Nothing Special   »   [go: up one dir, main page]

CN113067308B - Residual current circuit breaker transient fault criterion based on harmonic characteristics - Google Patents

Residual current circuit breaker transient fault criterion based on harmonic characteristics Download PDF

Info

Publication number
CN113067308B
CN113067308B CN202110111403.3A CN202110111403A CN113067308B CN 113067308 B CN113067308 B CN 113067308B CN 202110111403 A CN202110111403 A CN 202110111403A CN 113067308 B CN113067308 B CN 113067308B
Authority
CN
China
Prior art keywords
electric shock
epsilon
change rate
harmonic
minimum value
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.)
Active
Application number
CN202110111403.3A
Other languages
Chinese (zh)
Other versions
CN113067308A (en
Inventor
潘永长
叶巨伟
肖国磊
贺立
凌军
宋艳
吴彬锋
任丽委
金炜东
姚文浩
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.)
Distribution Network Construction Branch Of Lishui Power Industry Group Co ltd
Lishui Power Supply Co of State Grid Zhejiang Electric Power Co Ltd
Original Assignee
Distribution Network Construction Branch Of Lishui Power Industry Group Co ltd
Lishui Power Supply Co of State Grid Zhejiang Electric Power Co Ltd
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 Distribution Network Construction Branch Of Lishui Power Industry Group Co ltd, Lishui Power Supply Co of State Grid Zhejiang Electric Power Co Ltd filed Critical Distribution Network Construction Branch Of Lishui Power Industry Group Co ltd
Priority to CN202110111403.3A priority Critical patent/CN113067308B/en
Publication of CN113067308A publication Critical patent/CN113067308A/en
Application granted granted Critical
Publication of CN113067308B publication Critical patent/CN113067308B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02HEMERGENCY PROTECTIVE CIRCUIT ARRANGEMENTS
    • H02H1/00Details of emergency protective circuit arrangements
    • H02H1/0092Details of emergency protective circuit arrangements concerning the data processing means, e.g. expert systems, neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10Complex mathematical operations
    • G06F17/14Fourier, Walsh or analogous domain transformations, e.g. Laplace, Hilbert, Karhunen-Loeve, transforms
    • G06F17/141Discrete Fourier transforms
    • G06F17/142Fast Fourier transforms, e.g. using a Cooley-Tukey type algorithm
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02HEMERGENCY PROTECTIVE CIRCUIT ARRANGEMENTS
    • H02H3/00Emergency protective circuit arrangements for automatic disconnection directly responsive to an undesired change from normal electric working condition with or without subsequent reconnection ; integrated protection
    • H02H3/26Emergency protective circuit arrangements for automatic disconnection directly responsive to an undesired change from normal electric working condition with or without subsequent reconnection ; integrated protection responsive to difference between voltages or between currents; responsive to phase angle between voltages or between currents
    • H02H3/32Emergency protective circuit arrangements for automatic disconnection directly responsive to an undesired change from normal electric working condition with or without subsequent reconnection ; integrated protection responsive to difference between voltages or between currents; responsive to phase angle between voltages or between currents involving comparison of the voltage or current values at corresponding points in different conductors of a single system, e.g. of currents in go and return conductors

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computational Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Discrete Mathematics (AREA)
  • Computer Hardware Design (AREA)
  • Algebra (AREA)
  • Geometry (AREA)
  • Artificial Intelligence (AREA)
  • Testing Of Short-Circuits, Discontinuities, Leakage, Or Incorrect Line Connections (AREA)

Abstract

The invention discloses a residual current circuit breaker transient fault criterion based on harmonic characteristics, which comprises the following steps: the method comprises the following steps: s1, obtaining an electric shock waveform through a living experiment and Simulink simulation, and finding out harmonic characteristics during electric shock through FFT spectrum; s2, calculating a specific numerical value of the harmonic change rate at the time of electric shock according to the data writing algorithm obtained in the steps S1 to S2. S3, further analyzing the electric shock time, establishing a time-harmonic frequency-amplitude three-dimensional graph, analyzing the three-dimensional graph, and verifying the rationality of the data. The invention is based on the range of the minimum value of the even harmonic change rate as a criterion, and the minimum value range finally obtained through experiments and simulations is used as a core basis for the implementation of the criterion. As a novel criterion, the criterion is judged aiming at abnormal waveforms, and misoperation conditions caused by large leakage current of a platform area are reduced.

