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Fault location method for petal-shaped distribution network with inverter-interfaced distributed generators 被引量:1
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作者 Xiaolong Chen Shu Yuan +3 位作者 Yongli Li Zhongqing Li Zhian Zeng Shaobo Geng 《Global Energy Interconnection》 EI CAS CSCD 2021年第6期543-553,共11页
In this paper,a fault location method for the petal-shaped distribution network(PSDN)with inverter-interfaced distributed generators(IIDGs)is proposed to shorten the time of manual inspection.In order to calculate the... In this paper,a fault location method for the petal-shaped distribution network(PSDN)with inverter-interfaced distributed generators(IIDGs)is proposed to shorten the time of manual inspection.In order to calculate the fault position,the closed-loop structure of the PSDN is skillfully exploited,and the common control strategies of IIDGs are considered.For asymmetrical faults,a fault line identification formula based on the negative-sequence current phase differences is presented,and a fault location formula only utilizing the negative-sequence current amplitudes is derived to calculated the fault position.For symmetrical faults,the positive-sequence current at both ends of lines and the current output from IIDGs are used to identify the fault line,and the positive-sequence current on multiple lines are used to pinpoint the fault position.In this method,corresponding current phasors are separated into amplitudes and phases to satisfy the limitation of communication level.The simulation results show that the error is generally less than 1%,and the accuracy of the proposed method is not affected by the fault type,fault position,fault resistance,load current,and the IIDG penetration. 展开更多
关键词 Petal-shaped distribution network Inverter-interfaced distributed generator Fault-location method Fault characteristic analysis
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Analysis on Harmonics of Distribution Network with Distributed Generators 被引量:1
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作者 Shoji Kawasaki Yasuhior Hayashi Junya Matsuki 《Journal of Energy and Power Engineering》 2012年第2期220-229,共10页
In this paper, the authors analyze the influence that connection of many distributed generators (DGs) has on the harmonics of the distribution network from the viewpoints of harmonic current, harmonic voltage, and v... In this paper, the authors analyze the influence that connection of many distributed generators (DGs) has on the harmonics of the distribution network from the viewpoints of harmonic current, harmonic voltage, and voltage total harmonic distortion (THD), when it is assumed that the harmonic voltages or the harmonic currents in a distribution network increases by connection of many DGs through the inverters. The analysis on the influence of DGs is carried out by using a standard analytical model of distribution network with DGs based on the practical data. The authors evaluate quantitatively the influence which harmonics generated from DGs has on the harmonics of the distribution network, and analyze visually about propagation of harmonics within the distribution network. In addition, the authors also verify about the restraint effect of the harmonics in the network scale by the active filters installation. 展开更多
关键词 Active filters distributed generator distribution network harmonic current harmonic voltage total harmonic distortion.
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Identification of Preferable Distributed Generators Locations for Congestion Relief in Multi-Bus Power Network
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作者 Barnali K. Sarkar Abhijit Chakrabarti Abhinandan De 《Energy and Power Engineering》 2014年第7期161-173,共13页
Installation of Distributed Generator (DG) is a well accepted method to improve power system operation from the point of reducing congestion and improving voltage profiles. For best results, Distributed Generators sho... Installation of Distributed Generator (DG) is a well accepted method to improve power system operation from the point of reducing congestion and improving voltage profiles. For best results, Distributed Generators should be placed at strategic locations to exploit maximum benefits out of them. The (N-1) contingency criterion has been taken into account in this work. Most congested lines of the grids are ranked by congestion Index and considered to study the impact of DG penetration on congestion. The present paper proposes contribution factors of Distributed Generators for the placement of DG to keep the line flow within the capacity of each transmission line of the network. The results obtained from IEEE 30-bus test system indicate that the proposed methods are capable of identifying desirable DG location and its maximum allowable size. The influence of DG on bus voltage profile has also been demonstrated in this paper. 展开更多
关键词 distributed generators CONGESTION Index CONTRIBUTION Factor of dg Voltage Sensitivity Zone Classification
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Stability and Stabilization on Generalized Delay Stochastic Neural Network with Distributed Parameter
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作者 LUO Qi DENG Fei-qi BAO Jun-dong 《Wuhan University Journal of Natural Sciences》 EI CAS 2005年第5期823-827,共5页
Inner stability and stabilization of Cohen-Grossberg generalized delay stochastic neural network with distributed parameter are discussed. The main method adopted is, combining inequality techniques, to apply Ito diff... Inner stability and stabilization of Cohen-Grossberg generalized delay stochastic neural network with distributed parameter are discussed. The main method adopted is, combining inequality techniques, to apply Ito differential formula to the constructed average function with respect to spatial variables along the system considered under the integral operator. Some sufficient conditions are given. 展开更多
