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The Wiener Index of an Undirected Power Graph
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作者 Volkan Aşkin Şerife Büyükköse 《Advances in Linear Algebra & Matrix Theory》 2021年第1期21-29,共9页
The undirected power graph <i>P</i>(<i>Z<sub>n</sub></i>) of a finite group <i>Z<sub>n</sub></i> is the graph with vertex set G and two distinct vertices u a... The undirected power graph <i>P</i>(<i>Z<sub>n</sub></i>) of a finite group <i>Z<sub>n</sub></i> is the graph with vertex set G and two distinct vertices u and v are adjacent if and only if <i>u</i> ≠ <i>v</i> and <img src="Edit_3b1df203-9ff2-4c13-93d1-4bba568eae54.png" width="40" height="20" alt="" /> or <img src="Edit_094c8f88-deb6-4f41-825a-ba91c0306ae8.png" width="40" height="20" alt="" />. The Wiener index <i>W</i>(<i>P</i>(<i>Z<sub>n</sub></i>)) of an undirected power graph <i>P</i>(<i>Z<sub>n</sub></i>) is defined to be sum <img src="Edit_348337df-b9c2-480d-9713-ec299a6fcd4e.png" width="110" height="25" alt="" /> of distances between all unordered pair of vertices in <i>P</i>(<i>Z<sub>n</sub></i>). Similarly, the edge-Wiener index <i>W<sub>e</sub></i>(<i>P</i>(<i>Z<sub>n</sub></i>)) of <i>P</i>(<i>Z<sub>n</sub></i>) is defined to be the sum <img src="Edit_e9b89765-f71e-4865-a0c5-c688710ff0c6.png" width="60" height="25" alt="" /> of distances between all unordered pairs of edges in <i>P</i>(<i>Z<sub>n</sub></i>). In this paper, we concentrate on the wiener index of a power graph <img src="Edit_dff0cd99-eb11-4123-a437-78cbbd8ebf96.png" width="40" height="20" alt="" />, <i>P</i>(<i>Z<sub>pq</sub></i>) and <i>P</i>(<i>Z<sub>p</sub></i>). Firstly, we obtain new results on the wiener index and edge-wiener index of power graph <i>P</i>(<i>Z<sub>n</sub></i>), using <i>m,n</i> and Euler function. Also, we obtain an equivalence between the edge-wiener index and wiener index of a power graph of <i>Z<sub>n</sub></i>. 展开更多
关键词 Wiener Index Edge-Wiener Index An Undirected power graph Line graph
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INDEPENDENT-SET-DELETABLE FACTOR-CRITICAL POWER GRAPHS 被引量:6
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作者 原晋江 《Acta Mathematica Scientia》 SCIE CSCD 2006年第4期577-584,共8页
It is said that a graph G is independent-set-deletable factor-critical (in short, ID-factor-critical), if, for everyindependent-set I which has the same parity as |V(G)|, G - I has a perfect matching. A graph G ... It is said that a graph G is independent-set-deletable factor-critical (in short, ID-factor-critical), if, for everyindependent-set I which has the same parity as |V(G)|, G - I has a perfect matching. A graph G is strongly IM-extendable, if for every spanning supergraph H of G, every induced matching of H is included in a perfect matching of H. The κ-th power of G, denoted by G^κ, is the graph with vertex set V(G) in which two vertices are adjacent if and only if they have distance at most k in G. ID-factor-criticality and IM-extendability of power graphs are discussed in this article. The author shows that, if G is a connected graph, then G^3 and T(G) (the total graph of G) are ID-factor-critical, and G^4 (when |V(G)| is even) is strongly IM-extendable; if G is 2-connected, then D^2 is ID-factor-critical. 展开更多
关键词 Independent set perfect matching induced matching ID-factor-critical IM-extendable power of a graph
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On the Spectra of Strong Power Graphs of Finite Groups
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作者 Ruiqin FU Xuanlong MA 《Journal of Mathematical Research with Applications》 CSCD 2019年第5期453-458,共6页
