CN103020713A - Intelligent substation fault diagnosis method combining topology and relay protection logic - Google Patents

Intelligent substation fault diagnosis method combining topology and relay protection logic Download PDF

Info

Publication number
CN103020713A
CN103020713A CN2012104700780A CN201210470078A CN103020713A CN 103020713 A CN103020713 A CN 103020713A CN 2012104700780 A CN2012104700780 A CN 2012104700780A CN 201210470078 A CN201210470078 A CN 201210470078A CN 103020713 A CN103020713 A CN 103020713A
Authority
CN
China
Prior art keywords
relay protection
fault diagnosis
logic
petri net
intelligent substation
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN2012104700780A
Other languages
Chinese (zh)
Inventor
高湛军
陈青
聂德桢
王磊
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Shandong University
Original Assignee
Shandong University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Shandong University filed Critical Shandong University
Priority to CN2012104700780A priority Critical patent/CN103020713A/en
Publication of CN103020713A publication Critical patent/CN103020713A/en
Pending legal-status Critical Current

Links

Images

Classifications

    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
    • Y04S10/50Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications

Landscapes

  • Emergency Protection Circuit Devices (AREA)
  • Supply And Distribution Of Alternating Current (AREA)

Abstract

The invention discloses an intelligent substation fault diagnosis method combining topology and relay protection logic. The intelligent substation fault diagnosis method combining the topology and the relay protection logic comprises the following steps of: analyzing network topology modeling processes of a primary system and a secondary system of an intelligent substation; equivalently replacing all groups with a node quantity of 3 by a group node; simplifying an undirected graph; providing a logical inference method in fit with a Petri net principle according to an extension coefficient, a transition function and a transition function; searching logical relation of the primary system and the secondary system by using the entire intelligent substation system as a whole body; and carrying out a fault diagnosis reasoning process through the logical relation of the primary system and the secondary system. The intelligent substation fault diagnosis method is applied to the fault diagnosis reasoning of an intelligent substation, has the advantages of simple, efficient and rapid network topology constructing and searching process, practical fault diagnosis process and accurate result, and can be used for laying a good foundation for operations, such as fault diagnosis and the like, of the intelligent substation.

Description

一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法A Fault Diagnosis Method for Intelligent Substation Combining Topology and Relay Protection Logic

技术领域 technical field

本发明涉及一种变电站故障诊断判断方法,尤其涉及一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法。  The invention relates to a substation fault diagnosis and judgment method, in particular to an intelligent substation fault diagnosis method combining topology and relay protection logic. the

背景技术 Background technique

变电站作为电力系统中输配电的重要枢纽,其故障诊断与事故处理对提高电力系统安全可靠性、预防恶性停电事故具有重要意义。  As an important hub of power transmission and distribution in the power system, the substation's fault diagnosis and accident handling are of great significance to improve the safety and reliability of the power system and prevent malignant power outages. the

变电站智能化之后,其二次系统结构和形态与常规变电站相比发生革命性变化,常规变电站中二次回路采用硬接线,这种物理接线与变电站的功能配置以及功能之间信息或信号的输入输出存在一一对应的映射关系,因此具有物理实体的二次接线是常规变电站二次系统的表现形式,通过二次接线的检测可以监测和分析变电站故障。智能变电站二次系统则表现为物理的通信网络承载功能逻辑信号,常规二次回路变为通信网络,信号之间的连接变为虚拟端子和虚拟回路。网络物理拓扑与功能信息及信号的输入输出之间不再存在一一对应关系,基于二次电气回路的故障检测和分析方法完全无法应用于智能变电站,导致对智能变电站故障检测和分析等业务很难开展。由此可见,智能变电站二次系统结构的变化及其对管理和维护手段的自动化和智能化要求提高,传统的故障诊断和评估方法在诊断深度和诊断方法上已不能满足变电站智能化运行的需求。但同时二次系统网络化也为实现更加高效、全面、深入的变电站故障诊断和评估方法提供了机会和实现手段。现有的变电站输变电设备故障诊断模型大多仅涉及一次系统的故障元件定位,二次系统故障诊断鲜有涉及,且利用智能变电站一次系统、二次系统网络拓扑及逻辑关联相结合方法进行故障诊断推理,至今尚未形成系统理论。  After the substation is intelligentized, its secondary system structure and form have undergone revolutionary changes compared with conventional substations. The secondary circuit in conventional substations uses hard wiring. This physical wiring is related to the functional configuration of the substation and the input of information or signals between functions. There is a one-to-one mapping relationship between the output, so the secondary wiring with physical entities is the manifestation of the secondary system of the conventional substation. Through the detection of the secondary wiring, the substation fault can be monitored and analyzed. The secondary system of the smart substation is represented by a physical communication network carrying functional logic signals, the conventional secondary circuit becomes a communication network, and the connection between signals becomes a virtual terminal and a virtual circuit. There is no longer a one-to-one correspondence between the network physical topology and the input and output of functional information and signals. The fault detection and analysis method based on the secondary electrical circuit cannot be applied to the smart substation at all, which makes it very difficult for smart substation fault detection and analysis. Difficult to develop. It can be seen that the changes in the structure of the secondary system of smart substations and the improvement of automation and intelligence requirements for management and maintenance methods, the traditional fault diagnosis and evaluation methods can no longer meet the needs of intelligent operation of substations in terms of diagnosis depth and diagnosis methods . But at the same time, the networking of the secondary system also provides an opportunity and means to realize a more efficient, comprehensive and in-depth substation fault diagnosis and evaluation method. Most of the existing fault diagnosis models for power transmission and transformation equipment in substations only involve the location of faulty components in the primary system, and rarely involve fault diagnosis in the secondary system. Diagnostic reasoning has not yet formed a systematic theory. the

发明内容 Contents of the invention

本发明的目的就是为了解决上述问题,提供一种智能变电站故障诊断判断方法,它具有过程简单、快速实用,为智能变电站故障诊断奠定良好基础的优点。  The purpose of the present invention is to solve the above problems and provide a fault diagnosis and judgment method for intelligent substations, which has the advantages of simple process, fast and practical, and lays a good foundation for fault diagnosis of intelligent substations. the

为了实现上述目的,本发明采用如下技术方案:  In order to achieve the above object, the present invention adopts the following technical solutions:

一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,具体步骤为:  A smart substation fault diagnosis method combining topology and relay protection logic, the specific steps are:

步骤一:将一次设备、二次装置、网络设备中的各个元件分别映射为节点,形成反映智能变电站物理拓扑连接的无向图I;  Step 1: Map each element in the primary equipment, secondary equipment, and network equipment to nodes to form an undirected graph I that reflects the physical topology connection of the smart substation;

步骤二:在无向图I中查找所有节点数为3及以上的团,并将其分别等效替换成一个团节点,替换后形成无向图II;  Step 2: Find all cliques with 3 or more nodes in the undirected graph I, and replace them with a clique node equivalently, and form an undirected graph II after replacement;

步骤三:对无向图II从任一起点开始广度优先搜索,途中按节点及团节点搜索的先后顺序进行连接形成有向弧;  Step 3: Start a breadth-first search for the undirected graph II from any starting point, and connect the nodes and group nodes according to the order of search on the way to form a directed arc;

步骤四:搜索的终点为电源、负载馈线及网络叶节点设备,搜索完成后生成连接树T;  Step 4: The end point of the search is the power supply, load feeder and network leaf node equipment, and the connection tree T is generated after the search is completed;