关键词 distributed parameter generalized delay stochastic neural network stability and stabilization
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Short-circuit Analysis in Large-scale Distribution Systems With High Penetration of Distributed Generators
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作者 Luka V.Strezoski Marija D.Prica 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第2期243-251,共9页
In this paper a short-circuit computation(SCC) procedure for large-scale distribution systems with high penetration of distributed generators based on contemporary technologies is proposed. The procedure is suitable f... In this paper a short-circuit computation(SCC) procedure for large-scale distribution systems with high penetration of distributed generators based on contemporary technologies is proposed. The procedure is suitable for real-time calculations.Modeling of modern distributed generators differs from the modeling of traditional synchronous and induction generators.Hence, SCC procedures found on the presumption of distribution systems with only traditional generators are not suitable in nowadays systems. In the work presented in this paper, for computation of the state of the system with short-circuit, the improved backward/forward sweep(IBFS) procedure is used.Computation results show that the IBFS procedure is much more robust than previous SCC procedures, as it takes into account all distribution system elements, including modern distributed generators. 展开更多
关键词 distributed generation(dg) distribution system distribution management system(DMS) short-circuit computation
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A Method for Distributed Generator Dispatch Strategy in Distribution Network
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作者 Md.Asaduz-Zaman Md.Habibur Rahaman +1 位作者 Md.Selim Reza Md.Mafizul Islam 《Journal of Electrical Engineering》 2018年第5期261-270,共10页
Since a load of power system changes continuously,the generation also adjusted for supply-demand balance purpose.If there exist more distributed generators in the distribution network,the dispatch strategy becomes mor... Since a load of power system changes continuously,the generation also adjusted for supply-demand balance purpose.If there exist more distributed generators in the distribution network,the dispatch strategy becomes more crucial.The possibility of having numerous controllable microgrids,diesel generator(DG)units and loads for microgrids(MGs)system requires an efficient dispatch strategy in order to balance supply demand for reducing the total cost of the integrated system.In this paper,a method for the dispatch of the distributed generator in distributed power systems has been proposed.The dispatch strategy is such that it keeps a flat voltage profile,reduces the network losses,increases the maximum loading and voltage security margin of the system.The procedure is based on the analysis of continuous power flow.The method is executed on a 34-bus test system.The MATLAB based PSAT packages are used for simulation purpose. 展开更多
关键词 distributed generator DISPATCH distributed network active LOSS REACTIVE LOSS maximum loading parameter CONTINUATION power flow
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Distributed generator-based distribution system service restoration strategy and model-free control methods 被引量:8
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作者 Weijia Liu Yue Chen Fei Ding 《Global Energy Interconnection》 CAS CSCD 2021年第2期126-135,共10页
The rapid growth of distributed generator(DG)capacities has introduced additional controllable assets to improve the performance of distribution systems in terms of service restoration.Renewable DGs are of particular ... The rapid growth of distributed generator(DG)capacities has introduced additional controllable assets to improve the performance of distribution systems in terms of service restoration.Renewable DGs are of particular interest to utility companies,but the stochastic nature of intermittent renewable DGs could have a negative impact on the electric grid if they are not properly handled.In this study,we investigate distribution system service restoration using DGs as the primary power source,and we develop an effective approach to handle the uncertainty of renewable DGs under extreme conditions.The distribution system service restoration problem can be described as a mixed-integer second-order cone programming model by modifying the radial topology constraints and power flow equations.The uncertainty of renewable DGs will be modeled using a chance-constrained approach.Furthermore,the forecast errors and noises in real-time operation are solved using a novel model-free control algorithm that can automatically track the trajectory of real-time DG output.The proposed service restoration strategy and model-free control algorithm are validated using an IEEE 123-bus test system. 展开更多
关键词 Distribution system service restoration distributed generator(dg) Intermittent renewable energy sources Model-free control Power system resilience Uncertainty management
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Application of honey-bee mating optimization on state estimation of a power distribution system including distributed generators 被引量:2
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作者 Taher NIKNAM 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第12期1753-1764,共12页