Let G be a finite group of order n. The strong power graph of G is the undirected graph whose vertex set is G and two distinct vertices x and y are adjacent if x^n1 = y^n2 for some positive integers n1,n2 < n. In t... Let G be a finite group of order n. The strong power graph of G is the undirected graph whose vertex set is G and two distinct vertices x and y are adjacent if x^n1 = y^n2 for some positive integers n1,n2 < n. In this paper, we give the characteristic polynomials of the distance and adjacency matrix of the strong power graph of G, and compute its distance and adjacency spectrum. 展开更多
关键词 strong power graph CYCLIC group characteristic POLYNOMIAL spectrum
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Forbidden Subgraphs in Intersection Power Graphs of Finite Groups
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作者 Xuanlong Ma 《Algebra Colloquium》 2025年第1期95-110,共16页
.The intersection power graph of a finite group G is a simple graph whose vertex set is G,in which two distinct vertices and y are adjacent if and only if either one of a and y is the identity element,or(a)n(y)is non-... .The intersection power graph of a finite group G is a simple graph whose vertex set is G,in which two distinct vertices and y are adjacent if and only if either one of a and y is the identity element,or(a)n(y)is non-trivial.A number of important graph classes,including cographs,chordal graphs,split graphs,and threshold graphs,can be defined either structurally or in terms of forbidden induced subgraphs.In this paper,we characterize the finite groups whose intersection power graphs are cographs,split graphs,and threshold graphs.We also classify the finite nilpotent groups whose intersection power graphs are chordal. 展开更多
关键词 intersection power graphs COgraphS chordal graphs split graphs threshold graphs
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The Complement of Enhanced Power Graph of a Finite Group
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作者 Parveen Jitender Kumar 《Algebra Colloquium》 2025年第1期111-128,共18页
The enhanced power graph Pe(G)of a finite group G is the simple undirected graph whose vertex set is G and two distinct vertices x,y are adjacent if x,y∈(z)for some z∈G.We give an affirmative answer to the question ... The enhanced power graph Pe(G)of a finite group G is the simple undirected graph whose vertex set is G and two distinct vertices x,y are adjacent if x,y∈(z)for some z∈G.We give an affirmative answer to the question posed by Cameron which asks whether the complement of the enhanced power graph P_(E)(G)of a non-cyclic group G,P_(E)(G),has only one connected component apart from isolated vertices.We classify all finite groups G for which P_(E)(G)is bipartite.We show that the graph P_(E)(G)is weakly perfect.Further,we study the subgraph P_(E)(G^(*))of P_(E)(G)induced by all the non-isolated vertices of P_(E)(G).We classify all finite groups G with the graph P_(E)(G^(*))being unicyclic and pentacyclic,and we prove the non-existence of finite groups G such that the graph P_(E)(G^(*))is bicyclic,tricyclic or tetracyclic.Finally,we characterize all finite groups G for which the graph P_(E)(G^(*))is outerplanar,planar,projective-planar and toroidal separately. 展开更多
关键词 enhanced power graph maximal cyclic subgroup graph genus
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Adjacency Spectrum of Reduced Power Graphs of Finite Groups
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作者 R.Rajkumar T.Anitha 《Algebra Colloquium》 SCIE CSCD 2024年第4期661-674,共14页