Description

Residual current circuit breaker transient fault criterion based on harmonic characteristics
Technical Field
The invention relates to the field of power low-voltage line distribution, in particular to a residual current circuit breaker transient fault criterion based on harmonic characteristics.
Background
With the continuous improvement of the social electrification degree, human body electric shock accidents caused by the damage of a power grid line, electric leakage of electrical equipment and the like occur frequently. There are many causes of human body electric shock accidents, such as aging of electrical equipment, damage of electrical circuits, etc. Most electric shock accidents occur in low-voltage power grids, and the number of deaths caused by electric shock accidents in rural areas is much higher than that in cities. Currently, the residual current circuit breakers used in China include the following types: (1) Current-operated residual Current Circuit breaker: currently, such protection devices are still used in large numbers in low voltage power networks. Long-term operation shows that when the voltage of the power grid fluctuates or residual current exists in a circuit, the action performance of the device is not stable enough, and misoperation or refusal operation easily occur. (2) a current pulse operation type residual current protection device: when the abrupt current reaches a certain value, the misoperation of the residual current protection device is likely to be caused, the measurement and control links of the device are more, the cost is high, and the device is not popularized in a large scale. (3) a current phase-discrimination amplitude discrimination type residual current circuit breaker: the protection dead zone exists, the protection device is large in size, the household miniature circuit breaker is difficult to manufacture, the household miniature circuit breaker is generally used as a leakage relay, the structure is monotonous, the electronic circuit is complex, and the cost is highest. (4) a current separation type residual current circuit breaker: because the human body impedance is a time-varying network in two to three periods at the time of electric shock of the human body, the impedance value is changed from large to small, and then the time-varying network is changed into a time-varying network, so that the electric shock current can be stripped from the total leakage current by utilizing the non-sine property of the electric shock initiation. However, such devices are mainly due to the high requirements of the immature hardware of the algorithm, and are currently in the research and development stage. In general, a common defect of the residual current circuit breakers on the market is that it is difficult to distinguish leakage current from electric shock current, which is also the root cause of malfunction of the residual current circuit breakers.
Disclosure of Invention
The invention aims to solve the problems that a residual current circuit breaker is easy to malfunction and difficult to distinguish electric leakage and electric shock in the prior art, and provides a transient fault criterion of the residual current circuit breaker based on harmonic characteristics
The technical scheme adopted by the invention is as follows: the residual current circuit breaker transient fault criterion based on the harmonic characteristic specifically comprises the following steps:
s1, obtaining an electric shock waveform through a living experiment and Simulink simulation, and finding out harmonic characteristics during electric shock through FFT spectrum;
s2, calculating a specific numerical value of the harmonic change rate at the time of electric shock according to the data writing algorithm obtained in the steps S1 to S2.
S3, further analyzing the electric shock time, establishing a time-harmonic frequency-amplitude three-dimensional graph, analyzing the three-dimensional graph, and verifying the rationality of the data.
Preferably, the step S1 specifically includes the following steps:
S11, according to the conditions of different areas, determining the distribution characteristics of the residual currents of the areas;
S12, building a human body electric shock simulation model in an MATLAB/Simulink environment, and analyzing electric shock waveforms to obtain a range of minimum even harmonic change rate during simulation;
S13, building a wall leakage model, and obtaining an even harmonic change rate threshold value during simulation through wall leakage simulation; because the rural wall body resistance values are different, the minimum value of the approximate wall body resistance values is taken to simulate in consideration of the point, and the minimum value range of the even harmonic change rate of the rural wall body resistance values is reduced along with the increase of the wall body resistance values. If yes, obtaining an even harmonic change rate threshold value at the moment through wall leakage simulation;
