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Research of Three-Phase Unbalanced Treatment in Low-Voltage Distribution Network Based on New Commutation Switch 被引量:1
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作者 Xue Liu Jun Jia Jian Wang 《World Journal of Engineering and Technology》 2019年第4期10-17,共8页
Low-voltage distribution systems in our country are mostly used in agricultural loads and household loads. The value and using time of these kinds of loads are uncontrollable, which lead to the three-phase imbalance i... Low-voltage distribution systems in our country are mostly used in agricultural loads and household loads. The value and using time of these kinds of loads are uncontrollable, which lead to the three-phase imbalance in low-voltage distribution system, and seriously affect the quality of power supply. A new type of the commutation system and an improved quantum genetic algorithm (IQGA) are proposed in the paper. At last, the rationality and the efficiency of the method are verified by a practical example. 展开更多
关键词 LOW-VOLTAGE DISTRIBUTION network three-phase unbalancE COMMUTATION SWITCH IQGA
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Load Balancing Control Strategy for Multi-Substation Flexible Interconnection Distribution Networks Considering Unbalanced Power Compensation
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作者 Qiji Dai Jikai Li +3 位作者 Bohui Ning Yutao Xu Chang Liu Xuan Zhang 《Energy Engineering》 2025年第10期4061-4080,共20页
Aiming at the challenge of complex load balancing coordination for a three-phase four-leg(3P4L)based multi-ended low voltage flexible DC distribution system(M-LVDC)considering unbalanced power compensation,this paper ... Aiming at the challenge of complex load balancing coordination for a three-phase four-leg(3P4L)based multi-ended low voltage flexible DC distribution system(M-LVDC)considering unbalanced power compensation,this paper proposes a phase-split power decoupling unbalanced compensation strategy based load balancing strategy for 3P4L based M-LVDC.Firstly,the topology and operation principle of the 3P4L-based M-LVDC system is introduced,and quasi-proportional resonant(QPR)based phase-split power current control for the 3P4L converter is proposed.Secondly,a load-balancing control strategy considering unbalanced compensation for 3P4L-based MLVDC is presented,in which the control diagrams for each 3P4L-based converter are detailed.The core idea of the proposed strategy is to comprehensively consider the imbalance compensation and load rate balancing between the two areas to calculate the split-phase power and current reference values of each 3P4L converter and achieve the static error-free tracking of the reference values through the QPR current inner-loop control.These reference values are then tracked with zero steady-state error using QPR current inner-loop control.Finally,the effectiveness of the proposed control strategy is verified through a 3P4L M-LVDC case study conducted on the PSCAD/EMTDC software.Theresults indicate that the proposed method not only can reduce the three-phase imbalance degrees from>20% to<0.5%,but also achieve excellent balanced load rates,with the load-rate difference smaller than 1.5%. 展开更多
关键词 three-phase four-bridge-arm Quasi-PR direct current control unbalanced power compensation
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Pareto Multi-Objective Reconfiguration of IEEE 123-Bus Unbalanced Power Distribution Networks Using Metaheuristic Algorithms:A Comprehensive Analysis of Power Quality Improvement
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作者 Nisa NacarÇıkan 《Computer Modeling in Engineering & Sciences》 2025年第6期3279-3327,共49页