步骤五:对连接树T中的团节点按照其三边访问的先后顺序,生成原团的连接树,将团节点进行替换,最终形成连接树II;  Step 5: Generate the connection tree of the original group for the group nodes in the connection tree T according to the order of their three-side access, replace the group nodes, and finally form the connection tree II;

步骤六:将连接树II描述的一次设备、二次装置及其物理连接关系,映射到Petri网中,形成各自的库所,同时形成故障诊断的Petri网模型;  Step 6: Map the primary equipment, secondary devices and their physical connection relationship described in the connection tree II to the Petri net to form their respective warehouses, and at the same time form a Petri net model for fault diagnosis;

步骤七:形成故障诊断的Petri网模型后,Petri网故障诊断模型按照收到的保护动作信息、断路器动作信息和相关节点电流电压采样值,将此信息以托肯的形式布入相关的继电保护装置及断路器库所;  Step 7: After forming the Petri net model for fault diagnosis, the Petri net fault diagnosis model distributes this information in the form of Tokens into relevant relays according to the received protection action information, circuit breaker action information and relevant node current and voltage sampling values. Electric protection device and circuit breaker warehouse;

步骤八:定义延展系数、跃迁函数及转移函数;  Step 8: Define the expansion coefficient, transition function and transfer function;

步骤八:在托肯跃迁的诊断过程中,通过延展系数、跃迁函数、转移函数来配合Petri网的逻辑推理,得到最终的故障诊断结果,定位故障的一次设备。  Step 8: In the diagnosis process of the Token transition, through the expansion coefficient, transition function, and transfer function to cooperate with the logical reasoning of the Petri net, the final fault diagnosis result is obtained, and the faulty primary equipment is located. the

所述步骤二中的团为变电站内部存在3/2接线等复杂一次接线方式时,抑或通信网络存在双环网等复杂拓扑时,在关联图中将表现为的环形子图,将这种环形子图用“团”结构表示,“团结构”定义为在无向图IIG(V,E)中存在的顶点子集 顶点集合V,顶点子集V’中含有的元素个数|V’|=正整数J且在V’中任意两顶点都有G(V,E)中的边关联E,“团”用于将复杂的环结构解耦为辐射状树形结构。  When the group in the step 2 is a complex primary wiring mode such as 3/2 wiring in the substation, or when there is a complex topology such as a double-ring network in the communication network, it will be represented as a ring subgraph in the association diagram, and this ring subgraph The graph is represented by a "cluster" structure, which is defined as the subset of vertices that exist in the undirected graph IIG(V,E) The vertex set V, the number of elements contained in the vertex subset V'|V'|=positive integer J and any two vertices in V' have the edge association E in G(V, E), and the "cluster" is used for Decouple complex ring structures into radial tree structures.

所述步骤六中所述Petri网是通过一个四元组(S(t),Tt,F,M0)描述一个动态逻辑网,其中S(t)的元素称为库所,库所表示相应元件的初始或可能存在的中间状态;Tt的元素称为变迁,变迁表示欲使库所中布入托肯所满足的条件,系统的动态行为通过托肯在库所汇总的分布变化来反映,而托肯数目的变化是通过变迁的触发实现的;F描述Petri网的流关系,通过有向边表示;向量M0表示Petri网的初始标识,初始标识即有托肯的相应库所对应元素所组成的向量。  The Petri net described in step 6 describes a dynamic logic network through a quadruple (S(t), T t , F, M 0 ), where the element of S(t) is called a place, and the place represents The initial or possible intermediate state of the corresponding element; the element of T t is called transition, and the transition represents the condition to be satisfied by placing Tokens in the place, and the dynamic behavior of the system is reflected by the change in the distribution of Tokens in the place , and the change of the number of tokens is realized by triggering transitions; F describes the flow relationship of the Petri net, represented by directed edges; the vector M 0 represents the initial identification of the Petri net, and the initial identification corresponds to the corresponding store of the token A vector of elements.

所述步骤六的具体步骤为:  The concrete steps of described step six are:

(6-1)将连接树映射到Petri网时,将一次设备、二次继电保护装置及其逻辑信息号映 射为Petri网中的库所,在图中用圆圈表示;  (6-1) When mapping the connection tree to the Petri net, map the primary equipment, the secondary relay protection device and its logical information number as the place in the Petri net, which is represented by a circle in the figure;

(6-2)库所根据连接树描述的拓扑关系和保护在整定时间上的配合关系进行优先级排序;当某个库所有托肯时,表示该分支方向上的保护最终动作,对于每一个分支,均是按照保护、断路器在时空方向上的逻辑配合来实现库所和变迁配置,形成故障诊断的Petri网模型。  (6-2) The place performs priority sorting according to the topological relationship described by the connection tree and the cooperation relationship of the protection in the setting time; when a certain storehouse has all Tokens, it indicates the final action of the protection in the direction of the branch, for each Branches are based on the logical cooperation of protection and circuit breakers in the space-time direction to realize the location and transition configuration, forming a Petri net model for fault diagnosis. the

(6-3)在图形上,库所S(t)用圆圈表示,变迁Tt用竖线表示,流关系用带箭头的弧表示,托肯用库所中的小黑点表示。  (6-3) Graphically, the place S(t) is represented by a circle, the transition T t is represented by a vertical line, the flow relationship is represented by an arc with an arrow, and the token is represented by a small black dot in the place.

所述步骤八中的延展系数:在诊断过程中,为了在继电保护装置整定原则或电网的运行方式发生变化时,能够动态的表示继电保护装置与一次设备的关联情况,将继电保护保护装置的保护范围量化为一个常数n,常数n为延展系数;  The expansion coefficient in the eighth step: during the diagnosis process, in order to dynamically express the relationship between the relay protection device and the primary equipment when the setting principle of the relay protection device or the operation mode of the power grid changes, the relay protection The protection range of the protection device is quantified as a constant n, and the constant n is the extension coefficient;

所述跃迁函数:为了计算不同优先级保护或存在配合逻辑的保护在Petri网每一条分支上动作的可信度,定义一个跃迁函数,跃迁函数以单个继电保护装置和一次设备的置信度作为变量,跃迁函数的定义如式(1):  The transition function: in order to calculate the credibility of different priority protections or protections with coordination logic on each branch of the Petri net, a transition function is defined, and the transition function takes the confidence of a single relay protection device and primary equipment as variable, the definition of the transition function is as formula (1):

δδ ii ′′ == kk (( δδ 11 ,, .. .. .. ,, δδ 22 ,, δδ CBCB )) == δδ CBCB δδ ii ΠΠ jj == 00 ii -- 11 (( 11 -- δδ jj )) -- -- -- (( 11 ))

该函数中i和j为继电保护装置的序号,δi、δj分别为继电保护装置i和j的置信度,δCB为断路器置信度,δi'为保护i相对于一次设备的置信度,并规定δ0=0,当断路器库所或继电保护库所未布入托肯,相应的δi和δj为零,最终得到的δi′表明了某个继电保护动作时,哪个一次设备的故障概率最高。  In this function, i and j are the serial numbers of the relay protection devices, δ i and δ j are the confidence degrees of the relay protection devices i and j respectively, δ CB is the confidence degree of the circuit breaker, and δ i ' is the protection i relative to the primary equipment The confidence degree of δ 0 = 0, when the circuit breaker place or the relay protection place is not placed in the token, the corresponding δ i and δ j are zero, and the final δ i ′ indicates a certain relay protection When operating, which primary device has the highest failure probability.

