CN112255493A - Multi-criterion comprehensive voting power distribution network fault line selection method - Google Patents

Multi-criterion comprehensive voting power distribution network fault line selection method Download PDF

Info

Publication number
CN112255493A
CN112255493A CN202010929281.4A CN202010929281A CN112255493A CN 112255493 A CN112255493 A CN 112255493A CN 202010929281 A CN202010929281 A CN 202010929281A CN 112255493 A CN112255493 A CN 112255493A
Authority
CN
China
Prior art keywords
hi0m
fault
criterion
instantaneous
line selection
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
CN202010929281.4A
Other languages
Chinese (zh)
Inventor
王晓卫
梁振锋
党建
贾嵘
张惠智
王开艳
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.)
Xian University of Technology
Original Assignee
Xian University of Technology
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 Xian University of Technology filed Critical Xian University of Technology
Priority to CN202010929281.4A priority Critical patent/CN112255493A/en
Publication of CN112255493A publication Critical patent/CN112255493A/en
Pending legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/08Locating faults in cables, transmission lines, or networks
    • G01R31/081Locating faults in cables, transmission lines, or networks according to type of conductors
    • G01R31/086Locating faults in cables, transmission lines, or networks according to type of conductors in power transmission or distribution networks, i.e. with interconnected conductors
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/08Locating faults in cables, transmission lines, or networks
    • G01R31/088Aspects of digital computing
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/50Testing of electric apparatus, lines, cables or components for short-circuits, continuity, leakage current or incorrect line connections
    • G01R31/52Testing for short-circuits, leakage current or ground faults

Abstract

The invention discloses a multi-criterion comprehensive voting power distribution network fault line selection method which specifically comprises the following steps: step 1: preprocessing zero-sequence current data: step 2: performing complementary set empirical mode decomposition; and step 3: construction of fault line selection criterion 1-IMF1Component feature instantaneous phase criterion; and 4, step 4: construction of fault line selection criterion 2-IMF1Component instantaneous energy relative entropy criterion; and 5: constructing a fault line selection criterion 3-a characteristic zero-sequence current value polarity criterion; step 6: according to the three fault line selection criteria in the steps 3, 4 and 5, the three fault line selection criteria are simultaneously calculated and judged, and the minority is adopted to carry out comprehensive voting according to the majority principle; if the judgment results of the 3 route selection criteria are inconsistent, the calculation is returned again, and then the voting is carried out. The invention is not influenced by initial phase angle, grounding resistance value, compensation degree, noise intensity and the like, and the accuracy of fault line selection is higher.

Description

Multi-criterion comprehensive voting power distribution network fault line selection method
Technical Field
The invention belongs to the technical field of relay protection of a power distribution network of a power system, and particularly relates to a multi-criterion comprehensive voting power distribution network fault line selection method.
Background
Most of Chinese 6 kV-66 kV power distribution networks are in a small current grounding mode, so the power distribution network systems are also called small current grounding systems, wherein 66kV and 35kV power grids are mainly grounded in a mode that neutral points are grounded through arc suppression coils; the 6 kV-10 kV power grid is partially grounded through a neutral point ungrounded mode, and partially grounded through an arc suppression coil. The power distribution network is densely distributed in urban, rural and mountain areas, is located outdoors in the whole year, is influenced by severe environments such as wind, rain, hail, thunder and lightning and increasingly severe environmental pollution, and has high probability of failure due to unpredictable human factors, especially an overhead line. Statistical data show that faults of the power grid mostly occur in the power distribution network, and 80% of faults of the power distribution network are single-phase earth faults. After the power distribution network is subjected to single-phase permanent grounding, the problems of weak fault signals, complex working condition and the like cause difficulty in line selection, so that great research development in the field has important and profound significance.
When single-phase earth faults occur, the non-fault phase-to-ground voltage rises, if intermittent arc grounding occurs, arc overvoltage can be caused, system insulation is threatened, the system insulation is easily expanded to be an interphase short circuit, a fault circuit is found as soon as possible, and faults are eliminated as soon as possible. Even if the constant resistance is grounded, the power frequency overvoltage can also generate loss on the equipment, and the loss can destroy the insulation performance of the equipment when accumulated to a certain degree. Although China's regulations for power distribution networks stipulate that single-phase grounding can be operated for 1-2 hours with faults, most power supply departments require that the fault line be cut off as soon as possible. At present, the problem of single-phase earth fault protection of a distribution network is still a technical problem in the operation of power enterprises, and the problem is not solved satisfactorily for a long time.