S14, referring to the data, obtaining a graph of the increase of the plant body resistance along with the increase of the water content, taking the plant body resistance value at the moment of lowest water content, obtaining an electric shock waveform of the biota orientalis at the moment through simulation, and analyzing the harmonic amplitude change condition at the electric shock moment to obtain the minimum range of the even harmonic change rate at the moment;
s15, building a living body electric shock experiment platform and carrying out experimental analysis to obtain a living body electric shock threshold;
S16, comparing the electric shock threshold value obtained when the human body is simulated to be electric shocked in the S12-S14 with the living body electric shock threshold value in the S15, and verifying the rationality of the threshold value;
S17, performing a plurality of groups of living body electric shock experiments to obtain electric shock data.
Preferably, the specific method for extracting the harmonic features in the step S1 is as follows: the scapula electrocuting current is subjected to FFT conversion, and spectrum characteristics after electrocuting are observed:
the harmonic amplitude is calculated by the following formula:
wherein: i (t) represents an electric shock current, n= (1, 2,3 …, 10), a n、bn is a fourier coefficient, and the calculation method is as follows:
Preferably, the characteristics of the criteria can be expressed in the frequency domain, the characteristics can be extracted in the time domain, and the electric shock waveform time-varying function with S transformation as a base is established:
Y m(t)=|Sq(t,fm) | where g (τ, f) is a gaussian window function, τ is time, σ is gaussian function variance, f is the position of the control window on the time axis, S (τ, f) is a time spectrum matrix obtained by transformation, Y m (t) is a harmonic amplitude time-varying function, t is sampling time, m is the number of harmonics, m=2, 4 ….
Preferably, the same conclusion can be finally obtained whether the time domain analysis or the frequency domain analysis, namely the range of the even harmonic change rate minimum value is approximately the same, and when an electric shock occurs, if the electric shock current waveform is subjected to FFT conversion or S conversion to obtain that the even harmonic change rate minimum value meets the threshold range and the current at the moment exceeds the current setting value of the residual current breaker, the occurrence of the electric shock fault can be judged.
Preferably, the criterion requires determining a range of even harmonic variation rate minima, the even harmonic variation minima in the frequency domain
Where F ij is the i-th period j-th harmonic amplitude, i=1, 2,3 … n, j=2, 4 … 10
The expression in the time domain is:
where τ is the difference in the consecutive time periods.
Preferably, whether an electric shock fault occurs is judged through abnormal current fluctuation, and in a station area with larger leakage current, the situation of reducing misoperation of the residual current circuit breaker can be finally realized by distinguishing the minimum value range of wall body leakage and human body electric shock even harmonic change rate.
The invention has the beneficial effects that: the invention is based on the range of the minimum value of the even harmonic change rate as a criterion, and the minimum value range finally obtained through experiments and simulations is used as a core basis for the implementation of the criterion. As a novel criterion, the criterion is judged aiming at abnormal waveforms, and misoperation conditions caused by large leakage current of a platform area are reduced.
Drawings
Fig. 1 is a waveform diagram of electric shock simulation of an electric burning human body.
Fig. 2 is a waveform diagram of electric shock of an electric burning human body after a criterion is added.
Fig. 3 is a waveform diagram of wall leakage simulation.
FIG. 4 is a waveform diagram of simulation of electric shock of Platycladus orientalis.
Fig. 5 is a fin-fin electric shock FFT spectrum.
Fig. 6 is a pin-to-pin electrical shock FFT spectrum.
Fig. 7 is a leg-to-leg shock FFT spectrum.
Fig. 8 is a three-dimensional diagram of the fin-fin electric shock S transformation.
Fig. 9 is a three-dimensional diagram of a foot-to-foot shock S-transformation.
Fig. 10 is a three-dimensional diagram of a leg-to-leg shock S-transformation.
Detailed Description
The invention is further described below with reference to the accompanying drawings. It will be apparent that the described embodiments are only some, but not all, embodiments of the invention. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