所述转移函数包括逻辑信号转移函数和故障元件转移函数,在诊断过程中,变电站的逻辑配合会出现以下情况:某个继电保护装置的逻辑输出需要多个装置的逻辑输入决定;多套继电保护装置共同作用,切除故障元件;这种知识在Petri网中表现为跃迁具有多个同类库所托肯输入,因此定义了转移函数。  The transfer function includes a logic signal transfer function and a fault element transfer function. During the diagnosis process, the logic coordination of the substation will have the following situations: the logic output of a certain relay protection device needs to be determined by the logic input of multiple devices; The electrical protection devices work together to cut off the faulty element; this knowledge is represented in the Petri net as a transition with multiple homogeneous Placetoken inputs, thus defining the transfer function. the

所述逻辑信号转移函数:  The logic signal transfer function:

δδ ii == ff 11 (( δδ )) == ff 11 (( δδ 11 ′′ ,, .. .. .. ,, δδ nno ′′ )) == ΠΠ ii == 11 nno δδ ii ′′ -- -- -- (( 22 ))

所述故障元件转移函数为:  The fault element transfer function is:

δδ tt == ff 22 (( δδ )) == ff 22 (( δδ 11 ′′ ,, .. .. .. ,, δδ nno ′′ )) == 11 -- ΠΠ ii == 11 nno (( 11 -- δδ ii ′′ )) -- -- -- (( 33 ))

其中,i为继电保护装置的序号,i大于等于1小于等于n,n为延展系数,δi′为保护i相对于元件的置信度,δt为可疑设备发生故障的可信度,δ为集合(δ1′,...,δn′)。  Among them, i is the serial number of the relay protection device, i is greater than or equal to 1 and less than or equal to n, n is the expansion coefficient, δ i ′ is the confidence degree of protection i relative to the component, δ t is the reliability of suspicious equipment failure, δ is the set (δ 1 ′,...,δ n ′).

本发明的有益效果:  Beneficial effects of the present invention:

本发明基于网络拓扑结构及功能逻辑知识,利用Petri网理论提出了一种智能变电站故障诊断推理方法,提出了使用团节点代替环形复杂拓扑结构简化无向图的方法,扩展了基于拓扑结构的故障诊断方法的应用范围;提出了结合除继电保护装置故障报文以的通信网络拓扑结构信息等进行智能变电站故障推理的方法,信息利用率的提升提高了故障诊断的精确度;定义跃迁函数计算不同优先级保护或存在配合逻辑的保护在Petri网每一条分支上动作的可信度,定义了转移函数解决跃迁具有多个同类库所托肯输入,以此与Petri网理论相配合,扩展了逻辑推理的应用范围。  Based on network topology and functional logic knowledge, the present invention uses Petri net theory to propose a fault diagnosis and reasoning method for intelligent substations, and proposes a method for simplifying undirected graphs by using group nodes instead of ring-shaped complex topological structures, and expands faults based on topological structures The scope of application of the diagnostic method; a method for intelligent substation fault reasoning based on communication network topology information other than relay protection device fault messages is proposed, and the improvement of information utilization improves the accuracy of fault diagnosis; definition of transition function calculation The reliability of the actions of different priority protections or protections with coordination logic on each branch of the Petri net is defined. The transfer function solves the transition and has multiple similar places. The scope of application of logical reasoning. the

附图说明 Description of drawings

图1(a)为变电站典型界限方式;  Figure 1(a) is a typical boundary method of a substation;

图1(b)为变电站中包含三边团的无向图I;  Figure 1(b) is an undirected graph I containing a triangular clique in a substation;

图1(c)变电站中化简后的无向图II;  Figure 1(c) Simplified undirected graph II in the substation;

图1(d)为变电站中对应的连接树;  Figure 1(d) is the corresponding connection tree in the substation;

图2(a)为变电站通信网络系统图;  Figure 2(a) is a diagram of the substation communication network system;

图2(b)为变电站通信网络对应的连接树;  Figure 2(b) is the connection tree corresponding to the substation communication network;

图3为变电站一二次系统的功能逻辑配合模型。  Figure 3 is the functional logic coordination model of the primary and secondary system of the substation. the

具体实施方式 Detailed ways

下面结合附图与实施例对本发明作进一步说明。  The present invention will be further described below in conjunction with the accompanying drawings and embodiments. the

以图1(a)所示的变电站主接线为例,其中包含典型3/2断路器接线,采用“团”结构解环的思路如下:  Taking the main wiring of the substation shown in Figure 1(a) as an example, which includes typical 3/2 circuit breaker wiring, the idea of using the "group" structure to solve the loop is as follows:

步骤一:将一次设备、二次装置、网络设备映射为节点,形成反映智能变电站物理拓扑连接的无向图,如图1(b)所示;  Step 1: Map the primary equipment, secondary equipment, and network equipment into nodes to form an undirected graph reflecting the physical topology connection of the smart substation, as shown in Figure 1(b);

步骤二:对无向图中的所有复杂的环结构进行解环操作,其方法为查找所有节点数为3的团,并将其分别等效替换成一个团节点,替换后形成无向图;  Step 2: Carry out ring-solving operations on all complex ring structures in the undirected graph. The method is to find all cliques with 3 nodes, and replace them with a clique node equivalently, and form an undirected graph after replacement;

查找所有节点数为3的团,并将其分别等效替换成一个团节点,替换后的无向图如图1(c)所示;  Find all cliques with 3 nodes, and replace them with a clique node equivalently. The undirected graph after replacement is shown in Figure 1(c);

步骤三:对无向图从任一起点开始进行广度优先搜索,搜索的终点为电源、负载馈线及网络叶节点设备,途中按节点搜索的先后顺序进行连接,形成有向弧,生成连接树T;  Step 3: Perform a breadth-first search on the undirected graph from any starting point, and the end point of the search is the power supply, load feeder and network leaf node equipment, and connect according to the order of node search on the way to form a directed arc and generate a connection tree T ;

步骤四:对T中的团节点按照其三边访问的先后顺序,生成原团的连接树,将团节点进行替换,最终形成反映智能变电站物理拓扑连接的简单连接树,如图1(d)。  Step 4: Generate the connection tree of the original group for the group nodes in T according to the order of their three-side access, replace the group nodes, and finally form a simple connection tree reflecting the physical topology connection of the smart substation, as shown in Figure 1(d) . the

变电站通信网络也采用同样方法,图2(a)是图1(a)中变电站的通信网络拓扑,该通信网络将500kV线路保护、母线保护,110kV线路保护、母线保护,变压器差动保护以及断路器失灵保护等二次装置通过4台交换机连接成非冗余星形网,同样可以采用有向关联图对其进行拓扑描述,化简后的连接树如图2(b)所示,若存在多环网等复杂网络拓扑,同样可以采用“图”分解法处理通过这种方法,可以将复杂拓扑化简,形成可用的拓扑知识表达和快速的拓扑搜索方法。  The substation communication network also adopts the same method. Figure 2(a) is the communication network topology of the substation in Figure 1(a). The communication network integrates 500kV line protection, bus protection, 110kV line protection, bus protection, transformer differential protection and open circuit Secondary devices such as device failure protection are connected into a non-redundant star network through 4 switches, and a directed association graph can also be used to describe its topology. The simplified connection tree is shown in Figure 2(b). If there is Complex network topologies such as multi-ring networks can also be processed using the "graph" decomposition method. Through this method, complex topologies can be simplified to form usable topology knowledge expressions and fast topology search methods. the