The research of fault line selection is mainly the identification and judgment of a fault line when a single-phase earth fault occurs in a low-current earth distribution network, at the moment, the fault current is weak, and particularly in an arc suppression coil earthing mode, and a satisfactory result is difficult to obtain only by using a conventional method of information such as the magnitude of the current amplitude and the like. In recent years, many scholars at home and abroad begin to apply modern signal processing technology to fault line selection of a low-current grounding system, and a large number of fault line selection methods emerge, and the methods mainly adopt wavelet transformation, S transformation, mathematical morphology, Hilbert-Huang transform (HHT), Prony algorithm and the like in summary.
Although a large number of line selection methods have been proposed and applied to the field, the practical effect is not ideal, and for the reason, the existing problems are not obvious in the aspect of fault. When the small-current grounding system is grounded in a single phase, the fault steady-state current is weak, and although the amplitude of a fault transient signal is larger than that of a steady-state signal, the fault transient signal has short duration. The second is the effect of an unstable fault arc. In single phase earth faults in the field, there is no stable earth current (including injected current) signature for arc grounding, particularly intermittent arc grounding. There are also random factors. The operation modes of the Chinese power distribution network are various, and the outgoing line length and the outgoing line number of the transformer substation are frequently changed; therefore, due to the influence of the factors, the accuracy of the fault line selection of the current line selection method needs to be further improved.
Disclosure of Invention
The invention aims to provide a multi-criterion comprehensive voting power distribution network fault line selection method, which solves the problem that the accuracy of fault line selection in the conventional line selection method needs to be further improved.
The technical scheme adopted by the invention is that,
a multi-criterion comprehensive voting power distribution network fault line selection method specifically comprises the following steps:
step 1: preprocessing zero-sequence current data: the specific expression is as follows formula (9):
i0m(t)=i0m[(tf-T/2):(tf+T/2)]-i0m[(tf-3T/2):(tf-T/2)] (9),
wherein i0m(t) is zero sequence current after data preprocessing, m is a feeder line number, and t is 1,2, …, k; t is tfIs the time of failure; t is a power frequency period; i.e. i0m[(tf-T/2):(tf+T/2)]Is i0mFrom the moment of failure tfBefore T/2 to fault time TfValues between the last T/2; i.e. i0m[(tf-3T/2):(tf-T/2)]Is i0mFrom the moment of failure tfFirst 3T/2 to fault time TfValues between the first T/2;
step 2: performing complementary set empirical mode decomposition;
and step 3: construction of fault line selection criterion 1-IMF1Component feature instantaneous phase criterion;
and 4, step 4: construction of fault line selection criterion 2-IMF1Component instantaneous energy relative entropy criterion;
and 5: constructing a fault line selection criterion 3-a characteristic zero-sequence current value polarity criterion;
step 6: according to the three fault line selection criteria in the steps 3, 4 and 5, when a single-phase earth fault occurs in the power distribution network, the three fault line selection criteria are calculated and judged at the same time, the principle that minority obeys majority is adopted for comprehensive voting, and when 2 or more criteria judge that a branch feeder line has a fault, the branch feeder line is voted for the fault; when the bus is judged to have a fault by 2 or more criteria, the voting bus has a fault; if the judgment results of the 3 route selection criteria are inconsistent, the calculation is returned again, and then the voting is carried out.
