[go: up one dir, main page]
More Web Proxy on the site http://driver.im/

CN104655985B - Electric network failure diagnosis method based on and/or tree model - Google Patents

Electric network failure diagnosis method based on and/or tree model Download PDF

Info

Publication number
CN104655985B
CN104655985B CN201510048392.3A CN201510048392A CN104655985B CN 104655985 B CN104655985 B CN 104655985B CN 201510048392 A CN201510048392 A CN 201510048392A CN 104655985 B CN104655985 B CN 104655985B
Authority
CN
China
Prior art keywords
protection
tree
breaker
fault element
model
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.)
Expired - Fee Related
Application number
CN201510048392.3A
Other languages
Chinese (zh)
Other versions
CN104655985A (en
Inventor
王磊
吴德军
王仕韬
赵军伟
肖明
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.)
State Grid Corp of China SGCC
State Grid of China Technology College
Original Assignee
State Grid Corp of China SGCC
State Grid of China Technology College
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 State Grid Corp of China SGCC, State Grid of China Technology College filed Critical State Grid Corp of China SGCC
Priority to CN201510048392.3A priority Critical patent/CN104655985B/en
Publication of CN104655985A publication Critical patent/CN104655985A/en
Application granted granted Critical
Publication of CN104655985B publication Critical patent/CN104655985B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

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
    • 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
    • Y04S10/52Outage or fault management, e.g. fault detection or location

Landscapes

  • Emergency Protection Circuit Devices (AREA)

Abstract

The invention provides a kind of electric network failure diagnosis method based on and/or tree model, including:Gather grid disruption road device tripping operation information formation power supply interrupted district;An element in selected power supply interrupted district is suspected fault element, and breadth first traversal computing is carried out to it and forms traversal spanning tree;The and/or tree fault diagnosis model for the suspected fault element set up in power supply interrupted district;Circuit breaker failure information is gathered, and the and/or tree fault diagnosis model that fault message substitutes into suspected fault element will be collected, if the and/or tree model can be solved, can determine that as fault element, be not otherwise fault element;Repeat the above steps until finding fault element;Protection starter node in and/or tree diagnostic model, protection act node, the position distribution situation of breaker actuation node; compared with the and/or tree model of correct operation; to evaluation analysis after fault diagnosis result carry out accident; it is determined that the malfunction and misaction situation of protection, and the warning message lost.