步骤五:将连接树描述的一次设备、二次继电保护装置及其物理连接关系,映射到Petri网模型中,其中一次设备、二次装置的映射形成库所,在图中用圆圈表示。  Step 5: Map the primary equipment, secondary relay protection devices and their physical connection relationship described in the connection tree to the Petri net model, where the mapping of primary equipment and secondary devices forms a place, which is represented by a circle in the figure. the

Petri网是通过一个四元组(S(t),Tt,F,M0)描述一个动态逻辑网,其中S(t)的元素称为库所,库所表示相应元件的初始或可能存在的中间状态;Tt的元素称为变迁,变迁表示欲使库所中布入托肯所满足的条件,系统的动态行为通过托肯在库所汇总的分布变化来反映,而托肯数目的变化是通过变迁的点火实现的;F描述网的流关系,通过有向边表示;向量M0表示Petri网的初始标识,初始标识即有托肯的相应库所对应元素所组成的向量。  A Petri net describes a dynamic logic network through a quadruple (S(t), T t , F, M 0 ), where the element of S(t) is called a place, and the place represents the initial or possible existence of the corresponding element The elements of T t are called transitions, and transitions represent the conditions to be satisfied by placing Tokens in the warehouse. The dynamic behavior of the system is reflected by the changes in the distribution of Tokens in the warehouses, and the change in the number of Tokens It is realized through the ignition of transition; F describes the flow relationship of the network, and is represented by directed edges; the vector M 0 represents the initial identification of the Petri net, and the initial identification is a vector composed of elements corresponding to corresponding places of Tokens.

将连接树映射到Petri网模型时,将一次设备、二次继电保护装置及其逻辑信息号映射为Petri网中的库所,库所根据前述的连接树描述的拓扑关系和保护在整定时间上的配合关系进行优先级排序。当某个库所有托肯时,表示该分支方向上的保护最终动作,对于每一个分支,均是按照保护、断路器在时空方向上的逻辑配合来实现库所和变迁配置,形成故障诊断的Petri网模型。在图形上,库所S(t)用圆圈表示,变迁Tt用竖线表示,流关系用带箭头的弧表示,托肯用库所中的小黑点表示。  When mapping the connection tree to the Petri net model, the primary equipment, secondary relay protection devices and their logical information numbers are mapped to the places in the Petri net. Prioritize the coordination relationship above. When there are all Tokens in a library, it means the final protection action in the direction of the branch. For each branch, the location and transition configuration are realized according to the logical cooperation of protection and circuit breakers in the direction of time and space, forming a fault diagnosis Petri net model. Graphically, the place S(t) is represented by a circle, the transition Tt is represented by a vertical line, the flow relationship is represented by an arc with an arrow, and the token is represented by a small black dot in the place. the

假设图1(a)变电站L2故障,断路器失灵保护动作,其对应的逻辑过程用Petri网描述如图3所示,将图3系统中的一次设备、二次继电保护装置及其逻辑信息号映射为库所,库所根据关联树的拓扑关系和保护在整定时间上的配合关系进行排序。  Assuming that the substation L2 in Figure 1(a) is faulty and the circuit breaker fails to protect the action, the corresponding logical process is described by Petri net as shown in Figure 3, and the primary equipment, secondary relay protection devices and their logical information in the system in Figure 3 are The number is mapped to the place, and the place is sorted according to the topological relationship of the association tree and the coordination relationship of the protection in the setting time. the

步骤六:形成故障诊断的Petri网模型后,诊断模型按照收到的保护动作信息、断路器动 作信息和相关节点电流电压采样值,并将此信息以托肯的形式布入相关的继电保护装置及断路器库所。  Step 6: After the Petri net model of fault diagnosis is formed, the diagnosis model is based on the received protection action information, circuit breaker action information and related node current and voltage sampling values, and this information is distributed into the relevant relay in the form of tokens Protection device and circuit breaker warehouse. the

变电站中,各种继电保护装置通过不同原理和整定原则来计算各自的保护范围。用以表示保护能够作用到的电气元件。在诊断过程中,为了在继电保护装置整定原则或电网的运行方式发生变化时,能够动态的表示继电保护装置与一次设备的关联情况,本方法将继电保护保护装置的保护范围量化为一个常数n(本方法中称为延展系数)。继电保护装置与一次设备的关联关系可通过调用n步连接树得到。如果跃迁是线路变迁集所触发,则该继电保护装置的延展系数n自动减1,当延展系数为零时该托肯停止跃迁,最后通过判断终点库所中是否布入托肯来判断故障元件。  In substations, various relay protection devices calculate their respective protection ranges through different principles and setting principles. It is used to indicate the electrical components that the protection can act on. In the diagnosis process, in order to dynamically express the relationship between the relay protection device and the primary equipment when the setting principle of the relay protection device or the operation mode of the power grid changes, this method quantifies the protection range of the relay protection device as A constant n (called the spread factor in this method). The association relationship between the relay protection device and the primary equipment can be obtained by calling the n-step connection tree. If the transition is triggered by the line transition set, the expansion coefficient n of the relay protection device will be automatically reduced by 1, and the token will stop transitioning when the expansion coefficient is zero, and finally the faulty element will be judged by judging whether the token is deployed in the terminal warehouse . the

同时,为了计算不同优先级保护(如主保护、后备保护)或存在配合逻辑的保护(如线路保护和与之配合的断路器失灵保护)在Petri网每一条分支上动作的可信度,本方法定义了一个跃迁函数,该函数以单个继电保护装置和一次设备的置信度作为变量,其定义如式(1):  At the same time, in order to calculate the reliability of different priority protections (such as main protection, backup protection) or protections with coordination logic (such as line protection and the corresponding circuit breaker failure protection) on each branch of the Petri net, this paper The method defines a transition function, which takes the confidence of a single relay protection device and primary equipment as a variable, and its definition is as formula (1):

δδ ii ′′ == kk (( δδ 11 ,, .. .. .. ,, δδ 22 ,, δδ CBCB )) == δδ CBCB δδ ii ΠΠ jj == 00 ii -- 11 (( 11 -- δδ jj )) -- -- -- (( 11 ))

该函数中δi、δj分别为继电保护装置i和j的置信度,δCB为断路器置信度,δi′为继电保护装置i相对于一次设备的置信度,并规定δ0=0,当断路器库所或继电保护库所未布入托肯(即继电保护和断路器都未动作),相应的δi和δj为零。最终得到的δi′表明了某个继电保护动作时,哪个一次设备的故障概率最高。  In this function, δ i and δ j are the confidence degrees of relay protection devices i and j respectively, δ CB is the confidence degree of circuit breaker, δ i ′ is the confidence degree of relay protection device i relative to primary equipment, and δ 0 = 0, when the circuit breaker location or the relay protection location is not placed in the token (that is, neither the relay protection nor the circuit breaker operates), the corresponding δ i and δ j are zero. The final δ i ′ indicates which primary device has the highest failure probability when a certain relay protection operates.

