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Regional-scale risk assessment of forest fires induced by distribution lines via a hybrid approach
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作者 Hongrui Jiang Jiaqing Zhang +3 位作者 Long Ding Binbin Zhang Tao Sun Jie Ji 《中国科学技术大学学报》 CSCD 北大核心 2024年第12期50-61,I0007,I0009,共14页
Forest fire accidents caused by distribution line faults occur frequently,resulting in heavy impacts on people’s safety and social and economic development.Currently,there are few risk assessments for forest fires in... Forest fire accidents caused by distribution line faults occur frequently,resulting in heavy impacts on people’s safety and social and economic development.Currently,there are few risk assessments for forest fires induced by over-head distribution lines,and existing assessment methods may have difficulties in data acquisition.On this basis,a novel as-sessment framework based on an analytic hierarchy process,a Bayesian network and a Fussel-Vesely importance metric is proposed in this paper.The framework combines field research and historical operation and maintenance data to assess the regional-scale risk of forest fires induced by overhead distribution lines to derive the probability of forest fires and to identify high-risk lines and key hazard events in the assessment region.Finally,taking the southern Anhui region as an ex-ample,the annual fire probability of forest fires induced by overhead distribution lines in the southern Anhui region is 5.88%,and rectification measures are proposed.This study provides management with a complete assessment framework that optimizes the difficulty of data collection and allows for additional targeted corrective measures to be proposed for the entire region and route on the basis of the assessment results. 展开更多
关键词 overhead distribution lines regional risk assessment forest fire Bayesian network hazard identification
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Research on Lightning Protection of Overhead Power Distribution Lines 被引量:2
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作者 Shigeru Yokoyama Tomoyuki Sato 《高电压技术》 EI CAS CSCD 北大核心 2013年第10期2317-2328,共12页
There are two major protective methods against lightning outages on overhead distribution lines.One is a surge arrester,and the other is an overhead ground wire.The surge arresters have rather constant effect regardle... There are two major protective methods against lightning outages on overhead distribution lines.One is a surge arrester,and the other is an overhead ground wire.The surge arresters have rather constant effect regardless of the cause of the lightning outage.On the other hand,the effect of an overhead ground wire is quite different in two major causes,the direct lightning hit and the induced overvoltage.It is sufficient to provide surge arresters with an interval of 300 m for protection against the induced overvoltage caused by the nearby lightning stroke.Use of an overhead ground wire together with surge arresters is effective for lightning protection against the direct lightning hit to a distribution line.Puncture of surge arresters is the popular outage when the outage caused by the insulation break decreases sufficiently.Also,the existence of nearby trees leads to the line break due to the side flash from a tree.Advanced lightning protection equipment with ZnO arrester components is popular in Japan.Modeling of a pole transformer and application of an electromagnetic analysis method,such as FDTD method,to surge phenomena is considerably advanced. 展开更多
关键词 架空配电线路 防雷保护 雷击感应过电压 时域有限差分方法 架空地线 避雷器 防护方法 直接雷击