This study addresses the critical challenge of reconfiguration in unbalanced power distribution networks(UPDNs),focusing on the complex 123-Bus test system.Three scenarios are investigated:(1)simultaneous power loss r... This study addresses the critical challenge of reconfiguration in unbalanced power distribution networks(UPDNs),focusing on the complex 123-Bus test system.Three scenarios are investigated:(1)simultaneous power loss reduction and voltage profile improvement,(2)minimization of voltage and current unbalance indices under various operational cases,and(3)multi-objective optimization using Pareto front analysis to concurrently optimize voltage unbalance index,active power loss,and current unbalance index.Unlike previous research that oftensimplified system components,this work maintains all equipment,including capacitor banks,transformers,and voltage regulators,to ensure realistic results.The study evaluates twelve metaheuristic algorithms to solve the reconfiguration problem(RecPrb)in UPDNs.A comprehensive statistical analysis is conducted to identify the most efficient algorithm for solving the RecPrb in the 123-Bus UPDN,employing multiple performance metrics and comparative techniques.The Artificial Hummingbird Algorithm emerges as the top-performing algorithm and is subsequently applied to address a multi-objective optimization challenge in the 123-Bus UPDN.This research contributes valuable insights for network operators and researchers in selecting suitable algorithms for specific reconfiguration scenarios,advancing the field of UPDN optimization and management. 展开更多
关键词 Voltage and current unbalanced index unbalanced power distribution network power quality metaheuristic algorithms RECONFIGURATION optimization
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LINEAR PROVABLE SECURITY FOR A CLASS OF UNBALANCED FEISTEL NETWORK 被引量:3
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作者 Wang Nianping Jin Chenhui Yu Zhaoping 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2005年第4期401-406,共6页
A structure iterated by the unbalanced Feistel networks is introduced. It is showed that this structure is provable resistant against linear attack. The main result of this paper is that the upper bound of r-round (r... A structure iterated by the unbalanced Feistel networks is introduced. It is showed that this structure is provable resistant against linear attack. The main result of this paper is that the upper bound of r-round (r≥2m) linear hull probabilities are bounded by q^2 when around function F is bijective and the maximal linear hull probabilities of round function F is q. Application of this structure to block cipher designs brings out the provable security against linear attack with the upper bounds of probabilities. 展开更多
关键词 unbalanced Feistel networks provable security against linear attack linear hull probabilities upper bound.
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Dynamic modeling and direct power control of wind turbine driven DFIG under unbalanced network voltage conditions 被引量:2
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作者 Jia-bing HU Yi-kang HE Lie XU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第12期1731-1740,共10页
This paper proposes an analysis and a direct power control (DPC) design of a wind turbine driven doubly-fed induction generator (DFIG) under unbalanced network voltage conditions. A DFIG model described in the positiv... This paper proposes an analysis and a direct power control (DPC) design of a wind turbine driven doubly-fed induction generator (DFIG) under unbalanced network voltage conditions. A DFIG model described in the positive and negative synchronous reference frames is presented. Variations of the stator output active and reactive powers are fully deduced in the presence of negative sequence supply voltage and rotor flux. An enhanced DPC scheme is proposed to eliminate stator active power oscillation during network unbalance. The proposed control scheme removes rotor current regulators and the decomposition processing of positive and negative sequence rotor currents. Simulation results using PSCAD/EMTDC are presented on a 2-MW DFIG wind power generation system to validate the feasibility of the proposed control scheme under balanced and unbalanced network conditions. 展开更多