此外,在诊断过程中,变电站的逻辑配合会出现以下情况:某个继电保护装置的逻辑输出需要多个装置的逻辑输入决定;多套继电保护装置共同作用,切除故障元件(如双端量保护高压输电线路纵联保护等);这种知识在Petri网中表现为跃迁具有多个同类库所托肯输入,本方法定义一个转移函数δt来表征,定义如式(2)和(3)所示:  In addition, during the diagnosis process, the logic coordination of substations will have the following situations: the logic output of a certain relay protection device needs to be determined by the logic input of multiple devices; multiple sets of relay protection devices work together to remove faulty components (such as double-ended Quantitative protection of high-voltage transmission line longitudinal protection, etc.); this kind of knowledge is manifested in the Petri net as the transition has multiple similar places and Token inputs. This method defines a transfer function δ t to represent it, and the definition is as in formula (2) and ( 3) As shown:

逻辑信号转移函数:  Logical signal transfer function:

故障元件转移函数: δ t = f 2 ( δ ) = f 2 ( δ 1 ′ , . . . , δ n ′ ) = 1 - Π i = 1 n ( 1 - δ i ′ ) - - - ( 3 ) Fault element transfer function: δ t = f 2 ( δ ) = f 2 ( δ 1 ′ , . . . , δ no ′ ) = 1 - Π i = 1 no ( 1 - δ i ′ ) - - - ( 3 )

其中,δi'为继电保护装置i相对于元件的置信度,δt为可疑设备发生故障的可信度。在模型中,可根据继电保护和断路器库所的托肯布入情况,跃迁函数和转移函数计算值确定继 电保护或断路器是否正确动作,是否存在误动、拒动。设备是否为故障设备通过跃迁函数和转移函数计算的故障可信度值最终认定。  Among them, δ i ' is the confidence degree of relay protection device i relative to the element, and δ t is the reliability degree of suspicious equipment failure. In the model, it can be determined whether the relay protection or circuit breaker operates correctly, and whether there is any malfunction or refusal according to the Token insertion situation of the relay protection and circuit breaker storehouse, the calculated value of the transition function and the transfer function. Whether the device is a faulty device is finally identified through the fault credibility value calculated by the transition function and the transfer function.

在托肯跃迁的诊断过程中,通过上述延展系数、跃迁函数、转移函数来配合Petri网的逻辑推理,得到最终的故障诊断结果,定位故障的一次设备。  In the diagnosis process of the Token transition, through the above-mentioned extension coefficient, transition function, and transfer function to cooperate with the logical reasoning of the Petri net, the final fault diagnosis result is obtained, and the faulty primary equipment is located. the

图3为变电站一二次系统的功能逻辑配合模型,图3中,1至6代表断路器,B1、B2为母线,a为线路L2保护动作;b为线路L2过电流;c为断路器失灵保护启动;d为B2母线复合电压动作;e为断路器失灵保护跳闸。  Figure 3 is the functional logic coordination model of the primary and secondary system of the substation. In Figure 3, 1 to 6 represent circuit breakers, B1 and B2 are busbars, a is the protection action of line L2; b is the overcurrent of line L2; c is the failure of the circuit breaker Protection start; d is B2 bus composite voltage action; e is circuit breaker failure protection trip. the

上述虽然结合附图对本发明的具体实施方式进行了描述,但并非对本发明保护范围的限制,所属领域技术人员应该明白,在本发明的技术方案的基础上,本领域技术人员不需要付出创造性劳动即可做出的各种修改或变形仍在本发明的保护范围以内。  Although the specific implementation of the present invention has been described above in conjunction with the accompanying drawings, it does not limit the protection scope of the present invention. Those skilled in the art should understand that on the basis of the technical solution of the present invention, those skilled in the art do not need to pay creative work Various modifications or variations that can be made are still within the protection scope of the present invention. the

Claims (8)