The specific technical scheme of the invention is that an electric ignition human body electric shock model is built in an MATLAB/Simulink environment, a human body electric shock simulation model of medical electrical equipment is used for sensing and reacting the human body electric shock model, 5 human body electric shock simulation models such as a current human body electric shock model, a UL1536 standard human body electric shock model and the like are eliminated, the minimum value range of the even harmonic wave change rate is epsilon 12, and when the minimum value of the even harmonic wave change rate meets the range, the human body electric shock can be judged. The electric shock simulation waveform of the electric firing human body is shown in fig. 1, and the result after the criterion is applied in the residual current circuit breaker is shown in fig. 2.
Because the rural wall body resistance is different, the minimum value of the approximate wall body resistance is taken to simulate, and the minimum value range of the even harmonic change rate of the wall body resistance is reduced along with the increase of the wall body resistance. As shown in FIG. 3, which is a wall leakage simulation waveform diagram, the minimum value range of the even harmonic change rate of the wall leakage is calculated to be (0, epsilon 3), and the leakage condition can be judged when the minimum value of the even harmonic change rate meets the range. Wherein ε 3 is slightly less than ε 1.
Referring to the data, a graph of the increase of plant resistance with the increase of water content is obtained, the plant resistance at the time of lowest water content is taken, an electric shock waveform diagram of the biota orientalis is obtained through simulation, as shown in fig. 4, and the biota orientalis electric shock can be judged by calculating the fact that the change rate of the even harmonic is (0, epsilon 4) and when the minimum value of the change rate of the even harmonic meets the range. Wherein epsilon 4 is far smaller than epsilon 1, and the fact that the judgment of human body electric shock cannot be influenced because the minimum value of the even harmonic change rate of the biota orientalis is too small is also seen. And the peak value of the minimum value range of the wall leakage even harmonic wave change rate is relatively close to the valley value of the minimum value range of the human body electric shock even harmonic wave change rate. Through analysis, if the wall body resistance is larger (more than 800 ohms), the leakage of the wall body and the electric shock of a human body can be distinguished.
And constructing a living body electric shock experiment platform and carrying out experimental analysis, and carrying out electric shock experiments on three parts of the living body to obtain electric shock FFT spectrums of all parts of the living body shown in fig. 5, 6 and 7, wherein 0.2-0.9s is the period before, during and after electric shock. The minimum range of even harmonic change rate is calculated to be (epsilon 56), wherein epsilon 5 is slightly smaller than epsilon 1 and slightly larger than epsilon 3, and epsilon 6 is slightly larger than epsilon 2. Because of randomness of experimental environment, simulation is carried out under ideal conditions, and the minimum range of the even harmonic change rate obtained by simulation is not greatly different from the range obtained by experiments. The minimum range of even harmonic variation rates is ultimately chosen to be (epsilon 56). When the even harmonic change rate (ε 56) is satisfied, it can be determined that the living body is electrically shocked. And the range of (0, ∈ 3) is the wall leakage. At (0, ε 4) is the biota orientalis electric shock.
Further analyzing the electric shock time, establishing a time-harmonic frequency-amplitude three-dimensional graph, analyzing and calculating, wherein the three-dimensional graph corresponds to three parts of electric shock in the figure 5, the figure 6 and the figure 7 under S transformation as shown in the figure 8, the figure 9 and the figure 10 respectively. And under the S transformation, the minimum value range of the even harmonic change rate is (epsilon 5566). Wherein δ 56 are all percentile decimal. This illustrates that the conclusion drawn by the two different methods is approximately the same. The obtained data are reasonable.
The residual current circuit breaker transient fault criterion based on the harmonic characteristic is suitable for a low-voltage transformer area. And forming double criteria with the action current setting value of the residual current circuit breaker. The logic expression is that when the current waveform meets the minimum value range of the even harmonic change rate through harmonic calculation and the current exceeds the setting value of the residual current, the logic expression of the residual current breaker given by the internal system of the breaker is 0+0=0, which means that an electric shock fault occurs in the circuit and the circuit is disconnected. The current waveform does not meet the minimum value range of the even harmonic change rate through harmonic calculation, however, the current still exceeds the setting value, and the system gives the logic expression of the residual current breaker as 1+0=1. Under such a condition, misoperation of the residual current circuit breaker is avoided, and meanwhile, the operation and maintenance cost is reduced.