关键词 Doubly-fed induction generator (DFIG) Wind turbine Direct power control (DPC) Stator voltage oriented (SVO) unbalanced network
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Energy-balanced clustering protocol for data gathering in wireless sensor networks with unbalanced traffic load 被引量:1
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作者 奎晓燕 王建新 张士庚 《Journal of Central South University》 SCIE EI CAS 2012年第11期3180-3187,共8页
Energy-efficient data gathering in multi-hop wireless sensor networks was studied,considering that different node produces different amounts of data in realistic environments.A novel dominating set based clustering pr... Energy-efficient data gathering in multi-hop wireless sensor networks was studied,considering that different node produces different amounts of data in realistic environments.A novel dominating set based clustering protocol (DSCP) was proposed to solve the data gathering problem in this scenario.In DSCP,a node evaluates the potential lifetime of the network (from its local point of view) assuming that it acts as the cluster head,and claims to be a tentative cluster head if it maximizes the potential lifetime.When evaluating the potential lifetime of the network,a node considers not only its remaining energy,but also other factors including its traffic load,the number of its neighbors,and the traffic loads of its neighbors.A tentative cluster head becomes a final cluster head with a probability inversely proportional to the number of tentative cluster heads that cover its neighbors.The protocol can terminate in O(n/lg n) steps,and its total message complexity is O(n2/lg n).Simulation results show that DSCP can effectively prolong the lifetime of the network in multi-hop networks with unbalanced traffic load.Compared with EECT,the network lifetime is prolonged by 56.6% in average. 展开更多
关键词 ENERGY-BALANCE CLUSTERING data gathering wireless sensor networks unbalanced traffic load
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Optimal Control for Vienna Rectifier in Unbalanced Conditions
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作者 LIU Chengzi HUANG Xiaoqi +1 位作者 MA Yaopeng BEN Guicin 《Transactions of Nanjing University of Aeronautics and Astronautics》 2025年第3期385-394,共10页
The Vienna rectifier is a widely adopted solution for high-power rectification due to its efficiency and straightforward design.However,its performance can degrade under unbalanced three phase voltage conditions,leadi... The Vienna rectifier is a widely adopted solution for high-power rectification due to its efficiency and straightforward design.However,its performance can degrade under unbalanced three phase voltage conditions,leading to current zero-crossing distortion and compromised dynamic response.This paper investigates the causes of these distortions,identifying a phase shift between the input current and the grid voltage as a primary factor,and proposes an effective distortion phase identification strategy.Furthermore,the dynamic performance is enhanced through improved current reference calculations and a refined power feedforward strategy.This approach optimizes the system's response to load changes and maintains output voltage stability under unbalanced conditions.Simulation results validate the effectiveness of the proposed methods in reducing current distortion and improving overall performance. 展开更多
关键词 zero-crossing distortion three-phase voltage unbalanced RECTIFIER power feedforward
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Upper Bounds of Differential Characteristic Probability for Unbalanced Feistel Network Employing DSM
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作者 GUO Jiansheng HU Xiaoliang LUO Wei 《Wuhan University Journal of Natural Sciences》 CAS 2014年第2期173-177,共5页