1.一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,具体步骤为:1. A method for fault diagnosis of intelligent substations combining topology and relay protection logic, characterized in that the specific steps are: 步骤一:将一次设备、二次装置、网络设备中各个元件映射为节点,形成反映智能变电站物理拓扑连接的无向图I;Step 1: Map each element in the primary equipment, secondary equipment, and network equipment as nodes to form an undirected graph I that reflects the physical topology connection of the smart substation; 步骤二:在无向图I中的所有复杂环结构解环,查找所有节点数为3的团,并将其分别等效替换成一个团节点,替换后形成无向图II;Step 2: Unlink all the complex ring structures in the undirected graph I, find all cliques with 3 nodes, and replace them with a clique node equivalently, and form an undirected graph II after replacement; 步骤三:对无向图II从任一起点开始广度优先搜索,途中按节点及团节点搜索的先后顺序进行连接形成有向弧;Step 3: Start a breadth-first search on the undirected graph II from any starting point, and connect the nodes and group nodes according to the order of search on the way to form a directed arc; 步骤四:搜索的终点为电源、负载馈线及网络叶节点设备,搜索完成后生成连接树T;Step 4: The end point of the search is the power supply, load feeder and network leaf node equipment, and the connection tree T is generated after the search is completed; 步骤五:对连接树T中的团节点按照其三边访问的先后顺序,生成原团的连接树,将团节点进行替换,最终形成连接树II;Step 5: Generate the connection tree of the original group for the group nodes in the connection tree T according to the order of their three-side access, replace the group nodes, and finally form the connection tree II; 步骤六:将连接树II描述的一次设备、二次装置的物理连接关系,映射到Petri网中,形成故障诊断的Petri网模型;Step 6: Map the physical connection relationship between the primary equipment and the secondary device described in the connection tree II to the Petri net to form a Petri net model for fault diagnosis; 步骤七:形成故障诊断的Petri网模型后,Petri网故障诊断模型按照收到的保护动作信息、断路器动作信息和相关节点电流电压采样值,将此信息以托肯的形式布入相关的继电保护装置及断路器库所;Step 7: After forming the Petri net model for fault diagnosis, the Petri net fault diagnosis model distributes this information in the form of Tokens into relevant relays according to the received protection action information, circuit breaker action information and relevant node current and voltage sampling values. Electric protection device and circuit breaker warehouse; 步骤八:定义延展系数、跃迁函数及转移函数;Step 8: Define extension coefficient, transition function and transfer function; 步骤九:在托肯跃迁的诊断过程中,通过延展系数、跃迁函数、转移函数来配合Petri网的逻辑推理,得到最终的故障诊断结果,定位故障的一次设备。Step 9: In the diagnosis process of the Token transition, the logical reasoning of the Petri net is combined with the extension coefficient, the transition function, and the transfer function to obtain the final fault diagnosis result and locate the faulty primary device. 2.如权利要求1所述一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,所述步骤二中的团为变电站内部存在3/2接线等复杂一次接线方式时,抑或通信网络存在双环网等复杂拓扑时,在关联图中将表现为的环形子图,将这种环形子图用“团”结构表示,定义为在无向图IIG(V,E)中存在的顶点子集
Figure FDA00002427598300011
顶点集合V,顶点子集元素个数|V’|=正整数J且在顶点子集V’中任意两顶点都有G(V,E)中的边关联E,“团”用于将复杂的环结构解耦为辐射状树形结构。
2. a kind of intelligent substation fault diagnosis method combining topology and relay protection logic as claimed in claim 1, it is characterized in that, when the group in the described step 2 is that there are complex primary wiring modes such as 3/2 wiring inside the substation, Or when there is a complex topology such as a double-ring network in the communication network, it will appear as a ring subgraph in the association graph, and this ring subgraph is represented by a "cluster" structure, which is defined as an undirected graph IIG(V, E). A subset of vertices of
Figure FDA00002427598300011
Vertex set V, number of vertex subset elements|V'|=positive integer J and any two vertices in vertex subset V' have edge association E in G(V, E), "cluster" is used to combine complex The ring structure is decoupled into a radial tree structure.
3.如权利要求1所述一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,所述步骤六中所述Petri网是通过一个四元组(S(t),Tt,F,M0)描述一个动态逻辑网,其中S(t)的元素称为库所,库所表示相应元件的初始或可能存在的中间状态;Tt的元素称为变迁,变迁表示欲使库所中布入托肯所满足的条件,系统的动态行为通过托肯在库所汇总的分布变化来反映,而托肯数目的变化是通过变迁的触发实现的;F描述Petri网的流关系,通过有向边表示;向量M0表示Petri网的初始标识,初始标识即有托肯的相应库所对应元素所组成的向量。3. a kind of intelligent substation fault diagnosis method combining topology and relay protection logic as claimed in claim 1, is characterized in that, described in the described step 6 Petri net is through a quadruple (S (t), T t , F, M 0 ) describe a dynamic logic network, in which the elements of S(t) are called places, and the places represent the initial or possible intermediate states of corresponding elements; the elements of T t are called transitions, and transitions represent desires Tokens are placed in the warehouse to meet the conditions, and the dynamic behavior of the system is reflected by the distribution changes of the Tokens in the warehouse, and the change of the number of tokens is realized by the trigger of the transition; F describes the flow relationship of the Petri net , represented by a directed edge; the vector M 0 represents the initial identification of the Petri net, and the initial identification is a vector composed of elements corresponding to corresponding places of Tokens. 4.如权利要求1所述一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,所述步骤六的具体步骤为:4. A kind of intelligent substation fault diagnosis method combining topology and relay protection logic as claimed in claim 1, is characterized in that, the specific steps of described step six are: (6-1)将连接树映射到Petri网时,将一次设备、二次继电保护装置及其逻辑信息号映射为Petri网中的库所,在图中用圆圈表示;(6-1) When mapping the connection tree to the Petri net, map the primary equipment, secondary relay protection devices and their logical information numbers to the places in the Petri net, which are represented by circles in the figure; (6-2)库所根据连接树描述的拓扑关系和保护在整定时间上的配合关系进行优先级排序;当某个库所有托肯时,表示该分支方向上的保护最终动作,对于每一个分支,均是按照保护、断路器在时空方向上的逻辑配合来实现库所和变迁配置,形成故障诊断的Petri网模型。(6-2) The place performs priority sorting according to the topological relationship described by the connection tree and the cooperation relationship of the protection in the setting time; when a certain storehouse has all Tokens, it indicates the final action of the protection in the direction of the branch, for each Branches are based on the logical cooperation of protection and circuit breakers in the space-time direction to realize the location and transition configuration, forming a Petri net model for fault diagnosis. (6-3)在图形上,库所S(t)用圆圈表示,变迁Tt用竖线表示,流关系用带箭头的弧表示,托肯用库所中的小黑点表示。(6-3) Graphically, the place S(t) is represented by a circle, the transition T t is represented by a vertical line, the flow relationship is represented by an arc with an arrow, and the token is represented by a small black dot in the place. 5.如权利要求1所述一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,所述步骤八中的延展系数:在诊断过程中,为了在继电保护装置整定原则或电网的运行方式发生变化时,能够动态的表示继电保护装置与一次设备的关联情况,将继电保护保护装置的保护范围量化为一个常数n,常数n为延展系数。5. A kind of intelligent substation fault diagnosis method combining topology and relay protection logic as claimed in claim 1, is characterized in that, the expansion coefficient in the step 8: in the diagnosis process, in order to set the principle in the relay protection device Or when the operation mode of the power grid changes, it can dynamically express the relationship between the relay protection device and the primary equipment, quantify the protection range of the relay protection device into a constant n, and the constant n is the extension coefficient. 6.如权利要求1所述一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,所述步骤八中的跃迁函数:为了计算不同优先级保护或存在配合逻辑的保护在Petri网每一条分支上动作的可信度,定义一个跃迁函数,跃迁函数以单个继电保护装置和一次设备的置信度作为变量,跃迁函数的定义如式(1):6. A kind of intelligent substation fault diagnosis method combining topology and relay protection logic as claimed in claim 1, it is characterized in that, the transition function in the said step 8: in order to calculate the protection of different priority levels or the protection with coordination logic The reliability of the action on each branch of the Petri net defines a transition function. The transition function uses the confidence of a single relay protection device and primary equipment as variables. The definition of the transition function is as follows: δδ ii ′′ == δδ CBCB δδ ii ΠΠ jj == 00 ii -- 11 (( 11 -- δδ jj )) -- -- -- (( 11 )) 该函数中i和j为继电保护装置的序号,δi、δj分别为继电保护装置i和j的置信度,δCB为断路器置信度,δi'为继电保护装置i相对于一次设备的置信度,并规定δ0=0。In this function, i and j are the serial numbers of relay protection devices, δ i and δ j are the confidence degrees of relay protection devices i and j respectively, δ CB is the confidence degree of circuit breakers, and δ i ' is the relative Based on the confidence level of primary equipment, it is stipulated that δ 0 =0. 7.如权利要求1所述一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,所述转移函数包括逻辑信号转移函数和故障元件转移函数,在诊断过程中,变电站的逻辑配合会出现以下情况:某个继电保护装置的逻辑输出需要多个装置的逻辑输入决定;多套继电保护装置共同作用,切除故障元件;这种知识在Petri网中表现为跃迁具有多个同类库所托肯输入,定义转移函数。7. A kind of smart substation fault diagnosis method combining topology and relay protection logic as claimed in claim 1, characterized in that, the transfer function includes a logic signal transfer function and a fault element transfer function, and in the diagnosis process, the substation The logic coordination will appear in the following situations: the logic output of a certain relay protection device needs to be determined by the logic input of multiple devices; multiple sets of relay protection devices work together to remove faulty components; A homogeneous place Token input defines the transfer function. 8.如权利要求7所述一种结合拓扑与继电保护逻辑的智能变电站故障诊断方法,其特征是,所述转移函数包括逻辑信号转移函数和故障元件转移函数;8. A kind of intelligent substation fault diagnosis method combining topology and relay protection logic as claimed in claim 7, is characterized in that, described transfer function comprises logical signal transfer function and fault element transfer function; 所述逻辑信号转移函数:The logic signal transfer function: δδ ii == ΠΠ ii == 11 nno δδ ii ′′ -- -- -- (( 22 )) 所述故障元件转移函数为:The fault element transfer function is: δδ tt == 11 -- ΠΠ ii == 11 nno (( 11 -- δδ ii ′′ )) -- -- -- (( 33 )) 其中,i为继电保护装置的序号,δi'为继电保护装置保护i相对于元件的置信度,δt为可疑设备发生故障的可信度,n为延展系数。Among them, i is the serial number of the relay protection device, δ i ' is the confidence degree of the relay protection device protection i relative to the component, δ t is the reliability degree of the suspicious equipment failure, and n is the extension coefficient.
CN2012104700780A 2012-11-19 2012-11-19 Intelligent substation fault diagnosis method combining topology and relay protection logic Pending CN103020713A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN2012104700780A CN103020713A (en) 2012-11-19 2012-11-19 Intelligent substation fault diagnosis method combining topology and relay protection logic