The reduced power graph of a group G,denoted by RP(G),is the graph whose vertex set is the set of all elements of G and two vertices u and u are adjacent in RP(G)if and only if(u)C(u)or(u)C(u).In this paper,we study t... The reduced power graph of a group G,denoted by RP(G),is the graph whose vertex set is the set of all elements of G and two vertices u and u are adjacent in RP(G)if and only if(u)C(u)or(u)C(u).In this paper,we study the adjacency spectrum of the reduced power graph of Z_(n),Z^(n)_(p2),Z_(p2) x Z_(p),dihedral group,quaternion group and semi-dihedral group. 展开更多
关键词 reduced power graph finite group adjacency spectrum
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Power domination in planar graphs with small diameter 被引量:1
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作者 赵敏 康丽英 《Journal of Shanghai University(English Edition)》 CAS 2007年第3期218-222,共5页
The problem of monitoring an electric power system by placing as few measurement devices in the system as possible is closely related to the well-known vertex covering and dominating set problems in graph theory. In t... The problem of monitoring an electric power system by placing as few measurement devices in the system as possible is closely related to the well-known vertex covering and dominating set problems in graph theory. In this paper, it was shown that the power domination number of an outerplanar graph with the diameter two or a 2-connected outerplanar graph with the diameter three is precisely one. Upper bounds on the power domination number for a general planar graph with the diameter two or three were determined as an immediate consequences of results proven by Dorfling, et al. Also, an infinite family of outerplanar graphs with the diameter four having arbitrarily large power domination numbers were given. 展开更多
关键词 graph power domination planar graph outerplanar graph
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Accurate querying of frequent subgraphs in power grid graph data 被引量:2
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作者 Aihua Zhou Lipeng Zhu +1 位作者 Xinxin Wu Hongbin Qiu 《Global Energy Interconnection》 2019年第1期78-84,共7页
With the development of information technology, the amount of power grid topology data has gradually increased. Therefore, accurate querying of this data has become particularly important. Several researchers have cho... With the development of information technology, the amount of power grid topology data has gradually increased. Therefore, accurate querying of this data has become particularly important. Several researchers have chosen different indexing methods in the filtering stage to obtain more optimized query results because currently there is no uniform and efficient indexing mechanism that achieves good query results. In the traditional algorithm, the hash table for index storage is prone to "collision" problems, which decrease the index construction efficiency. Aiming at the problem of quick index entry, based on the construction of frequent subgraph indexes, a method of serialized storage optimization based on multiple hash tables is proposed. This method mainly uses the exploration sequence to make the keywords evenly distributed; it avoids conflicts of the stored procedure and performs a quick search of the index. The proposed algorithm mainly adopts the "filterverify" mechanism; in the filtering stage, the index is first established offline, and then the frequent subgraphs are found using the "contains logic" rule to obtain the candidate set. Experimental results show that this method can reduce the time and scale of candidate set generation and improve query efficiency. 展开更多
关键词 power grid graph database graph computing Multi-Hash TABLE Frequent SUBgraphS
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Minimum Rank of Graphs Powers Family
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作者 Alimohammad M. Nazari Marzieh Karimi Radpoor 《Open Journal of Discrete Mathematics》 2012年第2期65-69,共5页