Description

Electric network failure diagnosis method based on and/or tree model
Technical field
The present invention relates to power system electric network failure diagnosis field, more particularly, to a kind of power network based on and/or tree model Method for diagnosing faults.
Background technology
Power system failure diagnostic is that the precondition restored electricity rapidly after power outage occurs for power network.Occur in failure The very first time afterwards, protection starts information, protection act information and circuit breaker trip information and almost sent out simultaneously from local signal Generating apparatus collects to control centre, and a large amount of warning messages easily form network congestion in dispatching terminal.Consider in addition in packet Between by repeatedly route transfer and share powerline network bandwidth with the system such as SCADA, WAMS, warning message reaches failure During diagnosis server, often there is situations such as loss of learning, distortion.Therefore, a kind of power network event for being adapted to all kinds of situations is invented Hinder diagnostic method, and then improve the fault-tolerance of fault diagnosis model, a pair event is remained able in the case of warning message is incomplete Barrier element is accurately judged, and the information of missing is tracked so as to later maintenance, is with realistic meaning.
The subject matter faced in current electric network failure diagnosis is:
(1) situation about often being lacked when fault alarm information reaches dispatching terminal.The very first time after failure generation, Protection and breaker actuation information are almost collected from local signal generation apparatus to control centre simultaneously, and a large amount of warning messages exist Dispatching terminal easily forms network congestion.Consider in addition in the middle of packet by repeatedly route transfer and with SCADA, WAMS etc. System shares powerline network bandwidth, therefore warning message is when reaching fault diagnosis server, loss of learning often occurs, abnormal Situations such as change.
(2) situation about being lacked for warning message, the method that fault diagnosis model fault-tolerance is improved at present is relied primarily on thoroughly All possible warning message is combined by the mode of act, then passes through optimized algorithm and the actual report being collected into control centre Alert information is that desired value is compared, so that the warning message for judging fault element and failing to report.However as the continuous expansion of power network The configuration of big and dual protection, the number of combinations of warning message is sharply increased, and causes this method poor astringency and complexity It is higher.
On the other hand, many data ignored by traditional fault diagnosis algorithm can also provide for the judgement of fault element Valuable information, such as power network topology and protection start information.Wherein, power network topology can be by suspected fault element with breaking Road device and protection are concatenated, and form a complete diagnostic model;And protect startup information to be lost in protection exit information Judgement in the case of mistake to provide fault element provides reliable foundation.
The content of the invention
To solve the above problems, the invention provides a kind of electric network failure diagnosis method based on and/or tree model.
The present invention is adopted the following technical scheme that:
A kind of electric network failure diagnosis method based on and/or tree model, comprises the following steps:
Step (1):Gather grid disruption road device tripping operation information formation power supply interrupted district;
Step (2):An element in selected power supply interrupted district is suspected fault element, and breadth first traversal fortune is carried out to it Calculate and form traversal spanning tree;
Step (3):The and/or tree fault diagnosis model for the suspected fault element set up in power supply interrupted district;
Step (4):Gather circuit breaker failure information, and the and/or tree that fault message substitution suspected fault element will be collected Fault diagnosis model, if the and/or tree model can be solved, can determine that as fault element, is not otherwise fault element;Repeat above-mentioned Step is until find fault element;
Step (5):Protection starter node, protection act node and breaker actuation section in and/or tree diagnostic model The position distribution situation of point, compares with the and/or tree model of correct operation, divides being evaluated after fault diagnosis result carry out accident Analysis, it is determined that the malfunction and misaction situation of protection, and the warning message lost.
Step (1) breaker is protected by isolated fault element to power network, and the protection situation includes:Protection Action and circuit breaker trip;According to the distance of breaker and fault element, protection is divided into:Main protection, nearly back-up protection and it is remote after Standby protection.
The process of formation traversal spanning tree is in the step (2):
Step (2.1):Traversal starting point is set as suspected fault element, the condition that search branch stops is to search power supply Or load node;
Step (2.2):The summit and side that step (2.1) is traversed through, are reconfigured according to order from top to bottom, Form the tree structure using suspected fault element as root node;
Step (2.3):In power network topology, in addition to suspected fault element, the generation cause and effect only retained with fault element is closed The breaker of system, simplifies the tree structure that step (2.2) is formed;