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Lightning Overvoltages on Rural Distribution Lines 被引量:1
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作者 A. Piantini D. M. Duarte F. Romero 《高电压技术》 EI CAS CSCD 北大核心 2008年第12期2564-2569,共6页
This paper presents information concerning the characteristics of lightning overvoltages on overhead power distribution lines.Discussion on the protection measures against transients caused by both direct and indirect... This paper presents information concerning the characteristics of lightning overvoltages on overhead power distribution lines.Discussion on the protection measures against transients caused by both direct and indirect strokes is also presented. 展开更多
关键词 农村 配电线路 雷电过电压保护 间接雷击
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Characteristics of turbulent flow distribution in branch piping system 被引量:4
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作者 YOO Geun-jong CHOI Hoon-ki KIM Chul-hwan 《Journal of Central South University》 SCIE EI CAS 2012年第11期3208-3214,共7页
Flow distribution in branch piping system is affected by flow characteristics and different geometric variations. Most of the flow distribution studies are performed with one-dimensional analysis to yield overall info... Flow distribution in branch piping system is affected by flow characteristics and different geometric variations. Most of the flow distribution studies are performed with one-dimensional analysis to yield overall information only. However, detailed analysis is required to find effects of design parameters on the flow distribution. For this aspect, three-dimensional turbulent flow analysis was performed to assess turbulence model performance and effects of upstream pressure and branch pipe geometry. Three different turbulence models of standard k-e model, realizable k-e model and standard k-co yield similar results, indicating small effects of turbulence models on flow characteristics analysis. Geometric variations include area ratio of main and branch pipes, branch pipe diameter, and connection shape of main and branch pipes. Among these parameters, area ratio and branch diameter and shape show strong effect on flow distribution due to high friction and minor loss. Uniform flow distribution is one of common requirements in the branch piping system and this can be achieved with rather high total loss design. 展开更多
关键词 flow distribution pipe flow branch pipe turbulent flow
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Fault Line Selection Method Considering Grounding Fault Angle for Distribution Network 被引量:1
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作者 Li Si-bo Zhao Yu-lin +1 位作者 Li Ji-chang Sui Tao 《Journal of Northeast Agricultural University(English Edition)》 CAS 2015年第1期58-65,共8页
In the distribution network system with its neutral point grounding via arc suppression coil, when single-phase grounding fault occurred near zero-crossing point of the phase voltage, the inaccuracy of the line select... In the distribution network system with its neutral point grounding via arc suppression coil, when single-phase grounding fault occurred near zero-crossing point of the phase voltage, the inaccuracy of the line selection always existed in existing methods. According to the characteristics that transient current was different between the fault feeder and other faultless feeders, wavelet transformation was performed on data of the transient current within a power frequency cycle after the fault occurred. Based on different fault angles, wavelet energy in corresponding frequency band was chosen to compare. The result was that wavelet energy in fault feeder was the largest of all, and it was larger than sum of those in other faultless feeders, when the bus broke down, the disparity between each wavelet energy was not significant. Fault line could be selected out by the criterion above. The results of MATLAB/simulink simulation experiment indicated that this method had anti-interference capacity and was feasible. 展开更多
关键词 distribution network single-phase grounding fault fault line selection fault angle wavelet transformation
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A novel hybrid estimation of distribution algorithm for solving hybrid flowshop scheduling problem with unrelated parallel machine 被引量:10
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作者 孙泽文 顾幸生 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第8期1779-1788,共10页
The hybrid flow shop scheduling problem with unrelated parallel machine is a typical NP-hard combinatorial optimization problem, and it exists widely in chemical, manufacturing and pharmaceutical industry. In this wor... The hybrid flow shop scheduling problem with unrelated parallel machine is a typical NP-hard combinatorial optimization problem, and it exists widely in chemical, manufacturing and pharmaceutical industry. In this work, a novel mathematic model for the hybrid flow shop scheduling problem with unrelated parallel machine(HFSPUPM) was proposed. Additionally, an effective hybrid estimation of distribution algorithm was proposed to solve the HFSPUPM, taking advantage of the features in the mathematic model. In the optimization algorithm, a new individual representation method was adopted. The(EDA) structure was used for global search while the teaching learning based optimization(TLBO) strategy was used for local search. Based on the structure of the HFSPUPM, this work presents a series of discrete operations. Simulation results show the effectiveness of the proposed hybrid algorithm compared with other algorithms. 展开更多
关键词 hybrid estimation of distribution algorithm teaching learning based optimization strategy hybrid flow shop unrelated parallel machine scheduling
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A Novel Fault Location Algorithmfor Double-Circuit Transmission Lines based on Distributed Parameter
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作者 商立群 施围 《电工电能新技术》 CSCD 北大核心 2006年第1期13-16,20,共5页
Anewfault location algorithmfor double-circuit transmissionlines is described inthis paper.Theproposed method uses data extractedfromtwo ends of the transmissionlines andthus eliminates the effects ofthe source impeda... Anewfault location algorithmfor double-circuit transmissionlines is described inthis paper.Theproposed method uses data extractedfromtwo ends of the transmissionlines andthus eliminates the effects ofthe source impedance andthe fault resistance.The distributed parameter model and the modal transformationare also employed.Depending on modal transformation,the coupled equations of the lines are converted intodecoupled ones.Inthis way,the mutual coupling effects between adjacent circuits of the lines are eliminatedandtherefore an accurate fault location can be achieved.The proposed methodis tested via digital simulationusing EMTP in conjunction with MATLAB.The test results corroborate the high accuracy of the proposedmethod. 展开更多
关键词 双回路输电线路 节点数据 故障分析 分布参数
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Water invasion and remaining gas distribution in carbonate gas reservoirs using core displacement and NMR 被引量:3