In this paper, for the unbalanced Feistel network which employs diffusion matrices in a switching way, we study the fixed number of its differential active S-boxes. Firstly we obtain some lower bounds of the different... In this paper, for the unbalanced Feistel network which employs diffusion matrices in a switching way, we study the fixed number of its differential active S-boxes. Firstly we obtain some lower bounds of the differential active S-boxes for m, 2m and 3m rounds of Feistel structure, respectively. By concatenating these rounds, a fixed number of differential active S-boxes for arbitrary round number is derived. Our results imply that the unbalanced Feistel network using DSM is more secure than the traditional structure. 展开更多
关键词 block cipher unbalanced Feistel network differen- tial active S-box branch number
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Electromagnetic Performance Prediction for the Symmetrical Dual Three-phase Surface-mounted PMSM under Open-phase Faults Based on Accurate Subdomain Model 被引量:1
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作者 Zhe Liang Deliang Liang +1 位作者 Peng Kou Shaofeng Jia 《CES Transactions on Electrical Machines and Systems》 CSCD 2022年第4期422-437,共16页
The paper presents an accurate analytical subdomain model for predicting the electromagnetic performance in the symmetrical dual three-phase surface-mounted permanent magnet synchronous machine(PMSM)under open-phase f... The paper presents an accurate analytical subdomain model for predicting the electromagnetic performance in the symmetrical dual three-phase surface-mounted permanent magnet synchronous machine(PMSM)under open-phase faulty conditions.The model derivations are extended from previous accurate subdomain models accounting for slotting effects.Compared with most conventional subdomain models for traditional three-phase machines with nonoverlapping winding arrangement,the subdomain model proposed in this paper applied for the 24-slot/4-pole dual three-phase machine with symmetrical overlapping winding arrangement.In order to investigate the postfault electromagnetic performance,the reconfigured phase currents and then current density distribution in stator slots under different open-circuit conditions are discussed.According to the developed model and postfault current density distribution,the steady-state electromagnetic performance,such as the electromagnetic torque and unbalanced magnetic force,under open-circuit faulty conditions are obtained.For validation purposes,finite element analysis(FEA)is employed to validate the analytical results.The result indicate that the postfault electromagnet performance can be accurately predicted by the proposed subdomain model,which is in good agreement with FEA results. 展开更多
关键词 Dual three-phase Permanent magnet synchronous machine Subdomain model Electromagnetic torque unbalanced magnetic force Open-phase fault
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The Control Technology Research of the Z-source Three-phase Four-bridge Arm Inverter
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作者 Xiangli Li Zhaoyang Yan +2 位作者 Keke Pan Chenghao Ma Hanhong Qi 《Energy and Power Engineering》 2013年第4期733-739,共7页
Z-source inverter can boost the voltage of the DC-side, allow the two switches of the same bridge arm conducting at the same time and it has some other advantages. The zero-sequence current flows through the fourth le... Z-source inverter can boost the voltage of the DC-side, allow the two switches of the same bridge arm conducting at the same time and it has some other advantages. The zero-sequence current flows through the fourth leg of the three-phase four-leg inverter so the three-phase four-leg inverter can work with unbalanced load. This paper presents a Z-source three-phase four-leg inverter which combines a Z-source network with three-phase four-leg inverter. The circuit uses simple SPWM modulation technique and the fourth bridge arm uses fully compensated control method. The inverter can maintain a symmetrical output voltage when the proposed scheme under the unbalanced load. 展开更多