Step (2.4):Suspected fault element, and the breaker equal position nearest with suspected fault element distances are constant, institute State the root node that the nearest breaker of suspected fault element distances is respectively left subtree and right subtree;
Step (2.5):Remaining breaker in the tree structure of step (2.3) abbreviation that moves forward, using it as its institute In subordinate's subtree of left subtree or the root node of right subtree, final traversal spanning tree is formed.
The generation method of the and/or tree diagnostic model of suspected fault element is in the step (3):
With parallel protection-breaker binary and tree and back-up protection-breaker fail protection or tree-model replace The breaker node in traversal spanning tree in step (2), obtains the and/or tree fault diagnosis model of suspected fault element.
Protection-breaker binary and the generating process of tree in the step (3) are:
According to protection with breaker in configuration exist action before and after logical relation, by the protection act in power network and guarantor Shield start information as the root node of left subtree subordinate's subtree, and protection act information with protection start information be with logic Relation;Protection association breaker as the root node of right subtree subordinate's subtree, be also between protection association breaker with Logical relation.
The generating process of back-up protection-breaker fail protection or tree in the step (3) is:
When occur protecting in power network or breaker tripping situation, back-up protection or breaker fail protection can tripping it is remote Hold circuit breaker trip fault current, now back-up protection-breaker binary and tree and breaker fail protection-breaker binary with Tree is combined into one or tree, obtain back-up protection-breaker fail protection or tree.
Circuit breaker failure in the step (4), including:Protection and breaker correct operation;Breaker fail protection is not Put into operation;Breaker fail protection puts into operation;And relay fail.
Circuit breaker failure information in the step (4), including:Trip information, protection startup information and protection act letter Breath.
Beneficial effects of the present invention are:
(1) present invention adds power network topology element on the basis of conventional diagnostic model and protection starts information, shape Into the and/or tree diagnostic model to electric network fault element;
(2) diagnostic model of the invention starts information, protection act information and breaker comprising power network topology, protection and jumped Lock information, relative to conventional diagnostic model, comprising data volume more enrich, have good information redundancy function;
(3) and/or tree model of the invention is based on power network topology and has interpretation to result, therefore the model has more Good versatility, analysis result can aid in operations staff to set up timely and effectively electric network fault correcting strategy, improve the confession of power network Electric reliability.
Brief description of the drawings
Fig. 1 is the power network exemplary plot used in the present invention;
Fig. 2 (a) generates tree-model for the circuit L1 of the power network exemplary plot used in present invention traversal;
Fig. 2 (b) models after beta pruning is handled for traversal spanning tree of the invention;
Fig. 2 (c) only retains the traversal generation tree-model after breaker node simplifies for the present invention in addition to suspected fault element;
Fig. 2 (d) is final traversal spanning tree of the invention;
Fig. 3 (a) is protection-breaker binary and tree;
Fig. 3 (b) for back-up protection-breaker fail protection or tree-model;
Fig. 4 is the and/or tree diagnostic model for the formation of suspected fault element;
Fig. 5 (a) is the solution of and/or tree diagnostic model in the case of protection and breaker correct operation;
Fig. 5 (b) is the solution of and/or tree diagnostic model in the case of breaker fail protection does not put into operation;
Fig. 5 (c) is the solution of and/or tree diagnostic model in the case of breaker fail protection puts into operation;
Fig. 5 (d) is the solution of and/or tree diagnostic model in the case of relay fail.
Embodiment
The present invention is further described with reference to the accompanying drawings and examples.
The operation principle of the present invention:
Power network topology is analyzed by circuit breaker trip information first, power supply interrupted district delimited;Due to fault element one Surely can be in power supply interrupted district, therefore the element in power supply interrupted district can be considered as suspected fault element;Then, to each suspicious event Barrier element sets up and/or tree diagnostic model, and the circuit breaker trip information being collected into, protection are started into information and protection act letter Breath is updated to the model, if the model can be solved, for fault element.
In Fig. 1, circuit L1 both sides configure two main protections P1, P2.If circuit L1 breaks down, fault current trigger protection P1, P2, and then breaker CB1 and CB2 is tripped.
It is to obtain the step of circuit L1 travels through spanning tree to be shown in Fig. 2:
1) due to fault current direction be from power supply to fault element, therefore the present invention will traversal starting point be set as it is suspicious Fault element, the condition that search branch stops is to search power supply or load node.
2) by the summit traversed through and side, reconfigured according to order from top to bottom, the tree structure of formation, this Invention is defined as traveling through spanning tree.Define accordingly, in Fig. 1 shown in L1 traversal spanning tree such as Fig. 2 (a).If remote back-up protection Setting range is N bar circuits, then when the element failure in power network, and traveling through each branch of spanning tree along it searches for downwards, N bar lines The branch that route protection within road can send outside startup information, N bar circuits can do beta pruning processing.Time shown in Fig. 2 (a) Spanning tree is gone through after beta pruning is handled as shown in Fig. 2 (b).