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN2012104700780A CN103020713A (en) 2012-11-19 2012-11-19 Intelligent substation fault diagnosis method combining topology and relay protection logic

Publications (1)

Publication Number Publication Date
CN103020713A true CN103020713A (en) 2013-04-03

Family

ID=47969299

Family Applications (1)

Application Number Title Priority Date Filing Date
CN2012104700780A Pending CN103020713A (en) 2012-11-19 2012-11-19 Intelligent substation fault diagnosis method combining topology and relay protection logic

Country Status (1)

Country Link
CN (1) CN103020713A (en)

Cited By (29)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103278731A (en) * 2013-05-20 2013-09-04 国家电网公司 Fault diagnosis method and system based on secondary loop information
CN103308824A (en) * 2013-05-31 2013-09-18 东北大学 Power system fault diagnostic method based on probability Petri net
CN103530503A (en) * 2013-09-27 2014-01-22 北京航空航天大学 Complex network sampling method for keeping community structure
CN103560482A (en) * 2013-09-24 2014-02-05 许继集团有限公司 Differential protection method based on phasor set
CN103616579A (en) * 2013-11-07 2014-03-05 山东大学 Fault diagnosis method used for intelligent substation secondary system
CN103699664A (en) * 2013-12-27 2014-04-02 国家电网公司 Dynamic topology analysis method for power distribution network
CN104020756A (en) * 2014-05-22 2014-09-03 国电南瑞科技股份有限公司 Logic network topology sorting and storing method for fault diagnosing system
CN104021253A (en) * 2014-06-19 2014-09-03 中国北方车辆研究所 Reliability modeling method for special vehicle lubricating oil supply system
CN104134973A (en) * 2014-07-24 2014-11-05 国电南瑞科技股份有限公司 Automatic fault comprehensive analysis method based on panoramic data of substation
CN104360183A (en) * 2014-06-26 2015-02-18 许继电气股份有限公司 Method for abnormality detection of simulated secondary loop of intelligent transformer substation
CN104535893A (en) * 2014-12-23 2015-04-22 国家电网公司 Power grid fault processing device and processing method based on fine-grained model
CN104655985A (en) * 2015-01-30 2015-05-27 国家电网公司 Power grid fault diagnosis method based on and-or tree model
CN104730421A (en) * 2015-03-27 2015-06-24 广东电网有限责任公司中山供电局 Diagnosis method and system for grid fault equipment
CN104777401A (en) * 2015-03-18 2015-07-15 航天科工深圳(集团)有限公司 Power grid fault positioning method
CN105226647A (en) * 2015-10-08 2016-01-06 南京国电南自美卓控制系统有限公司 Topology analyzing method during a kind of high-performance electric network implementation
CN105425772A (en) * 2014-11-28 2016-03-23 上海核工程研究设计院 Fault tree simplified nuclear power plant risk assessment method based on logical equivalence
CN105975797A (en) * 2016-05-27 2016-09-28 北京航空航天大学 Product early-fault root cause recognition method based on fuzzy data processing
CN106097159A (en) * 2016-07-28 2016-11-09 许继集团有限公司 Related information topology analyzing method and system in a kind of power distribution network
CN106226657A (en) * 2016-09-07 2016-12-14 上海市政工程设计研究总院(集团)有限公司 A kind of power supply interrupted district recognition methods for electric network failure diagnosis
CN107016410A (en) * 2017-03-27 2017-08-04 国网江苏省电力公司电力科学研究院 Power information acquisition system method for diagnosing faults and trouble-shooter
CN107592207A (en) * 2016-07-07 2018-01-16 中兴通讯股份有限公司 A kind of network management business management method and network management business managing device
CN107749667A (en) * 2017-10-31 2018-03-02 国网黑龙江省电力有限公司电力科学研究院 A kind of method of real-time of intelligent substation protection pressing plate information and state
CN109358255A (en) * 2018-12-18 2019-02-19 北京交通大学 Traction converter fault analysis method and device
CN109932617A (en) * 2019-04-11 2019-06-25 东南大学 An adaptive power grid fault diagnosis method based on deep learning
CN110276200A (en) * 2019-06-27 2019-09-24 南京邮电大学 A Method for Determining State Transition Probability of Electric Power Information System
CN111337792A (en) * 2020-04-14 2020-06-26 上海海事大学 Power system fault diagnosis method based on improved Petri network
CN113013846A (en) * 2019-12-20 2021-06-22 国网上海市电力公司 Intelligent substation relay protection equipment network deployment structure
CN113159225A (en) * 2021-05-17 2021-07-23 中国石油大学(华东) Multivariable industrial process fault classification method
CN117691755A (en) * 2024-02-02 2024-03-12 南京雅宸众联电力技术有限公司 Visual monitoring and anomaly detection system for secondary circuit of intelligent substation

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101588084A (en) * 2009-06-19 2009-11-25 国网电力科学研究院 Intelligent Reconfiguration Method for Safety and Stability Control System of Regional Power Grid
CN102064537A (en) * 2010-12-10 2011-05-18 天津天大求实电力新技术股份有限公司 Method for judging and processing single-phase earth faults by using electronic mutual inductor
CN102497024A (en) * 2011-12-16 2012-06-13 广东电网公司茂名供电局 Intelligent warning system based on integer programming

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101588084A (en) * 2009-06-19 2009-11-25 国网电力科学研究院 Intelligent Reconfiguration Method for Safety and Stability Control System of Regional Power Grid
CN102064537A (en) * 2010-12-10 2011-05-18 天津天大求实电力新技术股份有限公司 Method for judging and processing single-phase earth faults by using electronic mutual inductor
CN102497024A (en) * 2011-12-16 2012-06-13 广东电网公司茂名供电局 Intelligent warning system based on integer programming

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
王磊,陈青,高湛军: "输电网故障诊断的知识表示方法及应用", 《中国电机工程学报》 *
高湛军,陈青,王涛,赵义术,王磊,张涛: "基于继电保护时空参数的电网故障诊断模型", 《电力系统自动化》 *