The present invention is also characterized in that,
in step 2, the complementary set empirical mode decomposition specifically comprises:
step 2.1: to i0m(k) Performing CEEMDAN decomposition to obtain each eigenmode component, and recording the obtained eigenmode component as IMF, wherein the IMF component is a time-amplitude matrix IMF (i)0m) The rows of the matrix correspond to the amplitudes and the columns correspond to the sampling points, the 1 st IMF component is adopted and is recorded as IMF1To IMF1The components are subjected to Hilbert transform to obtain Hi0mThe specific expression is as follows:
Figure BDA0002669623620000041
step 2.2: to Hi0mCalculating a modulus and a phase for each element in theAngle, the formula (10) and (11) below:
die:
Figure BDA0002669623620000042
phase angle: theta [ Hi ]0m(l,k)]=arctan[ym(l,k)/xm(l,k)] (11),
Wherein, Hi0m(l,k)=xm(l,k)+jym(l, k), j is an imaginary unit; l is the number of the feeder line, and l is 1,2, …, m; k is 1,2, …, n; a (-) modulo operation; theta (-) is a phase angle calculation, and the calculated mode matrix and phase angle matrix respectively represent IMF1The instantaneous amplitude and instantaneous phase of the component, denoted as a_Hi0mAnd theta_Hi0m
Step 2.3: for IMF1Instantaneous amplitude a of the component_Hi0mThe phase angles corresponding to the instantaneous amplitude values of the top 3 are called characteristic instantaneous phase positions in a descending order, and the instantaneous amplitude values are sequentially marked as a1_Hi0m、 a2_Hi0m、a3_Hi0mThe characteristic instantaneous phase is sequentially marked as theta1_Hi0m、θ2_Hi0m、θ3_Hi0m
In step 3, a fault route selection criterion 1-IMF is established1The component characteristic instantaneous phase criterion specifically comprises the following steps:
step 3.1: using instantaneous amplitude a1_Hi0m、a2_Hi0m、a3_Hi0mCharacterizing instantaneous phase θ1_Hi0m、θ2_Hi0m、θ3_Hi0mAccuracy, a modified confidence calculation is constructed, as shown in equations (12), (13) and (14):
Figure BDA0002669623620000043
Figure BDA0002669623620000051
Figure BDA0002669623620000052
wherein λ is1_Hi0m,λ2_Hi0m,λ3_Hi0mThe larger the value, the greater the confidence;
step 3.2: in order to construct a line selection criterion 1 with quantitative characterization confidence, 3 maximum instantaneous amplitude values a of a feeder line m are measured1_Hi0m、a2_Hi0m、a3_Hi0mCorresponding 3 characteristic instantaneous phases theta1_Hi0m、θ2_Hi0m、θ3_Hi0mCorrecting to obtain corrected characteristic instantaneous phase
Figure BDA0002669623620000053
Figure BDA0002669623620000054
The specific correction formula is as follows (15), (16) and (17):
Figure BDA0002669623620000055
Figure BDA0002669623620000056
Figure BDA0002669623620000057
step 3.3: by IMF1Taking the corrected characteristic instantaneous phase corresponding to the maximum value of the instantaneous amplitude of the component and the single-phase earth fault of the feeder 1 as examples, the following formula (18) is satisfied:
Figure BDA0002669623620000058
i.e. lambda1_Hi01=λ1_Hi02=…λ1_Hi 0mBefore correction, the characteristic instantaneous phase theta1_Hi01,θ1_Hi02,θ1_Hi03,……,θ1_Hi0mSatisfies the following inequality (19):
Figure BDA0002669623620000059
and constructing a corrected fault line selection criterion of the branch feeder line 1, wherein the following inequality (20) is as follows:
Figure BDA0002669623620000061
when the inequality is satisfied, judging that the feeder line 1 has a single-phase earth fault; the line selection criterion of whether the other branch feeders have single-phase earth faults is similar to the criterion of the branch feeder 1;
step 3.4: when the bus is in fault and before correction, the characteristic instantaneous phase theta1_Hi01,θ1_Hi02,θ1_Hi03,…,θ1_Hi0mSatisfies inequality (21):
Figure BDA0002669623620000062
and constructing a corrected bus fault line selection criterion, wherein the following inequality (22) is as follows:
Figure BDA0002669623620000063
and when the inequality is satisfied, judging that the bus has single-phase earth fault.
In step 4, a fault route selection criterion 2-IMF is established1The criterion of the relative entropy of the component instantaneous energy is specifically as follows:
step 4.1: IMF for each feeder1Maximum 3 instantaneous amplitudes a of the components1_Hi0m、a2_Hi0m、 a3_Hi0mCalculating the energy values respectively according to the following formula (27):
E1_Hi0m=|a1_Hi0m|2,E2_Hi0m=|a2_Hi0m|2,E3_Hi0m=|a3_Hi0m|2 (27),
further, 3 energy sums were constructed, respectively,
Figure BDA0002669623620000071
next, the instantaneous energy ratio is calculated as follows (28):
Figure BDA0002669623620000072
step 4.2: calculating the instantaneous energy relative entropy of each feeder relative to the other feeders, as in equation (29):
Figure BDA0002669623620000073
step 4.3: calculating the comprehensive relative energy entropy value of each feeder line, wherein IMF1The comprehensive relative energy entropy corresponding to the maximum value of the instantaneous amplitude of the component is as follows:
Figure BDA0002669623620000074
the comprehensive relative energy entropy corresponding to the second largest value is:
Figure BDA0002669623620000075
the relative energy entropy corresponding to the 3 rd maximum value is:
Figure BDA0002669623620000076
step 4.4: and correcting the comprehensive relative energy entropy of each feeder line by adopting the following calculation formula, wherein the correction calculation formula of the maximum instantaneous amplitude, the second maximum value and the 3 rd maximum value is as the following formula (30):
Figure BDA0002669623620000077
step 4.5: calculating the average value of the corrected comprehensive relative energy entropy, wherein the calculation formula is as the following formula (31):
Figure BDA0002669623620000078
i.e. one for each feeder line
Figure BDA0002669623620000079
Therefore, a fault route selection criterion 2 is constructed, and specifically comprises the following steps: the largest 3 are selected
Figure BDA00026696236200000710
In the order of magnitude are
Figure BDA00026696236200000711
When it is satisfied with
Figure BDA00026696236200000712
When it is determined that the maximum value is
Figure BDA00026696236200000713
And the corresponding feeder line is a fault feeder line, otherwise, the fault feeder line is judged to be a bus fault.