关键词 Z-SOURCE INVERTER three-phase FOUR-LEG INVERTER unbalanced Load Imbalanced VOLTAGE
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Research on a New Control Strategy of Three Phase Inverter for Unbalanced Loads
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作者 Wenhua HU Weiming Ma Chunxi LIU 《Journal of Electromagnetic Analysis and Applications》 2010年第1期39-44,共6页
One of the very important functions of three-phase inverter is to maintain the symmetric three-phase output voltage when the three-phase loads are unbalanced. Although the traditional symmetrical component decomposing... One of the very important functions of three-phase inverter is to maintain the symmetric three-phase output voltage when the three-phase loads are unbalanced. Although the traditional symmetrical component decomposing and superimpose theory can keep the voltage balance through compensating the positive-, negative- and zero-sequence components of the output voltage of inverter, however, this method is time-consuming and not suitable for control. Aiming at high power medium frequency inverter source, a P+Resonant (Proportion and Resonant) controller which ensured a balanced three phase output voltage under unbalanced load is proposed in this paper. The regulator was proved to be applicable to both three-phase three-wire system and three-phase four-wire system and developed two methods of realization. The simulation results verified that this method can suppressed effectively the output voltage distorted caused by the unbalanced load and attained a high quality voltage waveforms. 展开更多
关键词 three-phase INVERTER unbalanced Load the three-phase OUTPUT Voltage SYMMETRIC MEDIUM Frequency P+Resonant Controller
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Multi-Objective Approaches for Optimizing 37-Bus Power Distribution Systems with Reconfiguration Technique:From Unbalance Current&Voltage Factor to Reliability Indices
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作者 Murat Cikan 《Computer Modeling in Engineering & Sciences》 2025年第4期673-721,共49页
This study examines various issues arising in three-phase unbalanced power distribution networks(PDNs)using a comprehensive optimization approach.With the integration of renewable energy sources,increasing energy dema... This study examines various issues arising in three-phase unbalanced power distribution networks(PDNs)using a comprehensive optimization approach.With the integration of renewable energy sources,increasing energy demands,and the adoption of smart grid technologies,power systems are undergoing a rapid transformation,making the need for efficient,reliable,and sustainable distribution networks increasingly critical.In this paper,the reconfiguration problem in a 37-bus unbalanced PDN test system is solved using five different popular metaheuristic algorithms.Among these advanced search algorithms,the Bonobo Optimizer(BO)has demonstrated superior performance in handling the complexities of unbalanced power distribution network optimization.The study is structured around four distinct scenarios:(Ⅰ)improving mean voltage profile and minimizing active power loss,(Ⅱ)minimizing Voltage Unbalance Index(VUI)and Current Unbalance Index(CUI),(Ⅲ)optimizing key reliability indices using both Line Oriented Reliability Index(LORI)and Customer Oriented Reliability Index(CORI)approaches,and(Ⅳ)employing multi-objective optimization using the Pareto front technique to simultaneously minimize active power loss,average CUI,and System Average Interruption Duration Index(SAIDI).The study aims to contribute to the development of more efficient,reliable,and sustainable energy systems by addressing voltage profiles,power losses,reduction of imbalance,and the enhancement of reliability together. 展开更多