We present a new approach based on honey-bee mating optimization to estimate the state variables in distribution networks including distributed generators. The proposed method considers practical models of electrical ... We present a new approach based on honey-bee mating optimization to estimate the state variables in distribution networks including distributed generators. The proposed method considers practical models of electrical equipments such as static var compensators, voltage regulators, and under-load tap changer transformers, which have usually nonlinear and discrete characteristics. The feasibility of the proposed approach is demonstrated by comparison with the methods based on neural networks, ant colony optimization, and genetic algorithms for two test systems, a network with 34-bus radial test feeders and a realistic 80-bus 20 kV network. 展开更多
关键词 distributed generators dgs) State estimation Honey-bee mating optimization (HBMO)
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Coordination of Overcurrent Relay in Distributed System for Different Network Configuration
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作者 Niraj Kumar Choudhary Soumya Ranjan Mohanty Ravindra Kumar Singh 《Journal of Power and Energy Engineering》 2015年第10期1-9,共9页
This paper presents a study on protection coordination of over current relays (OCRs) in a distributed system by considering its different operating modes. Two different case studies which are considered in present wor... This paper presents a study on protection coordination of over current relays (OCRs) in a distributed system by considering its different operating modes. Two different case studies which are considered in present work for protection coordination include: (i) DG interfaced distribution system in grid connected mode and (ii) DG interfaced distribution system in islanded mode of operation. The proposed approach is tested on the Canadian urban benchmark distribution system consisting of 9 buses. On the occurrence of fault, level of fault current changes which in turn changes the operating time of various OCRs. Therefore, it is important to calculate and suggest method of the relay setting in order to minimize the operating time of relays and also to avoid its mal-operation. In this paper, the protection scheme is optimally designed by taking into account the above mentioned conditions. The operating time of relays can be decreased and, at the same time, coordination can be maintained by considering the optimum values of time dial setting (TDS). Genetic Algorithm (GA) has been used for determining the optimum values of TDS and hence operating time. 展开更多
关键词 distributed generator (dg) Over Current RELAYS (OCRs) Time DIAL SETTING (TDS) GENETIC
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Distributed spatio-temporal generative adversarial networks
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作者 QIN Chao GAO Xiaoguang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第3期578-592,共15页
Owing to the wide range of applications in various fields,generative models have become increasingly popular.However,they do not handle spatio-temporal features well.Inspired by the recent advances in these models,thi... Owing to the wide range of applications in various fields,generative models have become increasingly popular.However,they do not handle spatio-temporal features well.Inspired by the recent advances in these models,this paper designs a distributed spatio-temporal generative adversarial network(STGAN-D)that,given some initial data and random noise,generates a consecutive sequence of spatio-temporal samples which have a logical relationship.This paper builds a spatio-temporal discriminator to distinguish whether the samples generated by the generator meet the requirements for time and space coherence,and builds a controller for distributed training of the network gradient updated to separate the model training and parameter updating,to improve the network training rate.The model is trained on the skeletal dataset and the traffic dataset.In contrast to traditional generative adversarial networks(GANs),the proposed STGAN-D can generate logically coherent samples with the corresponding spatial and temporal features while avoiding mode collapse.In addition,this paper shows that the proposed model can generate different styles of spatio-temporal samples given different random noise inputs,and the controller can improve the network training rate.This model will extend the potential range of applications of GANs to areas such as traffic information simulation and multiagent adversarial simulation. 展开更多
关键词 distributed spatio-temporal generative adversarial network(STGAN-D) spatial discriminator temporal discriminator speed controller
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Dynamic Protective Control Strategy for Distributed Generation System with Fixed-speed Wind Turbines
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作者 Mu WEI Zhe CHEN 《电力系统自动化》 EI CSCD 北大核心 2012年第8期178-184,共7页
The characteristics of induction generator based fixed-speed wind turbines(FSWT)are investigated.The impacts of different execution time in protective operations are studied under different fault duration and various ... The characteristics of induction generator based fixed-speed wind turbines(FSWT)are investigated.The impacts of different execution time in protective operations are studied under different fault duration and various wind velocity situations,e.g.,FSWT stabilities of load shedding in distribution systems.Based on this research,a dynamic protective control strategy for a distributed generation system(DGS)with FSWT is proposed.Finally,simulation results demonstrate the effectiveness of the strategy. 展开更多