In step 5, a fault line selection criterion 3-a characteristic zero sequence current value polarity criterion is constructed, which specifically comprises the following steps:
step 5.1: according to the selected 3 characteristic instantaneous amplitude values a1_Hi0m、a2_Hi0m、a3_Hi0mFinding out 3 zero-sequence current amplitude points corresponding to the respective zero-sequence currents of each feeder line, sequentially defining the amplitude points as a maximum characteristic zero-sequence current value, a second maximum characteristic zero-sequence current value and a 3 rd maximum characteristic zero-sequence current value, and respectively representing the values as follows: d1_l,d2_l,d3_l(ii) a And (3) constructing a polarity calculation formula of 3 characteristic zero sequence current values of each feeder line, wherein the formula (32) is as follows:
Figure BDA0002669623620000081
wherein, when k is 1,2, 3, d1_l,d2_l,d3_lRespectively representing zero sequence current waves of the feeder line lMaximum, next largest, 3 rd largest, rljDenotes dk_lAnd dk_jPolarity of r betweenljIs +1, represents dk_lAnd dk_jThe phases are the same; r isljIs-1, represents dk_lAnd dk_jThe phases are opposite, and therefore, a fault line selection matrix R is obtained, as shown in the following formula (33):
Figure BDA0002669623620000082
wherein, diagonal elements in the matrix R are all 1, and each non-diagonal element is a comparison result of the polarities of each two of the zero sequence current amplitudes of the feeder line characteristics;
step 5.2: constructing a fault line selection criterion 3, which specifically comprises the following steps: comparing the number of the elements of each row in the matrix R, which are '-1', to judge the fault feeder; if the number of '-1' in the l-th line is m-1, the feeder line l is judged to be a fault feeder line, and meanwhile, other feeder lines are judged to be sound feeder lines; and if each row element in the matrix R is '1', judging that the bus is a fault feeder line, and simultaneously judging that other feeder lines are sound feeder lines.
The method has the beneficial effects that the multi-criterion comprehensive voting power distribution network fault line selection method is based on complementary set empirical mode decomposition and Hilbert transformation theory, and provides a multi-criterion comprehensive voting fault line selection method based on 1 st intrinsic mode component characteristic instantaneous phase criterion, instantaneous energy relative entropy criterion and characteristic zero sequence current value polarity criterion. A large number of simulations and field experiments show that the method is not influenced by a primary phase angle, a grounding resistance value, a compensation degree, noise intensity and the like to a certain extent, and the accuracy of fault line selection is high.
Drawings
Fig. 1 is a 10kV radial distribution network simulation model in an embodiment of the multi-criterion comprehensive voting distribution network fault line selection method of the invention.
Detailed Description
The method for selecting the fault line of the multi-criterion comprehensive voting power distribution network is described in detail below with reference to the accompanying drawings and the detailed description.