关键词 unbalanced power distribution network line and customer reliability index unbalance voltage and current index meta-heuristic optimization active power loss
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Linear Three-Phase Power Flow for Unbalanced Active Distribution Networks with PV Nodes 被引量:8
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作者 Yi Wang Ning Zhang +2 位作者 Hai Li Jingwei Yang Chongqing Kang 《CSEE Journal of Power and Energy Systems》 SCIE 2017年第3期321-324,共4页
High penetration of distributed renewable energy promotes the development of an active distribution network(ADN).The power flow calculation is the basis of ADN analysis.This paper proposes an approximate linear three-... High penetration of distributed renewable energy promotes the development of an active distribution network(ADN).The power flow calculation is the basis of ADN analysis.This paper proposes an approximate linear three-phase power flow model for an ADN with the consideration of the ZIP model of the loads and PV nodes.The proposed method is not limited to radial topology and can handle high R/X ratio branches.Case studies on the IEEE 37-node distribution network show a high accuracy and the proposed method is applicable to practical uses such as linear or convex optimal power flow of the ADN. 展开更多
关键词 Active distribution network linear power flow PV nodes unbalanced distribution systems ZIP model
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Multi-area distributed three-phase state estimation for unbalanced active distribution networks 被引量:6
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作者 Sheng CHEN Zhinong WEI +3 位作者 Guoqiang SUN Ning LU Yonghui SUN Ying ZHU 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2017年第5期767-776,共10页
This paper proposes a new multi-area framework for unbalanced active distribution network(ADN) state estimation. Firstly, an innovative three-phase distributed generator(DG) model is presented to take the asymmetric c... This paper proposes a new multi-area framework for unbalanced active distribution network(ADN) state estimation. Firstly, an innovative three-phase distributed generator(DG) model is presented to take the asymmetric characteristics of DG three-phase outputs into consideration. Then a feasible method to set pseudo-measurements for unmonitored DGs is introduced. The states of DGs,together with the states of alternating current(AC) buses in ADNs, were estimated by using the weighted least squares(WLS) method. After that, the ADN was divided into several independent subareas. Based on the augmented Lagrangian method, this work proposes a fully distributed three-phase state estimator for the multi-area ADN.Finally, from the simulation results on the modified IEEE123-bus system, the effectiveness and applicability of the proposed methodology have been investigated and discussed. 展开更多
关键词 Active distribution networks(ADNs) Distributed three-phase state estimation three-phase distributed generator(DG)models Pseudo-measurements Augmented Lagrangian
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光伏参与的配电网分布式不平衡电流补偿控制
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作者 冯启帆 夏杨红 +1 位作者 杨鹏程 韦巍 《电力系统自动化》 北大核心 2026年第2期115-124,共10页
大量三相不平衡设备并网导致台区三相电流不平衡,利用配电网台区内变流器进行不平衡电流的补偿是抑制台区负序和零序电流的有效方法。三相光伏变流器广泛用于配电网中,其剩余容量可以解决电能质量问题。文中提出了一种利用三相光伏变流... 大量三相不平衡设备并网导致台区三相电流不平衡,利用配电网台区内变流器进行不平衡电流的补偿是抑制台区负序和零序电流的有效方法。三相光伏变流器广泛用于配电网中,其剩余容量可以解决电能质量问题。文中提出了一种利用三相光伏变流器治理配电网台区不平衡电流的分布式控制策略。首先,测量流经台区变压器的三相不平衡功率;其次,根据当前时刻台区内光伏变流器的剩余容量,采用分布式控制器计算每台承担补偿任务的变流器的功率指令,通过低带宽单向通信下发该功率指令并执行;然后,对所提控制策略在通信故障情形下及两端供电网络中的适用性进行讨论;最后,在RT-LAB中进行半实物仿真验证。结果表明,所提分布式不平衡电流补偿控制能在光伏变流器电流限幅的约束下有效降低台区的不平衡电流,并能广泛适用于配电网的不同场景。 展开更多
关键词 不平衡电流 电能质量 分布式光伏 变流器 电流限幅 台区 配电网
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基于虚拟电厂架构的配电网多源协同与不平衡治理研究
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作者 沈明君 《电力系统装备》 2026年第2期10-12,共3页