Cited By (45)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103278731B (en) * 2013-05-20 2016-01-20 国家电网公司 A kind of method for diagnosing faults based on secondary loop information and system
CN103278731A (en) * 2013-05-20 2013-09-04 国家电网公司 Fault diagnosis method and system based on secondary loop information
CN103308824A (en) * 2013-05-31 2013-09-18 东北大学 Power system fault diagnostic method based on probability Petri net
CN103560482A (en) * 2013-09-24 2014-02-05 许继集团有限公司 Differential protection method based on phasor set
CN103560482B (en) * 2013-09-24 2016-08-31 许继集团有限公司 Differential protecting method based on phasor set
CN103530503A (en) * 2013-09-27 2014-01-22 北京航空航天大学 Complex network sampling method for keeping community structure
CN103530503B (en) * 2013-09-27 2016-05-04 北京航空航天大学 Keep the complex network method of sampling of community structure
CN103616579A (en) * 2013-11-07 2014-03-05 山东大学 Fault diagnosis method used for intelligent substation secondary system
CN103699664A (en) * 2013-12-27 2014-04-02 国家电网公司 Dynamic topology analysis method for power distribution network
CN103699664B (en) * 2013-12-27 2017-11-21 国家电网公司 A kind of power distribution network dynamic topology analysis method
CN104020756A (en) * 2014-05-22 2014-09-03 国电南瑞科技股份有限公司 Logic network topology sorting and storing method for fault diagnosing system
CN104021253B (en) * 2014-06-19 2016-11-16 中国北方车辆研究所 A kind of Reliability Modeling of special vehicle lubricating oil supplies
CN104021253A (en) * 2014-06-19 2014-09-03 中国北方车辆研究所 Reliability modeling method for special vehicle lubricating oil supply system
CN104360183A (en) * 2014-06-26 2015-02-18 许继电气股份有限公司 Method for abnormality detection of simulated secondary loop of intelligent transformer substation
CN104134973B (en) * 2014-07-24 2017-06-20 国电南瑞科技股份有限公司 Failure automatic Synthesis analysis method based on transformer station's panoramic view data
CN104134973A (en) * 2014-07-24 2014-11-05 国电南瑞科技股份有限公司 Automatic fault comprehensive analysis method based on panoramic data of substation
CN105425772A (en) * 2014-11-28 2016-03-23 上海核工程研究设计院 Fault tree simplified nuclear power plant risk assessment method based on logical equivalence
CN105425772B (en) * 2014-11-28 2018-10-12 上海核工程研究设计院 Nuclear power plant's methods of risk assessment of the failure tree reduction of logic-based equivalence
CN104535893B (en) * 2014-12-23 2017-08-01 国家电网公司 A fine-grained model-based power grid fault processing device and processing method
CN104535893A (en) * 2014-12-23 2015-04-22 国家电网公司 Power grid fault processing device and processing method based on fine-grained model
CN104655985A (en) * 2015-01-30 2015-05-27 国家电网公司 Power grid fault diagnosis method based on and-or tree model
CN104777401A (en) * 2015-03-18 2015-07-15 航天科工深圳(集团)有限公司 Power grid fault positioning method
CN104730421A (en) * 2015-03-27 2015-06-24 广东电网有限责任公司中山供电局 Diagnosis method and system for grid fault equipment
CN104730421B (en) * 2015-03-27 2017-10-03 广东电网有限责任公司中山供电局 Method and system for diagnosing power grid fault equipment
CN105226647A (en) * 2015-10-08 2016-01-06 南京国电南自美卓控制系统有限公司 Topology analyzing method during a kind of high-performance electric network implementation
CN105226647B (en) * 2015-10-08 2017-09-05 南京国电南自维美德自动化有限公司 A kind of high-performance electrical network real-time topology analysis method
CN105975797A (en) * 2016-05-27 2016-09-28 北京航空航天大学 Product early-fault root cause recognition method based on fuzzy data processing
CN105975797B (en) * 2016-05-27 2019-01-25 北京航空航天大学 A method for identifying root causes of early product failures based on fuzzy data processing
CN107592207A (en) * 2016-07-07 2018-01-16 中兴通讯股份有限公司 A kind of network management business management method and network management business managing device
CN106097159A (en) * 2016-07-28 2016-11-09 许继集团有限公司 Related information topology analyzing method and system in a kind of power distribution network
CN106226657A (en) * 2016-09-07 2016-12-14 上海市政工程设计研究总院(集团)有限公司 A kind of power supply interrupted district recognition methods for electric network failure diagnosis
CN107016410A (en) * 2017-03-27 2017-08-04 国网江苏省电力公司电力科学研究院 Power information acquisition system method for diagnosing faults and trouble-shooter
CN107016410B (en) * 2017-03-27 2019-10-22 国网江苏省电力公司电力科学研究院 Fault diagnosis method and fault diagnosis device for power consumption information collection system
CN107749667B (en) * 2017-10-31 2019-12-24 国网黑龙江省电力有限公司电力科学研究院 A real-time monitoring method for the information and status of the protection pressure plate of a smart substation
CN107749667A (en) * 2017-10-31 2018-03-02 国网黑龙江省电力有限公司电力科学研究院 A kind of method of real-time of intelligent substation protection pressing plate information and state
CN109358255A (en) * 2018-12-18 2019-02-19 北京交通大学 Traction converter fault analysis method and device
CN109358255B (en) * 2018-12-18 2024-03-05 北京交通大学 Traction converter fault analysis method and device
CN109932617A (en) * 2019-04-11 2019-06-25 东南大学 An adaptive power grid fault diagnosis method based on deep learning
CN110276200A (en) * 2019-06-27 2019-09-24 南京邮电大学 A Method for Determining State Transition Probability of Electric Power Information System
CN113013846A (en) * 2019-12-20 2021-06-22 国网上海市电力公司 Intelligent substation relay protection equipment network deployment structure
CN113013846B (en) * 2019-12-20 2024-02-02 国网上海市电力公司 Intelligent substation relay protection equipment networking structure
CN111337792A (en) * 2020-04-14 2020-06-26 上海海事大学 Power system fault diagnosis method based on improved Petri network
CN113159225A (en) * 2021-05-17 2021-07-23 中国石油大学(华东) Multivariable industrial process fault classification method
CN113159225B (en) * 2021-05-17 2022-04-19 中国石油大学(华东) A Multivariate Industrial Process Fault Classification Method
CN117691755A (en) * 2024-02-02 2024-03-12 南京雅宸众联电力技术有限公司 Visual monitoring and anomaly detection system for secondary circuit of intelligent substation

Similar Documents

Publication Publication Date Title
CN103020713A (en) Intelligent substation fault diagnosis method combining topology and relay protection logic
CN109145428B (en) A Vulnerability Assessment Method for Cyber-Physical Fusion System under Cascading Failure Mode
CN104931857B (en) A kind of electrical power distribution network fault location method based on D-S evidence theory
Zhang et al. Method of power grid fault diagnosis using intuitionistic fuzzy Petri nets
Bai et al. Hybrid flow betweenness approach for identification of vulnerable line in power system
Wang et al. Knowledge representation and general Petri net models for power grid fault diagnosis
Zhu et al. Distributed topology processing solution for distributed controls in distribution automation systems
CN108683178A (en) Substation switching automatic generation method
Ma et al. An islanding detection and prevention method based on path query of distribution network topology graph
Chopade et al. Structural and functional vulnerability analysis for survivability of Smart Grid and SCADA network under severe emergencies and WMD attacks
Li et al. A comprehensive method for fault location of active distribution network based on improved matrix algorithm and optimization algorithm
Zhang et al. Intentional islanding method based on community detection for distribution networks
CN106899021B (en) The load flow calculation system of electric system
Jiang et al. Research on load transfer strategy optimisation with considering the operation of distributed generations and secondary dispatch
CN117374893A (en) Floyd algorithm-based rapid power transmission section searching method
Li et al. An Effective Node‐To‐Edge Interdependent Network and Vulnerability Analysis for Digital Coupled Power Grids
Chen et al. Distribution network topology identification based on IEC 61850 logical nodes
CN113011775B (en) Event-driven risk assessment calculation method for information physical system of power distribution network
Lan et al. Fault recovery strategy for urban distribution networks using soft open points
Honeth et al. Distributed topology inference for electric power grids
Chauhan et al. Smart protection system for identification and localisation of faults in multi‐terminal DC microgrid
Lu et al. Application Topology Configuration of Distributed Feeder Automation Based on IEC 61850
CN106849098B (en) The tidal current computing method of electric system
Moseley et al. Methods of converting CIM power system models into bus-branch formats utilizing topology processing algorithms and minimal schema modifications to IEC 61968/70
Lv et al. Multi‐resolution modelling method based on time‐state‐machine in complex distribution network

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C12 Rejection of a patent application after its publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20130403