In this paper we study the relationship between minimum rank of graph G and the minimum rank of graph for some families of special graph G, where is the jth power of graph G.
关键词 Minimum RANK power of graphS ZERO FORCING Set
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基于GraphSAGE算法的电力物联设备故障预测 被引量:1
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作者 李世豪 曾锃 +3 位作者 缪巍巍 夏元轶 刘鹏飞 赵海涛 《计算机技术与发展》 2025年第5期145-151,共7页
电力系统的安全稳定运行是保障国家能源安全和经济发展的关键,而这在很大程度上依赖于对电力物联设备故障的准确预测。当前,随着电力物联网技术的发展,大量的数据被采集,但这些数据的潜在价值尚未得到充分挖掘,这在一定程度上限制了故... 电力系统的安全稳定运行是保障国家能源安全和经济发展的关键,而这在很大程度上依赖于对电力物联设备故障的准确预测。当前,随着电力物联网技术的发展,大量的数据被采集,但这些数据的潜在价值尚未得到充分挖掘,这在一定程度上限制了故障预测的准确性,影响了电力系统的可靠运行。针对这一问题,该文提出了一种创新的基于GraphSAGE(Graph Sample and Aggregate)算法的电力物联设备故障预测。该方法通过PowerGraph数据集,将电力物联设备故障场景细分为四类,利用GraphSAGE模型的特性,深入学习和分析节点特征与边特征,从而实现对物联设备故障的有效预测。实验结果表明,该方法准确率达到97.5%,相较于其它传统方法,准确率提高了0.39%~6.21%,同时GraphSAGE模型实现了快速训练。该方法为电力物联设备安全稳定运行提供重要决策支持,能够对动态和相互联系的复杂系统进行更精细的分析,并增强电力系统运营部门对潜在干扰的预见和应对能力。 展开更多
关键词 电力系统 电力物联网 graphSAGE算法 电力物联设备故障 有效预测
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Enhanced graph-based fault diagnostic system for nuclear power plants 被引量:1
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作者 Yong-Kuo Liu Xin Ai +4 位作者 Abiodun Ayodeji Mao-Pu Wu Min-Jun Peng Hong Xia Wei-Feng Yu 《Nuclear Science and Techniques》 SCIE CAS CSCD 2019年第12期8-21,共14页
Scheduled maintenance and condition-based online monitoring are among the focal points of recent research to enhance nuclear plant safety.One of the most effective ways to monitor plant conditions is by implementing a... Scheduled maintenance and condition-based online monitoring are among the focal points of recent research to enhance nuclear plant safety.One of the most effective ways to monitor plant conditions is by implementing a full-scope,plant-wide fault diagnostic system.However,most of the proposed diagnostic techniques are perceived as unreliable by operators because they lack an explanation module,their implementation is complex,and their decision/inference path is unclear.Graphical formalism has been considered for fault diagnosis because of its clear decision and inference modules,and its ability to display the complex causal relationships between plant variables and reveal the propagation path used for fault localization in complex systems.However,in a graphbased approach,decision-making is slow because of rule explosion.In this paper,we present an enhanced signed directed graph that utilizes qualitative trend evaluation and a granular computing algorithm to improve the decision speed and increase the resolution of the graphical method.We integrate the attribute reduction capability of granular computing with the causal/fault propagation reasoning capability of the signed directed graph and comprehensive rules in a decision table to diagnose faults in a nuclear power plant.Qualitative trend analysis is used to solve the problems of fault diagnostic threshold selection and signed directed graph node state determination.The similarity reasoning and detection ability of the granular computing algorithm ensure a compact decision table and improve the decision result.The performance of the proposed enhanced system was evaluated on selected faults of the Chinese Fuqing 2 nuclear reactor.The proposed method offers improved diagnostic speed and efficient data processing.In addition,the result shows a considerable reduction in false positives,indicating that the method provides a reliable diagnostic system to support further intervention by operators. 展开更多
关键词 NUCLEAR power plants FAULT diagnosis SIGNED directed graph DECISION TABLE GRANULAR computing