关键词 分布式发电系统 控制策略 动态保护 风力发电机组 速度 执行时间 风力涡轮机 异步发电机
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Mitigation of Distributed Generation Impact on Protective Devices in a Distribution Network by Superconducting Fault Current Limiter
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作者 Yu Zhao Yong Li +1 位作者 Tapan Kumar Saha Olav Krause 《Energy and Power Engineering》 2013年第4期258-263,共6页
Protection of radial distribution networks is widely based on coordinated inverse time overcurrent relays (OCRs) ensuring both effectiveness and selectivity. However, the integration of distributed generation (DG) int... Protection of radial distribution networks is widely based on coordinated inverse time overcurrent relays (OCRs) ensuring both effectiveness and selectivity. However, the integration of distributed generation (DG) into an existing distribution network not only inevitably increases fault current levels to levels that may exceed the OCR ratings, but it may also disturb the original overcurrent relay coordination adversely effecting protection selectivity. To analyze the potentially adverse impact of DG on distribution system protective devices with respect to circuit breaker ratings and OCR coordination fault current studies are carried out for common reference test system under the influence of additional DG. The possible advantages of Superconducting Fault Current Limiter (SFCL) as a means to limit the adverse effect of DG on distribution system protection and their effectiveness will be demonstrated. Furthermore, minimum SFCL impedances required to avoid miss-operation of the primary and back-up OCRs are determined. The theoretical analysis will be validated using the IEEE 13-bus distribution test system is used. Both theoretical and simulation results indicate that the proposed application of SFCL is a viable option to effectively mitigate the DG impact on protective devices, thus enhancing the reliability of distribution network interfaced with DG. 展开更多
关键词 OVERCURRENT Relay (OCR) Distribution Protection Coordination distributed Generation (dg) FAULT CURRENT Superconducting FAULT CURRENT LIMITER (SFCL)
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Impact of PV Distributed Generation on Loop Distribution Network
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作者 Mohammad A. Alrumaih Abdullah M. Al-Shaalan 《Journal of Power and Energy Engineering》 2019年第8期27-42,共16页
The rapid spreading of the Photovoltaic (PV) Systems as Distributed Generation (DG) in medium and low voltage networks created many effects and changes on the existing power system networks. In this work, two methods ... The rapid spreading of the Photovoltaic (PV) Systems as Distributed Generation (DG) in medium and low voltage networks created many effects and changes on the existing power system networks. In this work, two methods have been used and applied to determine the optimal allocation and sizing of the PV to be installed as DGs (ranging from 250 kW up to 3 MW). The first one is to determine the location according to the maximal power losses reduction over the feeder. The second one is by using the Harmony Search Algorithm which is claimed to be a powerful technique for optimal allocation of PV systems. The results of the two techniques were compared and found to be nearly closed. Furthermore, investigation on the effects on the feeder in terms of voltage levels, power factor readings, and short circuit current levels has been done. All calculations and simulations are conducted by using the MATLAB Simulation Program. Some field calculations and observations have been expended in order to substantiate the research findings and validation. 展开更多
关键词 distributed Generation (dg) FEEDER Photovoltaic System (PV) Power Factor Ring Main Unit (RMU) Short Circuit Current Voltage INSTABILITY
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Network Reliability Analysis as a Tool to Guide Investment Decisions in Distributed Generation
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作者 Samson Ttondo Ssemakalu Milton Edimu +1 位作者 Jonathan Serugunda Patrick Kabanda 《Journal of Power and Energy Engineering》 2018年第9期64-84,共21页
Distributed Generation (DG) in any quantity is relevant to supplement the available energy capacity based on various locations, that is, whether a site specific or non-site specific energy technology. The evacuation i... Distributed Generation (DG) in any quantity is relevant to supplement the available energy capacity based on various locations, that is, whether a site specific or non-site specific energy technology. The evacuation infrastructure that delivers power to the distribution grid is designed with appropriate capacity in terms of size and length. The evacuation lines and distribution network however behave differently as they possess inherent characteristics and are exposed to varying external conditions. It is thus feasible to expect that these networks behave stochastically due to fault conditions and variable loads that destabilize the system. This in essence impacts on the availability of the evacuation infrastructure and consequently on the amount of energy delivered to the grid from the DG stations. Reliability of the evacuation point of a DG is however not a common or prioritized criteria in the decision process that guides investment in DG. This paper reviews a planned solar based DG plant in Uganda. Over the last couple of years, Uganda has seen a significant increase in the penetration levels of DG. With a network that is predominantly radial and experiences low reliability levels, one would thus expect reliability analysis to feature significantly in the assessment of the proposed DG plants. This is however not the case. This paper, uses reliability analysis to assess the impact of different evacuation options of the proposed DG plant on its dispatch levels. The evacuation options were selected based on infrastructure options in other locations with similar solar irradiances as the planned DG location. Outage data were collected and analyzed using the chi square method. It was found to be variable and fitting to different Probability Distribution Functions (PDF). Using stochastic methods, a model that incorporates the PDFs was developed to compute the reliability indices. These were assessed using chi square and found to be variable and fitting different PDFs as well. The viability of the project is reviewed based on Energy Not Supplied (ENS) and the anticipated project payback periods for any considered evacuation line. The results of the study are also reviewed for the benefit of other stakeholders like the customers, the utility and the regulatory body. 展开更多
关键词 DETERMINISTIC METHODS distributed Generation network RELIABILITY RELIABILITY ANALYSIS STOCHASTIC METHODS
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Overall Framework and Module of Distribution Network Coordinated Planning Considering Distributed Generation
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作者 Qianjin LIU Huanghuang LIU 《Engineering(科研)》 2013年第1期32-36,共5页
Combining with the characteristics of China's energy and the strategy of sustainable development, analyzing the pros and cons which caused by the appearance of DG and their operation connecting to grid, this paper... Combining with the characteristics of China's energy and the strategy of sustainable development, analyzing the pros and cons which caused by the appearance of DG and their operation connecting to grid, this paper points out that the two sides can achieve win-win under a reasonable combination between DG and distribution system, so as to optimize the allocation of resources, improve the utilization ratio of resource, and obtain maximum social benefit, harmoniously promote the development of power industry, economy and environment. As a word, this paper puts forward a new model of distribution network planning including DG and brings in penalty factorto guide the investment and construction of DG. Last of all, this paper presents the adoption of the coordination development coefficients which is to evaluate the power planning. 展开更多
关键词 distributed generation distribution network PLANNING PENALTY FACTOR COORDINATED development COEFFICIENT
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Distributed Generation Islanding Effect on Distribution Networks and End User Loads Using the Master-Slave Islanding Method
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作者 Lambros Ekonomou George P. Fotis +1 位作者 Vasiliki Vita Valeri Mladenov 《Journal of Power and Energy Engineering》 2016年第10期1-24,共24页
This study aims to address the feasibility of planned islanding operation and to investigate the effect of unplanned islanding using the master-slave islanding method for controlling the distributed generation units d... This study aims to address the feasibility of planned islanding operation and to investigate the effect of unplanned islanding using the master-slave islanding method for controlling the distributed generation units during grid-connected and islanding operation. Neplan desktop power simulation tool was used for the modelling and simulation of a realistic MV network with four different distributed generation technologies (diesel, gas, hydro and wind) along with their excitation and governor control systems, while an exponential model was used to represent the loads in the network. The dynamic and steady state behavior of the four distributed generation technologies were investigated during grid-connected operation and two transition modes to the islanding situation, planned and unplanned. The obtained results that validated through various case studies have shown that a suitable planned islanding transition could provide support to critical loads at the event of electricity utility outages. 展开更多
关键词 distributed Generation Distribution networks ISLANDING Master-Slave Islanding Method Neplan Simulation Tool
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Distributed Generators Location and Capacity Effect on Voltage Profile Improvement and Power Losses Reduction Using Genetic Algorithm
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作者 Mohamad Fawzy Kotb 《Journal of Energy and Power Engineering》 2012年第3期446-455,共10页
This paper presents a powerful approach to find the optimal size and location of distributed generation units in a distribution system using GA (Genetic Optimization algorithm). It is proved that GA method is fast a... This paper presents a powerful approach to find the optimal size and location of distributed generation units in a distribution system using GA (Genetic Optimization algorithm). It is proved that GA method is fast and easy tool to enable the planners to select accurate and the optimum size of generators to improve the system voltage profile in addition to reduce the active and reactive power loss. GA fitness function is introduced including the active power losses, reactive power losses and the cumulative voltage deviation variables with selecting weight of each variable. GA fitness function is subjected to voltage constraints, active and reactive power losses constraints and DG size constraint. 展开更多
关键词 GA (genetic algorithm) dg distributed generators) cumulative voltage deviation active and reactive power loss WEIGHT MATLAB load flow.