Claims (7)

1. The residual current circuit breaker transient fault criterion method based on the harmonic characteristics is characterized by comprising the following steps of:
s1, obtaining an electric shock waveform through a living experiment and Simulink simulation, and finding out harmonic characteristics during electric shock through FFT spectrum;
s2, writing an algorithm according to the data obtained in the S1, and calculating a specific numerical value of the harmonic change rate at the time of electric shock;
S3, further analyzing the electric shock time, establishing a time-harmonic frequency-amplitude three-dimensional graph, analyzing the three-dimensional graph, and verifying the rationality of the data;
step S1 comprises the steps of:
S11, according to the conditions of different areas, determining the distribution characteristics of the residual currents of the areas;
S12, building a human body electric shock simulation model in an MATLAB/Simulink environment, and analyzing electric shock waveforms to obtain a range of minimum even harmonic change rate during simulation;
s13, building a wall leakage model, and obtaining an even harmonic change rate threshold value during simulation through wall leakage simulation;
s14, obtaining an electric shock waveform of the biota orientalis through simulation, and analyzing the harmonic amplitude change condition at the electric shock moment to obtain the minimum value range of the even harmonic change rate at the moment;
The minimum value range of the even harmonic change rate is (epsilon 12); the minimum value range of the even harmonic change rate of the wall body leakage is (0, epsilon 3),ε3 is slightly less than epsilon 1), the even harmonic change rate of the biota orientalis electric shock is (0, epsilon 4),ε4 is far less than epsilon 1, the minimum value range of the harmonic change rate of the living body electric shock threshold is (epsilon 56), epsilon 5 is slightly smaller than epsilon 1 and slightly larger than epsilon 3, epsilon 6 is slightly larger than epsilon 2, the minimum value range of the even harmonic change rate is (epsilon 56), when the even harmonic change rate is (epsilon 56), the living body electric shock can be judged, the electric shock threshold obtained by simulating the human body electric shock is compared with the living body electric shock threshold, the rationality of the threshold is verified, and the minimum value range of the even harmonic change rate is (epsilon 5566).
2. The method for transient fault criteria of a residual current circuit breaker based on harmonic characteristics according to claim 1, wherein said step S1 further comprises the steps of:
S12, determining that the human body is electrocuted when the minimum value of the even harmonic change rate meets the range, wherein the minimum value of the even harmonic change rate is (epsilon 12);
S13, determining the leakage condition when the minimum value of the even harmonic change rate of the wall leakage is in the range of (0, epsilon 3) and the minimum value of the even harmonic change rate meets the range, wherein epsilon 3 is slightly smaller than epsilon 1;
S14, referring to data to obtain a graph of the increase of plant resistance along with the increase of water content, obtaining an electric shock waveform of the biota orientalis at the moment by simulation, analyzing the change condition of harmonic amplitude at the electric shock moment to obtain the minimum range of even harmonic change rate at the moment, wherein the even harmonic change rate of the biota orientalis is (0, epsilon 4), and judging that the biota orientalis is electric shock when the minimum value of the even harmonic change rate meets the range, wherein epsilon 4 is far smaller than epsilon 1;
S15, building a living body electric shock experiment platform and carrying out experimental analysis to obtain a living body electric shock threshold, wherein the minimum value range of harmonic wave change rate is epsilon 56, epsilon 5 is slightly smaller than epsilon 1 and slightly larger than epsilon 3, epsilon 6 is slightly larger than epsilon 2, the minimum value range of even harmonic wave change rate is epsilon 56, and when the minimum value range of even harmonic wave change rate is epsilon 56, the living body electric shock can be judged;
s16, comparing an electric shock threshold value obtained by simulating human electric shock with the live electric shock threshold value in S15, and verifying the rationality of the threshold value, wherein the minimum value range of even harmonic change rate is epsilon 5566, and delta 56 is a percentile decimal;
S17, performing a plurality of groups of living body electric shock experiments to obtain electric shock data.
3. The method for transient fault criteria of a residual current circuit breaker based on harmonic characteristics according to claim 1, wherein the specific method for extracting the harmonic characteristics in step S1 is as follows: FFT conversion is carried out on the electric shock current, and spectrum characteristics after electric shock are observed:
the harmonic amplitude is calculated by the following formula:
wherein: i (t) represents an electric shock current, n= (1, 2,3 …, 10), a n、bn is a fourier coefficient, and the calculation method is as follows:
4. The residual current circuit breaker transient fault criterion method based on harmonic characteristics according to claim 1 is characterized in that the characteristics of the criterion are expressed in a frequency domain, the characteristics are extracted in a time domain, and an electric shock waveform time-varying function based on S transformation is established:
Ym(t)=|Sq(t,fm)|
Where g (τ, f) is a gaussian window function, τ is time, σ is a gaussian function variance, f is a position of a control window on a time axis, S (τ, f) is a time spectrum matrix obtained by transformation, Y m (t) is a harmonic amplitude time-varying function, t is a sampling time, m is a harmonic order, and m=2, 4 ….
5. The method for judging the transient fault of the residual current circuit breaker based on the harmonic characteristics according to claim 1 is characterized in that the same conclusion can be finally obtained whether time domain analysis or frequency domain analysis is carried out, namely the range of the minimum value of the even harmonic change rate is approximately the same, and when an electric shock occurs, if the minimum value of the even harmonic change rate obtained by FFT conversion or S conversion of an electric shock current waveform meets the threshold range and the current at the moment exceeds the current setting value of the residual current circuit breaker, the electric shock fault can be judged.
6. The method for determining the transient fault criteria of the residual current circuit breaker based on the harmonic characteristics according to claim 1, wherein the criteria is to determine the minimum range of the even harmonic change rate, and the minimum of the even harmonic change in the frequency domain
Where F ij is the i-th period j-th harmonic amplitude, i=1, 2,3 … n, j=2, 4 … 10
The expression in the time domain is:
where τ is the difference in the consecutive time periods.
7. The residual current circuit breaker transient fault criterion method based on harmonic characteristics according to claim 5 or 6 is characterized in that whether an electric shock fault occurs is judged through current fluctuation abnormality, and in a station area with larger leakage current, the situation of reducing misoperation of the residual current circuit breaker is finally realized by distinguishing a minimum value range of wall leakage and human body electric shock even harmonic change rate.
CN202110111403.3A 2021-01-27 2021-01-27 Residual current circuit breaker transient fault criterion based on harmonic characteristics Active CN113067308B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202110111403.3A CN113067308B (en) 2021-01-27 2021-01-27 Residual current circuit breaker transient fault criterion based on harmonic characteristics