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Cordial Labeling of Corona Product of Path Graph and Second Power of Fan Graph
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作者 Ashraf Ibrahim Hefnawy Elrokh Shokry Ibrahim Mohamed Nada Eman Mohamed El-Sayed El-Shafey 《Open Journal of Discrete Mathematics》 2021年第2期31-42,共12页
<div style="text-align:justify;"> <span style="font-family:Verdana;">A graph is said to be cordial if it has 0 - 1 labeling which satisfies particular conditions. In this paper, we cons... <div style="text-align:justify;"> <span style="font-family:Verdana;">A graph is said to be cordial if it has 0 - 1 labeling which satisfies particular conditions. In this paper, we construct the corona between paths and second power of fan graphs and explain the necessary and sufficient conditions for this construction to be cordial. 展开更多
关键词 CORONA Second power of Fan Cordial graph
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基于泛化图论与DDPG算法的高渗透率光伏配电网能量路由策略研究
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作者 李红 王家威 +1 位作者 杨剑锋 伏一平 《太阳能学报》 北大核心 2026年第1期127-135,共9页
针对基于能量路由器(ER)间接接纳分布式光伏的高渗透率光伏配电网由于本地台区光伏消纳或出力不足导致的弃光及功率缺额问题,引入高渗透率光伏能量路由器互联系统(HP-PVERIS),提出一种基于泛化图论和深度确定性策略梯度(DDPG)算法的双... 针对基于能量路由器(ER)间接接纳分布式光伏的高渗透率光伏配电网由于本地台区光伏消纳或出力不足导致的弃光及功率缺额问题,引入高渗透率光伏能量路由器互联系统(HP-PVERIS),提出一种基于泛化图论和深度确定性策略梯度(DDPG)算法的双层相干驱动能量路由策略。第一层通过定义多目标优化模型,针对节点转换损耗、线路损耗、网络拥塞及能量负载均衡问题,利用改进的泛化图论求解路由路径;第二层基于DDPG强化学习算法对多路径进行最小损耗目标的动态功率分配,并将优化后的新拓扑参数反馈至第一层,形成双层驱动的路由分配策略。仿真结果表明,该策略能够有效改善网损、网络拥塞及负载均衡问题,同时提升高渗透率光伏配电网的光伏消纳和互济能力。 展开更多
关键词 分布式能源 光伏发电 图论 能源策略 能量路由器 高渗透率光伏配电网
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Fault Diagnosis Based on Graph Theory and Linear Discriminant Principle in Electric Power Network
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作者 Yagang ZHANG Qian MA +2 位作者 Jinfang ZHANG Jing MA Zengping WANG 《Wireless Sensor Network》 2010年第1期62-69,共8页
In this paper, we adopt a novel topological approach to fault diagnosis. In our researches, global information will be introduced into electric power network, we are using mainly BFS of graph theory algorithms and lin... In this paper, we adopt a novel topological approach to fault diagnosis. In our researches, global information will be introduced into electric power network, we are using mainly BFS of graph theory algorithms and linear discriminant principle to resolve fast and exact analysis of faulty components and faulty sections, and finally accomplish fault diagnosis. The results of BFS and linear discriminant are identical. The main technical contributions and innovations in this paper include, introducing global information into electric power network, developing a novel topological analysis to fault diagnosis. Graph theory algorithms can be used to model many different physical and abstract systems such as transportation and communication networks, models for business administration, political science, and psychology and so on. And the linear discriminant is a procedure used to classify an object into one of several a priori groupings dependent on the individual characteristics of the object. In the study of fault diagnosis in electric power network, graph theory algorithms and linear discriminant technology must also have a good prospect of application. 展开更多
关键词 FAULT Diagnosis graph Theory BFS LINEAR DISCRIMINANT PRINCIPLE Electric power Network
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动力电池全价值链知识图谱构建与应用
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作者 贺宁 杨璟睿 陈潞 《常州信息职业技术学院学报》 2026年第1期31-36,共6页