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考虑DG和EV接入的分布式智能配电网联合规划
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作者 李响 王世谦 +6 位作者 李秋燕 陈卓 李宗原 华红艳 刘继伦 张丹 王龙 《中国电机工程学报》 EI CSCD 北大核心 2024年第S01期159-167,共9页
分布式智能配电网规划时,需考虑各个分布式电源(distributed generation,DG)运营商、充电站运营商和供电企业的利益,从而使规划模型多样化、复杂化。为此,提出一种分布式智能配电网双层联合规划模型,在考虑电网潮流、节点电压、电源出... 分布式智能配电网规划时,需考虑各个分布式电源(distributed generation,DG)运营商、充电站运营商和供电企业的利益,从而使规划模型多样化、复杂化。为此,提出一种分布式智能配电网双层联合规划模型,在考虑电网潮流、节点电压、电源出力等约束基础上,配电网下层规划考虑DG和充电站的初始投资成本、售电收入、发电补贴、过网成本,以分布式电源运营商/充电站运营商收益最大为目标函数,确定分布式电源和充电站的接入位置与容量;配电网上层规划考虑配电网购电费用、运行损耗、故障成本,以供电企业收益最大为目标,确定配电网投资项目。双层规划模型求解采用改进遗传算法,对DG和充电站的接入位置与容量、配电网项目开关组合进行隐性编码,将动态规划问题转化为一个非线性整数寻优的数学问题。通过中部城市某区域配电网实例,验证该方法的实用性和有效性。 展开更多
关键词 分布式电源 双层规划 配电网 售电收入 遗传算法
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通信限制下多DG接入配网的新型电流差动保护
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作者 李振兴 王扬赜 +3 位作者 望周丽 陈艳霞 朱益 翁汉琍 《电力系统保护与控制》 EI CSCD 北大核心 2024年第2期80-89,共10页
差动保护是解决分布式电源(distributed generation, DG)接入下配电网保护难题的有效手段,然而配网现有通信建设水平很大程度上制约了差动保护的构建。首先,融合电流相位与相量差动保护思想,同时将电流相位信息进行变换,实现通信信息降... 差动保护是解决分布式电源(distributed generation, DG)接入下配电网保护难题的有效手段,然而配网现有通信建设水平很大程度上制约了差动保护的构建。首先,融合电流相位与相量差动保护思想,同时将电流相位信息进行变换,实现通信信息降容。应用递推最小二乘法实现短路电流相位参数的快速估计,提出了短路电流相位修正策略,以应对CT饱和与直流分量对保护的干扰。最后,提出适用于含多DG配网的新型电流差动保护构建原则与保护判据。基于PSACD/EMTDC平台搭建仿真模型,验证了所提出的电流相位参数预测方法的精度与新型差动保护的性能。算例结果表明:所提电流相位参数预测方法速度快、精度高,具有良好的抗CT饱和能力;所提新型差动保护原理具有良好的性能。 展开更多
关键词 配电网 dg 0±1变换 电流相位参数预测 差动保护
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Degree distribution of random birth-and-death network with network size decline 被引量:1
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作者 张晓军 杨会兰 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第6期71-77,共7页
In this paper,we provide a general method to obtain the exact solutions of the degree distributions for random birthand-death network(RBDN) with network size decline.First,by stochastic process rules,the steady stat... In this paper,we provide a general method to obtain the exact solutions of the degree distributions for random birthand-death network(RBDN) with network size decline.First,by stochastic process rules,the steady state transformation equations and steady state degree distribution equations are given in the case of m ≥ 3 and 0 〈 p 〈 1/2,then the average degree of network with n nodes is introduced to calculate the degree distributions.Specifically,taking m = 3 for example,we explain the detailed solving process,in which computer simulation is used to verify our degree distribution solutions.In addition,the tail characteristics of the degree distribution are discussed.Our findings suggest that the degree distributions will exhibit Poisson tail property for the declining RBDN. 展开更多
关键词 random birth-and-death network(RBDN) Markov chain generating function degree distribution
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