当前配电网中存在因三相负荷不对称、分布式电源接入不均等导致的不平衡问题,文章结合虚拟电厂架构分析了虚拟电厂的功能结构与关键技术,探讨了配电网不平衡产生机制,设计了多源协同治理策略,并通过闭环验证检验治理效果,旨在依托虚拟... 当前配电网中存在因三相负荷不对称、分布式电源接入不均等导致的不平衡问题,文章结合虚拟电厂架构分析了虚拟电厂的功能结构与关键技术,探讨了配电网不平衡产生机制,设计了多源协同治理策略,并通过闭环验证检验治理效果,旨在依托虚拟电厂的资源聚合与调度能力提升配电网运行稳定性,为配电网不平衡治理提供参考。 展开更多
关键词 虚拟电厂 配电网 多源协同 不平衡治理
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Modeling method of sequence admittance for three-phase voltage source converter under unbalanced grid condition 被引量:1
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作者 Yang CEN Meng HUANG Xiaoming ZHA 《Journal of Modern Power Systems and Clean Energy》 SCIE EI 2018年第3期595-606,共12页
The admittance is a strong tool for stability analysis and assessment of the three-phase voltage source converters(VSCs) especially in grid-connected mode.However, the sequence admittance is hard to calculate when the... The admittance is a strong tool for stability analysis and assessment of the three-phase voltage source converters(VSCs) especially in grid-connected mode.However, the sequence admittance is hard to calculate when the VSC is operating under unbalanced grid voltage conditions. In this paper, a simple and direct modeling method is proposed for a three-phase VSC taking the unbalanced grid voltage as a new variable for the system.Then coupling in the three-phase system can be calculated by applying the harmonic linearization method. The calculated admittance of three-phase VSCs is verified by detailed circuit simulations. 展开更多
关键词 unbalanced GRID VOLTAGE three-phase VOLTAGE source converter Harmonic linearization Positive and negative SEQUENCE ADMITTANCE Stability
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含DG的交直流不平衡配电系统暂态电压稳定性分析 被引量:1
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作者 徐艳春 王霖 +2 位作者 张涛 王凌云 MI Lu 《电力自动化设备》 北大核心 2025年第1期33-41,共9页
分布式电源(DG)以及大量恒功率直流负荷接入交直流配电系统使得母线暂态电压表现出正负极耦合且多波动的特性,现有暂态电压稳定性评估方法准确率低且适用性较差。推导分析了双极交直流配电系统直流侧线路、负荷参数不平衡时影响系统母... 分布式电源(DG)以及大量恒功率直流负荷接入交直流配电系统使得母线暂态电压表现出正负极耦合且多波动的特性,现有暂态电压稳定性评估方法准确率低且适用性较差。推导分析了双极交直流配电系统直流侧线路、负荷参数不平衡时影响系统母线暂态电压稳定的因素。基于二元表判据思想,提出一种改进的自适应母线暂态电压稳定性评估指标。针对参数不平衡时含DG的双极交直流配电系统,引入稳定性保持因子,提出母线与系统的暂态电压稳定裕度计算方法。基于所提方法利用MATLAB/Simulink仿真平台在改进的IEEE 33节点与IEEE 69节点双极交直流配电系统中量化影响系统暂态电压稳定性的因素,并对比验证了所提指标的有效性和优越性。 展开更多
关键词 暂态电压稳定性 交直流系统 不平衡配电系统 直流故障分析
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融合改进采样技术和SRFCNN-BiLSTM的入侵检测方法 被引量:3
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作者 陈虹 由雨竹 +2 位作者 金海波 武聪 邹佳澎 《计算机工程与应用》 北大核心 2025年第9期315-324,共10页
针对目前很多入侵检测方法中因数据不平衡和特征冗余导致检测率低等问题,提出融合改进采样技术和SRFCNN-BiLSTM的入侵检测方法。设计一种FBS-RE混合采样算法,即Borderline-SMOTE过采样和RENN欠采样同时对多数类和少数类样本进行处理,解... 针对目前很多入侵检测方法中因数据不平衡和特征冗余导致检测率低等问题,提出融合改进采样技术和SRFCNN-BiLSTM的入侵检测方法。设计一种FBS-RE混合采样算法,即Borderline-SMOTE过采样和RENN欠采样同时对多数类和少数类样本进行处理,解决数据不平衡问题。利用堆叠降噪自动编码器(stacked denoising auto encoder,SDAE)进行数据降维,减少噪声对数据的影响,去除冗余特征。采用改进的卷积神经网络(split residual fuse convolutional neural network,SRFCNN)和双向长短期记忆网络(bi-directional long short-term memory,BiLSTM)更好地提取数据中的空间和时间特征,结合注意力机制对特征分配不同的权重,获得更好的分类能力,提高对少数攻击流量的检测率。最后,在UNSW-NB15数据集上对模型进行验证,准确率和F1分数为89.24%和90.36%,优于传统机器学习和深度学习模型。 展开更多
关键词 入侵检测 不平衡处理 堆叠降噪自动编码器 卷积神经网络 注意力机制
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不均衡样本下轴承故障的LSGAN‑Swin Transformer诊断方法 被引量:1
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作者 刘杰 谭玉涛 +1 位作者 谷艳玲 杨娜 《振动工程学报》 北大核心 2025年第8期1775-1787,共13页
针对轴承在复杂环境下工作时故障数据难以大量获取,正常数据与故障数据比例严重失衡造成的深度模型训练不充分、诊断精度低等问题,提出一种基于LSGAN-Swin Transformer的轴承故障诊断方法,利用最小二乘生成对抗网络(LSGAN)扩充不均衡或... 针对轴承在复杂环境下工作时故障数据难以大量获取,正常数据与故障数据比例严重失衡造成的深度模型训练不充分、诊断精度低等问题,提出一种基于LSGAN-Swin Transformer的轴承故障诊断方法,利用最小二乘生成对抗网络(LSGAN)扩充不均衡或缺少的轴承数据集,引入窗口自注意力网络进行轴承故障状态识别,使用两种数据集验证所提方法的有效性,并分别与SGAN、WGAN进行对比,证明LSGAN生成的数据训练模型具有更高的准确率。在小样本条件下训练LSGAN,将所提Swin Transformer(Swin-T)模型与CNN、AlexNe和SqueezeNet进行对比,诊断准确率分别提升了34.85%、13.45%和12.95%。通过t-SNE可视化分析对模型分类效果进行评估,结果表明,LSGAN-Swin-T模型在训练样本数量较少时仍能较好地满足故障诊断中的需求,为不均衡数据下的轴承故障诊断研究提供思路。 展开更多
关键词 故障诊断 滚动轴承 不均衡样本 最小二乘生成对抗网络 Swin Transformer
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