在“双碳”战略推动下,动力电池产业信息碎片化问题制约了产业链协同与决策效率。知识图谱技术为解决这一问题提供了新思路。通过“实体—关系—实体”三元组结构,知识图谱能够将非结构化转化为结构化知识网络,揭示隐含的关联模式,支持... 在“双碳”战略推动下,动力电池产业信息碎片化问题制约了产业链协同与决策效率。知识图谱技术为解决这一问题提供了新思路。通过“实体—关系—实体”三元组结构,知识图谱能够将非结构化转化为结构化知识网络,揭示隐含的关联模式,支持智能查询与推理。通过构建覆盖动力电池全价值链,融合企业、产品、技术、学术等多维度信息,为产业各方提供统一的知识服务平台。开发了知识图谱可视化与地理分布地图双模界面,实现了产业链关联查询、企业定位与技术检索等功能,其成果可为政府产业监管、企业战略规划及科研机构技术研发提供决策支撑,为知识图谱技术在新能源领域的应用提供了实践范式。 展开更多
关键词 动力电池 知识图谱 全价值链 数据可视化 产业分析
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基于T-Graphormer的电网碳排放因子预测方法
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作者 湛国华 张先勇 +2 位作者 魏圣莹 张孝顺 李丽 《综合智慧能源》 2025年第6期30-36,共7页
电网碳排放因子是衡量电能对环境影响程度的重要指标,对未来时段电网碳排放因子的高精度预测是引导用户主动参与需求侧响应,实现电能利用清洁化和低碳化的关键。基于电网能量流的典型时空融合特性,提出一种基于T-Graphormer图神经网络... 电网碳排放因子是衡量电能对环境影响程度的重要指标,对未来时段电网碳排放因子的高精度预测是引导用户主动参与需求侧响应,实现电能利用清洁化和低碳化的关键。基于电网能量流的典型时空融合特性,提出一种基于T-Graphormer图神经网络的小时级电网碳排放因子预测模型。模型利用电网节点连接拓扑信息及历史电网碳排放因子数据,通过门控时间卷积块将电网碳排放因子映射到高维空间,将中心编码和位置编码嵌入节点特征,进而利用编码器与解码器进行时空数据挖掘,最后通过多层感知机得到电网碳排放因子的预测值。基于英国国家电网划分区域的电网碳排放因子数据对所提预测模型性能进行了验证,预测效果优于传统图神经网络预测模型。 展开更多
关键词 电网碳排放因子 T-graphormer 图神经网络 TRANSFORMER 时间序列 需求侧响应
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基于拓扑图动力学模型的电力系统故障自动化检测系统
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作者 张锐 《电子设计工程》 2026年第1期59-65,共7页
为了及时对电力系统故障进行修复,设计了基于拓扑图动力学模型的电力系统故障自动化检测系统。所提系统以DSP为核心设计数据采集器,连接电力系统零序电流传感器采集实时电流。通过模数转换模块将电流信号数字化,并由ARM处理器存储和传... 为了及时对电力系统故障进行修复,设计了基于拓扑图动力学模型的电力系统故障自动化检测系统。所提系统以DSP为核心设计数据采集器,连接电力系统零序电流传感器采集实时电流。通过模数转换模块将电流信号数字化,并由ARM处理器存储和传输数据。故障诊断单元利用拓扑动力学模型生成电力系统拓扑图,并基于此建立多种故障检测模型,对输入的电流数据进行分析,识别不同类型的电力系统故障。实验结果表明,所提方法在小型、中型、大型配电网中的故障检测率均不低于90%,远高于其他方法。所提系统具备较为准确的电力系统电流信号模数转换能力,同时可有效生成电力系统拓扑图,并可自动化检测出当前电力系统不同故障类型,能够为电力系统的安全稳定运行提供有力保障。 展开更多
关键词 拓扑图 动力学模型 电力系统 自动化检测 模数转换单元 电流幅值
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基于可解释图注意力网络的新型电力系统无功优化
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作者 刘晓菲 尹硕 +1 位作者 张艺涵 邓方钊 《电网技术》 北大核心 2026年第3期1008-1016,I0026-I0028,共12页
新能源出力的随机性和波动性加剧电网电压波动,严重影响电网的安全和经济运行。针对该问题,提出了一种基于可解释图注意力网络(graph attention network,GAT)的实时无功优化方法。首先,结合电网的物理信息,设计训练样本的标签。然后,利... 新能源出力的随机性和波动性加剧电网电压波动,严重影响电网的安全和经济运行。针对该问题,提出了一种基于可解释图注意力网络(graph attention network,GAT)的实时无功优化方法。首先,结合电网的物理信息,设计训练样本的标签。然后,利用GAT模型映射无功调节设备状态与新能源和负荷数据之间复杂的非线性关系,从而获得最优解。最后,基于沙普利加和解释(Shapley additive explanations,SHAP)的可解释机制,对GAT模型决策结果进行分析。以某实际电网为例,验证了所提方法具有更好的无功优化性能和更快的求解速度,且可解释方法能够帮助运行人员更好地理解和信任模型决策,提升新型电力系统运行的安全性和经济性水平。 展开更多
关键词 新型电力系统 图注意力网络 无功优化 非线性关系 沙普利加和解释
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基于改进嵌套剖分排序与负载均衡并行加速的静态安全分析
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作者 陆展 李可萌 +6 位作者 张志斌 蔡文铠 李冰 王毅 曹国芳 刘思言 石丹妮 《电网技术》 北大核心 2026年第3期946-954,I0017,共10页
随着新型电力系统源荷双侧不确定性的不断增强,亟需提高静态安全分析的计算效率以满足调度中心提升电网状态感知频次的需求,为此探索了图计算技术在该领域的应用潜力,基于既有的图计算系统,设计并实现了一套集成的加速流程。首先,利用... 随着新型电力系统源荷双侧不确定性的不断增强,亟需提高静态安全分析的计算效率以满足调度中心提升电网状态感知频次的需求,为此探索了图计算技术在该领域的应用潜力,基于既有的图计算系统,设计并实现了一套集成的加速流程。首先,利用图计算框架内置的图粗化与多层次划分能力,实现了一种高效的嵌套剖分节点排序策略,利用图分割和并行技术加速电网节点编号的排序,通过减少后续因子分解带来的注入元以优化单次潮流计算的效率。其次,为充分利用多核计算资源并克服并行计算中的负载不均衡问题,设计并实现了一种负载均衡的多线程并行方法,该方法通过全局任务队列和线程本地任务队列相结合的方式,有效减少了线程同步开销,提高了并行加速效果。最后,整合基于图计算的节点排序及并行方法,在3012和13659节点等大规模电网中进行测试,验证所提方法较现有的基于嵌套剖分排序和OpenMP并行的静态安全分析算法的优势。 展开更多
关键词 静态安全分析 潮流计算 图计算 嵌套剖分排序 并行计算 负载均衡
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基于分组交叉门控机制图卷积神经网络的源荷超短期功率联合预测方法
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作者 赵婉冰 杨强 陈源奕 《高电压技术》 北大核心 2026年第2期639-651,I0005-I0007,共16页
多场站多类型源荷功率联合预测场景中,传统的时间序列预测模型难以高效提取多类型源荷的时空相关特征和内在隐含联系,导致功率预测精度不足。针对该问题,该文提出一种融合改进图卷积神经网络和分组交叉门控机制的源荷超短期功率联合预... 多场站多类型源荷功率联合预测场景中,传统的时间序列预测模型难以高效提取多类型源荷的时空相关特征和内在隐含联系,导致功率预测精度不足。针对该问题,该文提出一种融合改进图卷积神经网络和分组交叉门控机制的源荷超短期功率联合预测方法。首先,构建了基于改进型时空图卷积神经网络的源荷超短期功率联合预测模型,可充分提取源侧(风电、光伏)与荷侧(电负荷、热负荷)功率的时空关联特征。进而,设计了一种分组交叉门控机制并集成到改进的图卷积网络中,可使不同类型源荷信息得以交叉调制,有效利用了源荷之间的内在隐含联系,从而显著提升了多场站多类型源荷超短期功率联合预测的精度。最后,基于我国北部某地区的风光电源和电热负荷数据进行了对比实验,结果验证了所提方法的有效性和优越性。 展开更多
关键词 超短期功率预测 功率联合预测 图卷积网络 分组交叉门控机制 时空相关性
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