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作者 GUO Cheng-fei LI Hua-bin +2 位作者 TAO Ye LANG Li-yuan NIU Zhong-xiao 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第2期531-541,共11页
Water invasion is a common phenomenon in gas reservoirs with active edge-and-bottom aquifers.Due to high reservoir heterogeneity and production parameters,carbonate gas reservoirs feature exploitation obstacles and lo... Water invasion is a common phenomenon in gas reservoirs with active edge-and-bottom aquifers.Due to high reservoir heterogeneity and production parameters,carbonate gas reservoirs feature exploitation obstacles and low recovery factors.In this study,combined core displacement and nuclear magnetic resonance(NMR)experiments explored the reservoir gas−water two-phase flow and remaining microscopic gas distribution during water invasion and gas injection.Consequently,for fracture core,the water-phase relative permeability is higher and the co-seepage interval is narrower than that of three pore cores during water invasion,whereas the water-drive recovery efficiency at different invasion rates is the lowest among all cores.Gas injection is beneficial for reducing water saturation and partially restoring the gas-phase relative permeability,especially for fracture core.The remaining gas distribution and the content are related to the core properties.Compared with pore cores,the water invasion rate strongly influences the residual gas distribution in fracture core.The results enhance the understanding of the water invasion mechanism,gas injection to resume production and the remaining gas distribution,so as to improve the recovery factors of carbonate gas reservoirs. 展开更多
关键词 core displacement gas−water two-phase flow recovery factor nuclear magnetic resonance(NMR) remaining gas distribution
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Mechanism of stress distribution and failure around two different shapes of openings within fractured rock-like materials 被引量:1
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作者 FAN Xiang YANG Zhi-jun +2 位作者 HONG Ming YU Hao XIE Yong-li 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第6期1916-1932,共17页
The complexity of a rock masses structure can lead to high uncertainties and risk during underground engineering construction.Laboratory tests on fractured rock-like materials containing a tunnel were conducted,and tw... The complexity of a rock masses structure can lead to high uncertainties and risk during underground engineering construction.Laboratory tests on fractured rock-like materials containing a tunnel were conducted,and twodimensional particle flow models were established.The principal stress and principal strain distributions surrounding the four-arc-shaped and inverted U-shaped tunnels were investigated,respectively.Numerical results indicated that the dip angle combination of preexisting fractures directly affects the principal stress,principal strain distribution and the failure characteristics around the tunnel.The larger the absolute value of the preexisting fracture inclination angle,the higher the crushing degree of compression splitting near the hance and the larger the V-shaped failure zone.With a decrease in the absolute value of the preexisting fracture inclination angle,the compressive stress concentration of the sidewall with preexisting fractures gradually increases.The types of cracks initiated around the four-arc-shaped tunnel and the inverted U-shape tunnel are different.When the fractures are almost vertical,they have a significant influence on the stress of the sidewall force of the four-arc-shaped tunnel.When the fractures are almost horizontal,they have a significant influence on the stress of the sidewall of the inverted U-shaped tunnel.The findings provide a theoretical support for the local strengthening design of the tunnel supporting structure. 展开更多