3) for fault element, it is association breaker to occur therewith in power network topology causal, therefore will can be cut Traversal spanning tree after branch makees further simplified, and breaker node is only retained in addition to suspected fault element.Fig. 2 (b) is made into one Traversal spanning tree such as Fig. 2 (c) after step simplifies is shown.
4) action logic further protected after analysis circuit failure, if the L1 in Fig. 2 (c) breaks down, the master at two ends Protection or nearly standby tripping first breaker CB1, the CB2 nearest from it.Assuming that have protection or the non-tripping CB2 of breaker tripping, Then breaker fail protection tripping CB3 or remote back-up protection tripping CB4 disengagement failure electric currents.Pass through above-mentioned analysis, breaker The corresponding CB3 of the failure protection and corresponding CB4 of remote back-up protection is coordination for CB2, therefore the present invention will The far corresponding breaker reach of back-up protection, breaker corresponding with breaker fail protection is corresponding breaking collectively as main protection The branch of device, forms shown in final traversal spanning tree such as Fig. 2 (d).
Fig. 3 is protection-breaker binary and tree and the binary or tree-model of back-up protection-breaker fail protection.Protection Isolation to fault element can regard two subproblems as:1) protection act 2) circuit breaker trip.Both need to cooperate, ability Disengagement failure electric current, fault element is isolated from power network, and this process is a kind of exploded relationship.In addition, though protection is with breaking There is the logical relation before and after action in road device, lost it is contemplated that breaker has tripping, jump or tripping operation information in configuration The situation of mistake, both have no the causality of determination in theory, therefore corresponding to traversal spanning tree, it is of the invention by breaker section Point is replaced with parallel protection-breaker binary with tree, is formed to suspected fault element and tree inference pattern such as Fig. 3 (a) institutes Show.
If there is the situation of protection or breaker tripping, back-up protection or breaker fail protection meeting tripping distal end are disconnected Road device disengagement failure electric current.Because back-up protection or breaker fail protection meet one, therefore the process can be used as one Equivalence transformation is planted, one or tree, i.e., back-up protection-breaker fail protection binary or tree-model shown in Fig. 3 (b) is corresponded to.
Fig. 4 is that the generation method of suspected fault element L1 and/or tree diagnostic model is:
By back-up protection-breaker fail protection shown in the protection in Fig. 3 (a)-breaker binary and tree and Fig. 3 (b) Binary or tree-model substitute into the traversal spanning tree of Fig. 2 (d) generations, obtain the and/or tree fault diagnosis model of suspected fault element.
Fig. 5 be will be all kinds of in the case of warning message substitute into fault diagnosis model after, the solution situation of model.
1) protection and breaker correct operation
L1 two ends main protection correct operation, the warning message of generation starts information R for some protections such as main protection, nearly standby And outlet information PL1m;Association circuit breaker trip simultaneously produces tripping operation information CB1, CB2.Section can be solved by the way that warning message is brought into Point, shown in obtained Xie Shu such as Fig. 5 (a).L1 and/or tree diagnostic model, which can finally be obtained, to be solved, and L1 is fault element.
2) breaker tripping
L1 two ends main protection correct operation, produces some protections such as main protection, nearly standby and starts information R and outlet information PL1m, association breaker CB2 trips and produce trip information CB2, but CB1 breaker trippings.If breaker fail protection is not thrown Enter operation, failure is cut off by remote back-up protection, the warning message of generation starts information R, protection exit information PL3- for protection B4s, PL4-B5s and circuit breaker trip information CB6, CB8.By bringing warning message into solved node, obtained Xie Shuru Shown in Fig. 5 (b).If breaker fail protection puts into operation, other breaker CB5, CB7 on the same bus of tripping, by inciting somebody to action Warning message brings solved node into, shown in obtained Xie Shu such as Fig. 5 (c).L1 and/or tree diagnostic model, which can finally be obtained, to be solved, L1 For fault element.
3) relay fail
When L1-B1 sides relay fail, the non-trippings of CB1, by remote standby PL3-B4s, PL4-B5s, tripping CB6, CB8 is cut respectively Except failure.Because the binary of back-up protection PL3-B4s, PL4-B5s formation and tree counter can release CB1 and L1-B1 sides relay fail, With reference to R, PL1m and CB2 of L1-B2 sides warning message, shown in obtained Xie Shu such as Fig. 5 (d).Can finally obtain L1 with or Tree diagnostic model can be solved, and L1 is fault element.
Although above-mentioned the embodiment of the present invention is described with reference to accompanying drawing, not to present invention protection model The limitation enclosed, one of ordinary skill in the art should be understood that on the basis of technical scheme those skilled in the art are not Need to pay various modifications or deform still within protection scope of the present invention that creative work can make.