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202110111403.3A CN113067308B (en) 2021-01-27 2021-01-27 Residual current circuit breaker transient fault criterion based on harmonic characteristics

Publications (2)

Publication Number Publication Date
CN113067308A CN113067308A (en) 2021-07-02
CN113067308B true CN113067308B (en) 2024-10-29

Family

ID=76558656

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202110111403.3A Active CN113067308B (en) 2021-01-27 2021-01-27 Residual current circuit breaker transient fault criterion based on harmonic characteristics

Country Status (1)

Country Link
CN (1) CN113067308B (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN118707396A (en) * 2024-08-28 2024-09-27 德力西电气有限公司 Method, apparatus and computer readable storage medium for identifying leakage

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AT507102B1 (en) * 2009-02-23 2010-02-15 Moeller Gebaeudeautomation Gmb BREAKERS
CN102135560B (en) * 2011-02-23 2013-02-27 山东大学 Disturbance identification method used during intrusion of lightning waves in transformer substation
KR101352204B1 (en) * 2012-07-05 2014-01-16 성균관대학교산학협력단 Apparatus and method for classification of power quality disturbances at power grids
CN104377646B (en) * 2014-11-04 2017-03-22 国网四川省电力公司自贡供电公司 Leakage protection method based on life body electric shock feature recognition

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
基于谐波特征的活体触电判据研究;潘永长等;浙江电力;第56-60页 *

Also Published As

Publication number Publication date
CN113067308A (en) 2021-07-02

Similar Documents

Publication Publication Date Title
Qu et al. Series arc fault detection of indoor power distribution system based on LVQ-NN and PSO-SVM
Liang et al. Typical fault cause recognition of single-phase-to-ground fault for overhead lines in nonsolidly earthed distribution networks
CN112287523B (en) Method and device for detecting overvoltage of circuit breaker under multiple lightning strokes
CN103576048B (en) A kind of possible breakdown sets of lines extracting method for voltage dip source electricity
CN112147462A (en) Power transmission line fault identification method based on deep learning
CN112257238B (en) Method and device for evaluating insulation damage risk of circuit breaker under multiple thunder
CN105224797B (en) A kind of extra-high voltage large cross line counterattack trip-out rate computational methods
CN107167726B (en) Modeling method for internal breakdown arc of circuit breaker
CN111537853A (en) Intelligent detection method for partial discharge of switch cabinet based on multi-source heterogeneous data analysis
CN102135560A (en) Disturbance identification method used during intrusion of lightning waves in transformer substation
CN110543921A (en) cable early fault identification method based on waveform learning
CN115564331A (en) Power distribution network typical fault risk sensing method, power distribution network, equipment and storage medium
CN113067308B (en) Residual current circuit breaker transient fault criterion based on harmonic characteristics
CN103018633A (en) Distribution grid (DG) contained fault interval judgment method based on impedance model short circuit fault characteristics
Mehinović et al. Application of artificial intelligence methods for determination of transients in the power system
CN112924763B (en) Method for evaluating transient electric shock below high-voltage alternating-current transmission line
Shariatinasab et al. Development of an adaptive neural‐fuzzy inference system based meta‐model for estimating lightning related failures in polluted environments
CN113884805A (en) Single-phase earth fault insulation degradation identification method and system based on D-S evidence theory
Yang et al. Multi-criteria Fusion Method for Line Selection of Single-phase-to-ground Fault with Small Current based on GRU Neural Network
CN113326613B (en) Substation lightning overvoltage simulation calculation method and device based on measured data
Tao et al. Fault identification based on BP neural network and wavelet packet in power systems
CN104967117B (en) A kind of computational methods of Electrical Power Line Parameter
CN114184915B (en) Method for detecting insulation faults of closing resistor of circuit breaker for filter bank
CN114325236B (en) Power distribution network fault identification method and system based on frequency spectrum entropy and random forest
CN113742895B (en) 10kV distribution network composite cross arm lightning protection simulation method

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant