modeling method for the current control loop of a grid-connected PWM inverter with the LCL output filter was discussed.Firstly,the current control loop with the LCL inverter-side current as feedback was established.Then,parameters of PI controller were calculated on the basis of an equivalent controlled object.Finally,Norton equivalent circuit for the current control loop of grid-connected system was derived by integrating one control equation,which connected the PWM inverter output voltage and the LCL inverter-side current,with two circuit equations,separately using the LCL inverter-side current and the injected current as loop currents.With the induced Norton equivalent circuit,system-level resonant and unstable issues on real grid-connected system applied in weak distributed power systems can be easily analyzed.The validity of substituting Norton equivalent circuit for grid-connected system is verified by simulation and experiment. 展开更多
关键词 grid-connected system PWM inverter LCL output filter weak distributed power system
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Average cluster sizes and cluster size distributions of superfine nickel particles in light media
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作者 李敬生 杜飞虎 王娟 《Journal of Central South University》 SCIE EI CAS 2009年第3期399-404,共6页
Effects of shear rates on average cluster sizes (ACSs) and cluster size distributions (CSDs) in uni- and bi-systems of partly charged superfine nickel particles were investigated by Brownian dynamics, and clustering p... Effects of shear rates on average cluster sizes (ACSs) and cluster size distributions (CSDs) in uni- and bi-systems of partly charged superfine nickel particles were investigated by Brownian dynamics, and clustering properties in these systems were compared with those in non-polar systems. The results show that the ACSs in bi-polar systems are larger than those in the non-polar systems. In uni-polar systems the behavior of clustering property differs: at the lower ionic concentration (10%), repulsive force is not strong enough to break clusters, but may greatly weaken them. The clusters are eventually cracked into smaller ones only when concentration of uni-polar charged particles is large enough. In this work, the ionic concentration is 20%. The relationship between ACS and shear rates follows power law in a exponent range of 0.176-0.276. This range is in a good agreement with the range of experimental data, but it is biased towards the lower limit slightly. 展开更多
关键词 ionic concentration average cluster sizes cluster size distribution power law
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基于EOF-DBSCAN-GRU的分布式光伏集群出力预测方法研究 被引量:7
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作者 麻吕斌 潘国兵 +3 位作者 蒋群 郭鹏 吴春华 赵宇航 《太阳能学报》 EI CAS CSCD 北大核心 2024年第1期39-46,共8页
提出一种基于EOF-DBSCAN划分集群的改进统计升尺度的光伏集群出力预测建模方法。针对传统统计升尺度方法子集群中光伏电站出力特性不一致问题,通过皮尔逊相关系数和经验正交函数(EOF)优化特征空间,再根据密度聚类模型(DBSCAN)对区域内... 提出一种基于EOF-DBSCAN划分集群的改进统计升尺度的光伏集群出力预测建模方法。针对传统统计升尺度方法子集群中光伏电站出力特性不一致问题,通过皮尔逊相关系数和经验正交函数(EOF)优化特征空间,再根据密度聚类模型(DBSCAN)对区域内光伏电站划分集群,从而增强光伏电站聚类后集群出力特性的一致性。针对待预测日权重系数时间序列动态特性的提取、预测问题,提出一种基于动态时间规整(DTW)的相似日选取算法。最后利用循环神经网络(GRU)模型进行光伏电站出力预测。实验表明该集群预测方法的平均误差百分数(MAPE)约为6.33%,均方根误差(RMSE)约为13.93 kW,均方误差(MSE)为194.25 kW,通过实际光伏电站数据证明了所提方法的准确性和有效性。 展开更多
关键词 分布式光伏电站 集群划分 经验正交函数 DBSCAN聚类算法 动态时间规整
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