期刊文献+
共找到330篇文章
< 1 2 17 >
每页显示 20 50 100
Research of Three-Phase Unbalanced Treatment in Low-Voltage Distribution Network Based on New Commutation Switch 被引量:1
1
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
在线阅读 下载PDF
Load Balancing Control Strategy for Multi-Substation Flexible Interconnection Distribution Networks Considering Unbalanced Power Compensation
2
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
在线阅读 下载PDF
Pareto Multi-Objective Reconfiguration of IEEE 123-Bus Unbalanced Power Distribution Networks Using Metaheuristic Algorithms:A Comprehensive Analysis of Power Quality Improvement
3
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
在线阅读 下载PDF
LINEAR PROVABLE SECURITY FOR A CLASS OF UNBALANCED FEISTEL NETWORK 被引量:3
4
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.
在线阅读 下载PDF
Dynamic modeling and direct power control of wind turbine driven DFIG under unbalanced network voltage conditions 被引量:2
5
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
在线阅读 下载PDF
Energy-balanced clustering protocol for data gathering in wireless sensor networks with unbalanced traffic load 被引量:1
6
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
在线阅读 下载PDF
Optimal Control for Vienna Rectifier in Unbalanced Conditions
7
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
在线阅读 下载PDF
Upper Bounds of Differential Characteristic Probability for Unbalanced Feistel Network Employing DSM
8
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
原文传递
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
9
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
在线阅读 下载PDF
The Control Technology Research of the Z-source Three-phase Four-bridge Arm Inverter
10
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
在线阅读 下载PDF
Research on a New Control Strategy of Three Phase Inverter for Unbalanced Loads
11
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
暂未订购
Multi-Objective Approaches for Optimizing 37-Bus Power Distribution Systems with Reconfiguration Technique:From Unbalance Current&Voltage Factor to Reliability Indices
12
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
在线阅读 下载PDF
基于改进WGAN-GP和ConvNext 1D的不平衡轴承故障诊断
13
作者 曹菁菁 肖景昌 +2 位作者 张艳伟 赵强伟 苏越 《机床与液压》 北大核心 2026年第5期203-210,共8页
针对滚动轴承故障诊断数据不平衡问题,提出一种基于改进Wasserstein距离的梯度惩罚生成对抗网络(WGAN-GP)和ConvNext 1D的故障诊断方法。利用小波包分解得到小波包能量域特征,并引入统计特征作为数据输入;利用改进的WGAN-GP进行数据增强... 针对滚动轴承故障诊断数据不平衡问题,提出一种基于改进Wasserstein距离的梯度惩罚生成对抗网络(WGAN-GP)和ConvNext 1D的故障诊断方法。利用小波包分解得到小波包能量域特征,并引入统计特征作为数据输入;利用改进的WGAN-GP进行数据增强,生成平衡数据集;最后,利用递归下采样设计的ConvNext 1D模型进行分类故障诊断,并应用GELU激活函数来提高特征表达能力。针对凯恩斯西储大学(CWRU)和东南大学(SEU)数据集,设置多个不平衡比例实验场景,并与其他5种深度模型(如Transformer、TCN、WDCNN等)进行对比,以准确率ACC、AUC和F_(1)分数作为评价指标。结果表明:在CWRU数据集上,所提方法在3种不平衡数据集下均取得最优性能,最高ACC达0.972,AUC为0.987,F_(1)分数为0.981,优于对比模型;混淆矩阵显示个别故障类别识别率较低,但均超过95%,其余故障类别准确率均为100%;在SEU数据集上,最高ACC为0.943,AUC为0.978,F_(1)分数为0.954,同样优于其他对比方法,但混淆矩阵显示内圈故障识别能力较差,准确率不足85%,其余类别识别准确率较好。生成样本经t-SNE可视化后表明,平衡数据集中不同故障类别聚类更清晰,证明了WGAN-GP生成样本的有效性。相较于其他经典模型,所提方法提高了对少数类样本的识别能力,在处理不平衡故障分类问题上精度更高。该基于改进WGAN-GP和ConvNext 1D的方法能有效缓解轴承故障数据不平衡问题。 展开更多