Claims (3)

1. a kind of electric network failure diagnosis method based on and/or tree model, it is characterised in that comprise the following steps:
Step(1):Gather grid disruption road device tripping operation information formation power supply interrupted district;
Step(2):An element in selected power supply interrupted district is suspected fault element, and breadth first traversal computing shape is carried out to it Into traversal spanning tree;
Step(3):The and/or tree model for the suspected fault element set up in power supply interrupted district;
Step(4):Gather circuit breaker failure information, and the and/or tree mould that fault message substitution suspected fault element will be collected Type, if the and/or tree model can be solved, can determine that as fault element, is not otherwise fault element;Repeat the above steps until looking for To fault element;
Step(5):The position of protection starter node, protection act node and breaker actuation node in and/or tree model Distribution situation, compares with the and/or tree model of correct operation, to evaluation analysis after fault diagnosis result carry out accident, it is determined that protecting The malfunction and misaction situation of shield, and the warning message lost;
The step(2)It is middle formed traversal spanning tree process be:
Step(2.1):Traversal starting point is set as suspected fault element, the condition that search branch stops is to search power supply or negative Carry node;
Step(2.2):By step(2.1)The summit and side traversed through, is reconfigured according to order from top to bottom, is formed Using suspected fault element as the tree structure of root node;
Step(2.3):In power network topology, in addition to suspected fault element, only retain and occur causality with suspected fault element Breaker, simplify step(2.2)The tree structure of formation;
Step(2.4):Suspected fault element, and the breaker equal position nearest with suspected fault element distances are constant, it is described can Doubt the root node that the closest breaker of fault element is respectively left subtree and right subtree;
Step(2.5):Move forward step(2.3)Remaining breaker in the tree structure of abbreviation, it is left using it as its place Subordinate's subtree of the root node of subtree or right subtree, forms final traversal spanning tree;
The step(3)The generation method of the and/or tree model of middle suspected fault element is:
With parallel protection-breaker binary and tree and back-up protection-breaker fail protection or tree-model replace step (2)In traversal spanning tree in breaker node, obtain the and/or tree model of suspected fault element;
The step(3)In protection-breaker binary and tree generating process be:
According to protection with breaker in configuration exist action before and after logical relation, the protection act in power network and protection are opened Dynamic information as the root node of left subtree subordinate's subtree, and protection act information and protection start information be with logic close System;Protection association breaker as the root node of right subtree subordinate's subtree, be also between protection association breaker and Logical relation;
The step(3)In the generating process of back-up protection-breaker fail protection or tree be:
When occur protecting in power network or breaker tripping situation, back-up protection or breaker fail protection can tripping distal end it is disconnected Road device disengagement failure electric current, now two protection-breaker binary be combined into one or tree with tree, obtain back-up protection-open circuit Device failure protection or tree.
2. a kind of electric network failure diagnosis method based on and/or tree model as claimed in claim 1, it is characterised in that the step Suddenly(1)Breaker is protected by isolated fault element to power network, and the protection situation includes:Protection act and breaker are jumped Lock;According to the distance of breaker and fault element, protection is divided into:Main protection, nearly back-up protection and remote back-up protection.
3. a kind of electric network failure diagnosis method based on and/or tree model as claimed in claim 1, it is characterised in that the step Suddenly(4)In circuit breaker failure information, including:Trip information, protection startup information and protection act information.
CN201510048392.3A 2015-01-30 2015-01-30 Electric network failure diagnosis method based on and/or tree model Expired - Fee Related CN104655985B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201510048392.3A CN104655985B (en) 2015-01-30 2015-01-30 Electric network failure diagnosis method based on and/or tree model

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201510048392.3A CN104655985B (en) 2015-01-30 2015-01-30 Electric network failure diagnosis method based on and/or tree model

Publications (2)

Publication Number Publication Date
CN104655985A CN104655985A (en) 2015-05-27
CN104655985B true CN104655985B (en) 2017-08-25