关键词 TUNNEL fractured rock-like material 2D particle flow code crack initiation stress distribution
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Method of Fault Area & Section Location for Non-solidly Earthed Distribution System 被引量:28
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作者 ZHENG Guping JIANG Chao LI Gang QI Zheng YANG Yihan 《中国电机工程学报》 EI CSCD 北大核心 2012年第13期I0014-I0014,197,共1页
中国中压配电网以架空线为主,多为小电流系统,单相接地故障占到电网故障总数的80%以上,但中国配网自动化系统基本上没有小电流接地故障定位功能,使配网自动化系统在提高可靠性的作用上大打折扣。给出一种小电流接地故障区段定位新... 中国中压配电网以架空线为主,多为小电流系统,单相接地故障占到电网故障总数的80%以上,但中国配网自动化系统基本上没有小电流接地故障定位功能,使配网自动化系统在提高可靠性的作用上大打折扣。给出一种小电流接地故障区段定位新方法,在线路上配置广域相量测量固定测点,获取小电流电网单相接地故障特征信息。基于测点相邻矩阵区段起始测点标识向量和故障路径标识向量概念,提出确定故障区间边界节点算法。物理模拟实验和挂网测试表明:该故障分区分段定位方法能够在线求解小电流接地故障段边界节点,缩小线路维护巡视范围。确定故障区间边界节点算法还可用于确定故障区相关负荷开关,为线路维护和馈线自动化提供依据。 展开更多
关键词 断层破碎带 配电自动化系统 单相接地故障 小电流系统 小电流接地 架空线路 电压分布 故障监测
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Calculation Model for the Propagation of Audible Noise from High Voltage Transmission Lines 被引量:7
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作者 LI Xuebao CUI Xiang LU Tiebing HE Jiamei 《高电压技术》 EI CAS CSCD 北大核心 2013年第8期2045-2052,共8页
Audible noise from high voltage transmission lines’ corona discharge has become one of the decisive factors affecting design of high voltage transmission lines, thus it is very important to study the spatial propagat... Audible noise from high voltage transmission lines’ corona discharge has become one of the decisive factors affecting design of high voltage transmission lines, thus it is very important to study the spatial propagation characteristics of audible noise for its accurate pre- diction. A calculation model for the propagation of audible noise is presented in this paper, which is based on the basic equation of the sound wave and can involve the influences of the atmosphere absorption and ground effects. The effects of different ground impedances and the atmospheric attenuation on the distribution of sound pressure level are discussed in this paper. The results show that the atmospheric absorp- tion may increase the attenuation of the audible noise, and the ground surface affects both the amplitude and phase of the sound. The spatial distribution fluctuates considering the ground effects. The atmospheric attenuation and the ground effect are closely related to the frequency of the noise. In the frequency range of the audible noise, the influence of atmospheric attenuation on the spatial propagation characteristics is more obvious in high frequency while ground has significant influences in low frequency. 展开更多
关键词 高压输电线路 噪声传播 计算模型 大气衰减 地面效应 输电线路设计 空间分布 传播特性
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Three-dimensional Model Analysis of Electric Field Excited by Multi-circuit Intersecting Overhead Transmission Lines 被引量:2
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作者 XIAO Dongping LEI Hui ZHANG Zhanlong HE Wei 《高电压技术》 EI CAS CSCD 北大核心 2013年第8期2006-2013,共8页