关键词 滚动轴承 故障诊断 不平衡数据集 深度学习 生成对抗网络
在线阅读 下载PDF
Linear Three-Phase Power Flow for Unbalanced Active Distribution Networks with PV Nodes 被引量:8
14
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
原文传递
Multi-area distributed three-phase state estimation for unbalanced active distribution networks 被引量:6
15
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
原文传递
光伏参与的配电网分布式不平衡电流补偿控制 被引量:1
16
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
在线阅读 下载PDF
基于虚拟电厂架构的配电网多源协同与不平衡治理研究
17
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
在线阅读 下载PDF
电动汽车集群并网后对不平衡配电网的影响研究
18
作者 田广 刘侠 杨洋 《微型电脑应用》 2026年第2期188-191,196,共5页
大规模电动汽车(EV)集群并网后,其随机无序的充放电行为给城市配电网的安全稳定运行带来了新挑战。V2G(vehicle to grid)技术的应用实现了EV与电网的双向互动,使其具备了可控负荷和储能的双重属性,利用该特性可实现电网运行工况的提升... 大规模电动汽车(EV)集群并网后,其随机无序的充放电行为给城市配电网的安全稳定运行带来了新挑战。V2G(vehicle to grid)技术的应用实现了EV与电网的双向互动,使其具备了可控负荷和储能的双重属性,利用该特性可实现电网运行工况的提升。针对IEEE13不平衡配电网,使用OpenDSS和MATLAB将EV集群建模为储能元件,采用遗传算法对EV集群的负荷曲线形状进行优化,通过V2G和G2V的综合应用以实现负载均衡。通过算例仿真分析EV集群在V2G及G2V(grid to vehicle)运行模式下对不平衡配电网的削峰填谷、负荷曲线优化、不平衡度调整等方面发挥的作用,可为EV与不平衡配电网的运行优化以及EV并网后的多场景优化提供借鉴。 展开更多
关键词 不平衡配电网 电动汽车 车联网 储能 负荷曲线
在线阅读 下载PDF
基于深度学习的超偏载检测装置故障预测与运维韧性提升研究
19
作者 王猛 《铁道技术标准(中英文)》 2026年第2期26-33,40,共9页
铁路货车超偏载检测装置是货运安全的关键,其可靠性和连续性直接影响铁路安全监控网络韧性。针对传统运维模式响应滞后、效率低,导致设备非计划停机形成安全“盲区”的问题,本文提出基于深度学习的故障预测方法,通过“数智赋能”实现从... 铁路货车超偏载检测装置是货运安全的关键,其可靠性和连续性直接影响铁路安全监控网络韧性。针对传统运维模式响应滞后、效率低,导致设备非计划停机形成安全“盲区”的问题,本文提出基于深度学习的故障预测方法,通过“数智赋能”实现从“事后维修”到“预测性维护”的转变,提升运维韧性。研究系统分析了装置典型故障模式及多维状态数据,构建以长短期记忆网络(Long Short-Term Memory,LSTM)为核心的故障预测模型,有效捕捉时序数据长期依赖关系。在仿真数据集实验中,模型验证了其有效性,并通过评价模型量化预测性维护对平均无故障时间(MTBF)、平均修复时间(MTTR)和综合可用率的提升。结果显示,该方法可提前数小时至数天预测传感器漂移失效、采集板卡性能劣化等故障,显著提升设备可靠性和铁路安全韧性,为智能运维和可持续铁路体系提供了技术路径。 展开更多
关键词 超偏载检测装置 故障预测 运维韧性 长短期记忆网络 数智赋能
在线阅读 下载PDF
基于不平衡样本特征的电缆发热故障自动化诊断技术
20
作者 杨锟 《电力信息与通信技术》 2026年第3期60-66,共7页
在电缆发热故障自动化诊断中,正常运行的电缆数据远多于故障数据,导致传统的故障诊断模型在训练时容易偏向多数类(正常类),而忽视少数类(故障类),降低了对故障识别的准确性。为此,文章提出基于不平衡样本特征的电缆发热故障自动化诊断... 在电缆发热故障自动化诊断中,正常运行的电缆数据远多于故障数据,导致传统的故障诊断模型在训练时容易偏向多数类(正常类),而忽视少数类(故障类),降低了对故障识别的准确性。为此,文章提出基于不平衡样本特征的电缆发热故障自动化诊断方法。通过提取电缆发热故障特征向量,利用XGBoost决策树预测电缆发热故障诊断所需的不平衡样本特征集。采用Bagging-异质K近邻集成算法对训练后的特征集进行规划和分类,并建立特征集分类器,根据分类正确率权值矩阵实现电缆发热故障自动化诊断。实验结果表明,所提方法的损失函数(Loss)在训练过程中迅速收敛且保持平稳,能够准确捕捉并判断电缆的发热故障状态。通过计算得到的F1值整体保持在0.95以上,进一步验证了该方法在电缆故障诊断领域的有效性和高精度。 展开更多
关键词 电缆发热故障 自动化诊断 不平衡样本特征 XGBoost决策树 卷积神经网络 特征集分类器 Loss函数
在线阅读 下载PDF
上一页 1 2 17 下一页 到第
使用帮助 返回顶部