Family

ID=53247348

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201510048392.3A Expired - Fee Related CN104655985B (en) 2015-01-30 2015-01-30 Electric network failure diagnosis method based on and/or tree model

Country Status (1)

Country Link
CN (1) CN104655985B (en)

Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105162095B (en) * 2015-09-25 2018-03-02 贵州电网公司信息通信分公司 A kind of power distribution network short circuits isolated area generation method
CN105260863A (en) * 2015-11-26 2016-01-20 国家电网公司 Fault single influence factor analysis method based on power cable fault information
CN106226657B (en) * 2016-09-07 2021-04-23 上海市政工程设计研究总院(集团)有限公司 Power failure area identification method for power grid fault diagnosis
CN106546875B (en) * 2016-10-13 2020-09-22 华北科技学院 Electric power line alarm method
CN106646108A (en) * 2016-10-14 2017-05-10 北京鼎科远图科技有限公司 Overhead power line alarming method
CN112580828B (en) * 2019-09-30 2023-10-24 北京天诚同创电气有限公司 Method for determining operation and maintenance time and operation and maintenance task allocation system
CN111157842B (en) * 2019-12-31 2022-08-30 浙江华云信息科技有限公司 Power distribution line distribution transformer power failure fault studying and judging method based on power grid topology
CN112488337B (en) * 2020-12-11 2023-07-25 广东电力通信科技有限公司 Intelligent auxiliary overhaul flow analysis method and system

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20030035014A (en) * 2001-10-29 2003-05-09 한국전력공사 A fault section detection equipment and method considering both fault indicator and fault currents
CN102156240B (en) * 2011-05-13 2013-03-27 西南交通大学 Regional electric network failure diagnosis method based on five-layer and three-region cause and effect rule network
CN103020713A (en) * 2012-11-19 2013-04-03 山东大学 Intelligent substation fault diagnosis method combining topology and relay protection logic
CN103308824B (en) * 2013-05-31 2015-06-03 东北大学 Power system fault diagnostic method based on probability Petri net

Also Published As

Publication number Publication date
CN104655985A (en) 2015-05-27

Similar Documents

Publication Publication Date Title
CN104655985B (en) Electric network failure diagnosis method based on and/or tree model
Cardoso et al. Application of neural-network modules to electric power system fault section estimation
CN101741072B (en) Method for fault component-based wide area backup protection
CN103308824B (en) Power system fault diagnostic method based on probability Petri net
CN107872058A (en) Distribution network integrated protection method fusing self-healing of line
CN107433883B (en) Railway traction power supply arm integrated monitoring system
US11611210B2 (en) Tie switch restoration
EP2720332B1 (en) Online protection coordination for distribution management system
CN103872660B (en) Network type protection method based on closed-loop mode operation of power network
CN103872662B (en) Network type protection method for hybrid networking based on closed-loop model operation
CN102156240B (en) Regional electric network failure diagnosis method based on five-layer and three-region cause and effect rule network
CN103743963A (en) Electric power system fault diagnosis method based on electrical quantity and state quantity
Guo et al. An analytic model-based approach for power system alarm processing employing temporal constraint network
CN106463951A (en) Load restoration in a high or medium voltage substation
EP2985920A1 (en) Real time, automatic diagnostic system and method for electric networks
Maiola et al. A multi-agent system for protection coordination of radial systems in the presence of distributed generation
Yang et al. Smart Grid automation: Distributed protection application with IEC61850/IEC61499
WO2009127817A1 (en) Self organising unit protection
CN108616114B (en) A kind of power distribution network distributed layer protection system and method for the group containing microgrid
CN104459467B (en) A kind of electric network failure diagnosis method based on networking relay protection model
CN105977937B (en) The power distribution network area protection system and method for a kind of logic-based amount information
CN111523252A (en) Vulnerable stream transmission capturing method fusing fault transfer factors
CN103558510A (en) Power system fault diagnosis method allowing warning information uncertainty to be considered
Li et al. Fault diagnosis of 3/2 connection
CN103441475B (en) A kind of wide-area differential protection system and method thereof

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20170825

Termination date: 20180130