This work is carried out to predict the special distribution of electric field induced by multi-circuit intersecting overhead high-voltage (HV) transmission lines (TLs) within a large range without any expensive and t... This work is carried out to predict the special distribution of electric field induced by multi-circuit intersecting overhead high-voltage (HV) transmission lines (TLs) within a large range without any expensive and time-consuming computation. The two main parts of the presented methodology are 1) setting up a three-dimensional (3D) model to calculate the electric field based on combining ca- tenary equations with charge simulation method and 2) calculating the hybrid electric field excited by multi-circuit intersecting TLs using coordinate transformation and superposition technique. Examples of different TLs configurations, including a 220 kV single-circuit hori- zontally configured TLs, a 500 kV single-circuit triangularly configured TLs and a combination of the 220 kV TLs and the 550 kV TLs, are illustrated to verify the validity of this methodology. A more complicatal configurations, including a 500 kV double-circuit TLs and two 220 kV single-circuit horizontally configured TLs, are also calculated. Conclusions were drawn from the simulation: 1) The presented 3D model outperforms 2D models in describing the electric field distribution generated by practical HV TLs with sag and span. 2) Coordinate trans- formation and superposition technique considerably simplify the electric field computation for multi-circuit TLs configurations, which makes it possible to deal with complex engineering problems. 3) The electric field in the area covered by multiple intersecting overhead TLs is distorted and the hybrid electric field strength in some partial region increases so sharply that it might exceed the admissible value. 4) The configuration parameters of the TLs and the spatial configuration of multi-circuit TLs, for instance, the height of TLs, the length of span and the intersection angle of multiple circuits, influence the strength and the distribution of hybrid electric field. The influence regularities sum- marized in this paper can be referred by future TL designs to meet the electromagnetic environmental protection regulations. 展开更多
关键词 架空输电线路 电场分布 模型分析 相交 三维 多路 激发 220千伏
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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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考虑电动汽车充电模式的配电网可开放容量提升改造策略 被引量:2
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作者 陈鹏 刘友波 +3 位作者 袁川 唐冬来 向月 刘俊勇 《电网技术》 北大核心 2025年第1期177-186,I0068-I0075,共18页
配电网可开放容量代表着现有配电网条件下最大可接入的负荷容量,是评估配电网规划与运行效果的重要指标之一。为应对电动汽车大规模无序充电导致可开放容量大幅度下降的现象,提出一种考虑电动汽车充电模式的配电网网格改造方法,通过优... 配电网可开放容量代表着现有配电网条件下最大可接入的负荷容量,是评估配电网规划与运行效果的重要指标之一。为应对电动汽车大规模无序充电导致可开放容量大幅度下降的现象,提出一种考虑电动汽车充电模式的配电网网格改造方法,通过优化网格拓扑结构以及有限投资内线路扩容与储能投入的最佳数量、位置和类型,实现可开放容量的最优提升。首先,利用蒙特卡洛法生成电动汽车无序充电场景,并搭建基于充电时序优化的电动汽车有序充电模型;其次,搭建基于网络重构、线路扩容及储能投资协同的配电网可开放容量提升改造模型;然后,通过Benders分解算法降低模型复杂度,并调用商业求解器求解;最后,以某城市实际配电网网格为算例,验证了所提可开放容量提升改造策略的有效性。 展开更多
关键词 可开放容量 配电网改造 有序充电 线路扩容 储能 网络重构
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考虑灵活性资源传输精细化建模的配电网优化运行 被引量:2
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作者 刘帅 李华强 +2 位作者 武姝凝 游祥 陆杨 《电网技术》 北大核心 2025年第5期2024-2034,I0068-I0070,共14页
清洁能源大规模并网使配电网产生大量灵活性需求,随之带来的灵活性资源传输阻塞问题亟待解决。针对此问题,该文通过探究配电网的灵活性资源传输原理,构建计及配电网潮流的网络传输灵活性资源模型,并基于此提出一种考虑灵活性资源传输约... 清洁能源大规模并网使配电网产生大量灵活性需求,随之带来的灵活性资源传输阻塞问题亟待解决。针对此问题,该文通过探究配电网的灵活性资源传输原理,构建计及配电网潮流的网络传输灵活性资源模型,并基于此提出一种考虑灵活性资源传输约束的配电网日前优化运行方法。首先,综合考虑节点灵活性与网络灵活性构建配电网灵活性分析框架;然后分别构建配电网各节点的灵活性需求与资源模型;随后,结合虚拟潮流精细化构建网络传输灵活性资源模型,以描述灵活性资源传输与配电网潮流的耦合关系,体现节点电压与线路传输容量在灵活性资源传输过程中的限制作用,从而量化配电网实际运行中对灵活性资源的传输能力;最后,提出一种考虑灵活性资源传输约束的配电网日前优化运行方法。算例表明,该文所提的灵活性分析方法符合配电网的运行特点,能够有效减少实际运行中灵活性资源传输阻塞问题带来的影响,并降低配电网的运行成本,提升清洁能源的消纳率。 展开更多
关键词 配电网 灵活性 网络传输灵活性资源 虚拟潮流 优化运行
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免疫异常数据的金属回流双极直流配电线路状态估计保护方法 被引量:1
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作者 曾琦 曾维刚 +4 位作者 廖建权 王少雄 郑宗生 王渝红 周念成 《电力自动化设备》 北大核心 2025年第1期16-24,共9页
实际工程中的量测可能存在异常数据干扰,增加保护误动的风险。为此,基于模型匹配的思想,提出一种免疫异常数据的直流配电线路状态估计保护方法。考虑金属回流双极直流线路的极间耦合,建立线路的精细化等值模型。据此得到系统的量测方程... 实际工程中的量测可能存在异常数据干扰,增加保护误动的风险。为此,基于模型匹配的思想,提出一种免疫异常数据的直流配电线路状态估计保护方法。考虑金属回流双极直流线路的极间耦合,建立线路的精细化等值模型。据此得到系统的量测方程,并根据二次积分法将其离散化以便于求解。对于可能存在的异常数据问题,提出基于窗口图傅里叶变换对数据进行预处理,将数据视为图信号并赋予“频率”的概念,通过提取低频信号达到剔除随机脉冲等高频异常数据的目的。基于递推最小二乘算法对预处理后的状态估计模型进行求解,根据估计模型和实测模型的匹配度构建保护判据,实现区内和区外故障的识别。仿真结果表明,该方法可快速、准确识别区内故障,并有效避免异常数据干扰,同时具有较强的耐高阻、抗通信延时等性能。 展开更多
关键词 直流配电 线路保护 异常数据 图傅里叶变换 状态估计 递推最小二乘
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基于对等架构的虚拟电厂-配电网双层电碳协同调度模型 被引量:2
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作者 孙国强 王力予 +3 位作者 周亦洲 卫志农 陈胜 臧海祥 《电力自动化设备》 北大核心 2025年第1期42-50,共9页
为使虚拟电厂更好地适应多种低碳能源并存的碳市场,建立了一种基于对等架构的虚拟电厂-配电网协同调度双层模型。引入碳排放流理论,结合电网潮流确定节点碳排放责任。建立双层模型,上层为配电网最优潮流模型,下层为虚拟电厂点对点交易... 为使虚拟电厂更好地适应多种低碳能源并存的碳市场,建立了一种基于对等架构的虚拟电厂-配电网协同调度双层模型。引入碳排放流理论,结合电网潮流确定节点碳排放责任。建立双层模型,上层为配电网最优潮流模型,下层为虚拟电厂点对点交易模型。上、下层模型间使用目标级联分析法构建对等架构,并通过共识变量实现协同调度。下层模型使用基于共识的自适应步长交替方向乘子法处理虚拟电厂间点对点交易问题,促进资源消纳的同时实现了隐私保护。以IEEE 33节点配电网为例,对调度结果进行多种分析,验证了所提模型的有效性。 展开更多
关键词 虚拟电厂 碳排放流理论 目标级联分析法 配电网 交替方向乘子法 点对点交易
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基于改进VMD及ConvNeXt的小电流接地系统单相接地故障选线方法 被引量:1
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作者 张浩 张大海 +2 位作者 刘乃毓 吴奎忠 侍哲 《高电压技术》 北大核心 2025年第2期730-741,I0021,共13页
对于小电流接地系统的单相接地故障选线,传统方法普遍采用基于一维信号的选线模型,存在选线准确率低、抗噪性弱等问题。为此提出一种改进的变分模态分解及Conv Ne Xt的小电流接地系统单相接地故障选线方法。首先引入蚁狮算法优化变分模... 对于小电流接地系统的单相接地故障选线,传统方法普遍采用基于一维信号的选线模型,存在选线准确率低、抗噪性弱等问题。为此提出一种改进的变分模态分解及Conv Ne Xt的小电流接地系统单相接地故障选线方法。首先引入蚁狮算法优化变分模态分解算法,通过蚁狮算法自动寻优选取合适的分解次数和惩罚因子,计算分解得到的各分量的分布熵,将其中的噪声分量筛选去除,将其余有效分量进行线性重构得到降噪后的零序电流信号;其次,将经过降噪处理后的一维零序电流信号经格拉姆角场转换为二维图像,制备故障选线数据集;然后,引入预训练的ConvNeXt模型,根据该研究数据模型特征,在其已有权重基础上对模型参数进行对应微调,从而提高模型精度并形成最终的选线模型;最后引入绝对平均误差、均方根误差作为评价指标验证所提降噪算法有效性。分别在加入噪声与否的前提下,将所提模型与3种选线模型相比较。实验结果表明该模型的准确率最高、抗噪性方面更好,其中该研究算法准确率达到了99.82%并且在不同噪声条件下都能维持91%以上的准确率,高于其他选线模型,克服了传统故障选线方法准确率低、抗噪性差的问题。 展开更多
关键词 故障选线 蚁狮优化算法 变分模态分解 分布熵 格拉姆角场 Conv Ne Xt
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基于改进YOLOv8的配电线路绝缘子缺陷级联检测方法 被引量:2
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作者 赵振兵 韩钰 唐辰康 《图学学报》 北大核心 2025年第1期1-12,共12页
针对无人机航拍配电线路时因安全限制导致背景复杂动态、绝缘子缺陷形态不规则、缺陷特征不明显与缺陷信息难捕捉的问题,提出了一种基于改进YOLOv8的配电线路绝缘子缺陷级联检测方法。在第一阶段,通过YOLOv8模型自动提取绝缘子部件图像... 针对无人机航拍配电线路时因安全限制导致背景复杂动态、绝缘子缺陷形态不规则、缺陷特征不明显与缺陷信息难捕捉的问题,提出了一种基于改进YOLOv8的配电线路绝缘子缺陷级联检测方法。在第一阶段,通过YOLOv8模型自动提取绝缘子部件图像,为第二阶段绝缘子缺陷检测提供准确的输入,摒除冗余背景信息的影响。在第二阶段,利用ConvNeXt V2主干网络提升模型对不规则形态目标的识别能力,提升网络的特征提取能力;通过在特征融合过程中加入边缘知识融合模块,精准提取缺陷边缘信息;设计自适应形状IoU增强方法,采用自适应训练样本选择策略优化正负样本比例,并使用充分考虑边界框回归样本自身形状和尺度等固有属性的Shape-IoU损失函数,使模型聚焦目标本质特征,改善模型漏检误检情况,提高检测的准确性和鲁棒性。经实验证明,基于改进YOLOv8的配电线路绝缘子缺陷级联检测方法比基线模型平均精确率提高了17.3%,有效提升配电线路绝缘子缺陷检测准确率,为电力系统的安全维护提供了有力的技术支持。 展开更多
关键词 配电线路 绝缘子缺陷检测 YOLOv8 ConvNeXt V2 边缘知识融合 自适应形状IoU增强
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大客车轮胎磨损颗粒物散射及其对呼吸健康的风险研究 被引量:1
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作者 黄海波 杜龙飞 +3 位作者 任睿 王巍嵩 贺华波 施恒 《安全与环境学报》 北大核心 2025年第2期723-731,共9页
随着新能源汽车的发展以及日益严格的排放法规,轮胎磨损颗粒物(Tire Wear Particles, TWPs)的排放已经超过尾气排放,成为道路交通“非尾气”排放的一个重要来源。研究建立了大客车-花纹轮胎-轮胎磨损颗粒物的气固两相流模型,并探究了不... 随着新能源汽车的发展以及日益严格的排放法规,轮胎磨损颗粒物(Tire Wear Particles, TWPs)的排放已经超过尾气排放,成为道路交通“非尾气”排放的一个重要来源。研究建立了大客车-花纹轮胎-轮胎磨损颗粒物的气固两相流模型,并探究了不同车速下大客车轮胎磨损颗粒物的空间质量浓度分布特性。结果显示:TWPs的散射轨迹受车辆外部流场和车尾涡旋的影响,不同粒径的磨损颗粒物在散射过程中呈现出明显分层现象;在纵向上,磨损颗粒物扩散高度呈先升高后保持稳定的现象,且扩散高度随车速差异逐渐稳定在3.45~3.76 m;在横向上,最大扩散宽度稳定在6.0 m左右;颗粒物质量浓度沿车侧方向遵循近似的正态分布,在车速为20 km/h,距车辆左右对称面宽度为4.3 m、距地面高度为0.4 m处,达到峰值85.1μg/m^(3),在距离对称面宽度为4.0~5.0 m,高度为0~1.0 m范围是呼吸健康的潜在危险区域。研究获取了大客车轮胎磨损颗粒物的空间扩散分布特性和质量浓度分布规律及对生物体呼吸健康的影响,为大客车颗粒物造成的环境问题研究及其捕集策略的制定提供了科学参考。 展开更多
关键词 环境工程学 “非尾气”排放 气固两相流模型 轮胎磨损颗粒物 质量浓度分布 呼吸健康
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