As shown in fig. 1, a multi-criterion comprehensive voting power distribution network fault line selection method specifically includes the following steps:
step 1: preprocessing zero-sequence current data: the specific expression is as follows formula (9):
i0m(t)=i0m[(tf-T/2):(tf+T/2)]-i0m[(tf-3T/2):(tf-T/2)] (9),
wherein i0m(t) is zero sequence current after data preprocessing, m is a feeder line number, and t is 1,2, …, k; t is tfIs the time of failure; t is a power frequency period; i.e. i0m[(tf-T/2):(tf+T/2)]Is i0mFrom the moment of failure tfBefore T/2 to fault time TfValues between the last T/2; i.e. i0m[(tf-3T/2):(tf-T/2)]Is i0mFrom the moment of failure tfFirst 3T/2 to fault time TfValues between the first T/2;
step 2: complementary Ensemble Empirical Mode Decomposition with Adaptive Noise, CEEMDAN) was performed:
step 2.1: first, for i0m(k) Performing CEEMDAN decomposition to obtain each Intrinsic Mode component (IMF), wherein the IMF component is a time-amplitude matrix IMF (i)0m) The rows of the matrix correspond to the amplitude values and the columns correspond to the sampling points. Considering the compensation function of the arc suppression coil, in order to avoid the influence of the arc suppression coil on the fault line selection method in the dynamic adjustment process, the invention adopts the 1 st IMF component (IMF)1) Further to IMF1The components are subjected to Hilbert transform to obtain Hi0mThe concrete expression is
Figure BDA0002669623620000101
Step 2.2: to Hi0mThe modulus and phase angle are calculated for each element, the formula (10) and (11) are calculated as follows:
die:
Figure BDA0002669623620000102
phase angle: theta [ Hi ]0m(l,k)]=arctan[ym(l,k)/xm(l,k)] (11),
Wherein, Hi0m(l,k)=xm(l,k)+jym(l, k), j is an imaginary unit; l is the number of the feeder line, and l is 1,2, …, m; k is 1,2, …, n; a (-) modulo operation; theta (-) is a phase angle calculation, and the calculated mode matrix and phase angle matrix respectively represent IMF1The instantaneous amplitude and instantaneous phase of the component, denoted as a_Hi0mAnd theta_Hi0m
Step 2.3: for IMF1Instantaneous amplitude a of the component_Hi0mThe phase angles corresponding to the instantaneous amplitude values of the top 3 are called characteristic instantaneous phase positions in a descending order, and the instantaneous amplitude values are sequentially marked as a1_Hi0m、 a2_Hi0m、a3_Hi0mThe characteristic instantaneous phase is sequentially marked as theta1_Hi0m、θ2_Hi0m、θ3_Hi0m
And step 3: construction of fault line selection criterion 1-IMF1Component feature instantaneous phase criterion: the method comprises the following specific steps:
step 3.1: using instantaneous amplitude a1_Hi0m、a2_Hi0m、a3_Hi0mCharacterizing instantaneous phase θ1_Hi0m、θ2_Hi0m、θ3_Hi0mAccuracy, a modified confidence calculation is constructed, as shown in equations (12), (13) and (14):
Figure BDA0002669623620000111
Figure BDA0002669623620000112
Figure BDA0002669623620000113
wherein λ is1_Hi0m,λ2_Hi0m,λ3_Hi0mThe larger the value, the greater the confidence;
step 3.2: in order to construct a line selection criterion 1 with quantitative characterization confidence, 3 maximum instantaneous amplitude values a of a feeder line m are measured1_Hi0m、a2_Hi0m、a3_Hi0mCorresponding 3 characteristic instantaneous phases theta1_Hi0m、θ2_Hi0m、θ3_Hi0mCorrecting to obtain corrected characteristic instantaneous phase
Figure BDA0002669623620000114
Figure BDA0002669623620000115
The specific correction formula is as follows (15), (16) and (17):
Figure BDA0002669623620000116
Figure BDA0002669623620000117
Figure BDA0002669623620000118
step 3.3: next, for convenience of explanation, IMF is used1Taking the corrected characteristic instantaneous phase corresponding to the maximum value of the instantaneous amplitude of the component and the single-phase earth fault of the feeder 1 as examples, the following formula (18) is satisfied:
Figure BDA0002669623620000119
i.e. lambda1_Hi01=λ1_Hi02=…λ1_Hi0mBefore correction, the characteristic instantaneous phase theta1_Hi01,θ1_Hi02,θ1_Hi03,……,θ1_Hi0mSatisfies the following inequality (19) (for the reason: the faulty feeder 1 and other healthy feedersThe characteristic instantaneous phase inversion of the line, taking more than 90 degrees as the inversion in engineering application):
Figure BDA0002669623620000121
therefore, a corrected fault route selection criterion of the branch feeder 1 is constructed, and the following inequality (20) is:
Figure BDA0002669623620000122
when the inequality is satisfied, judging that the feeder line 1 has a single-phase earth fault; the line selection criterion of whether the other branch feeders have single-phase earth faults is similar to the criterion of the branch feeder 1;
step 3.4: finally, in the event of a bus fault, before correction, the characteristic instantaneous phase θ1_Hi01,θ1_Hi02,θ1_Hi03,…,θ1_Hi0mInequality (21) is satisfied (reason: the characteristic instantaneous phase of each branch feeder is in phase, and 90 degrees or less is taken as in phase in engineering application):
Figure BDA0002669623620000123
and constructing a corrected bus fault line selection criterion, wherein the following inequality (22) is as follows:
Figure BDA0002669623620000124
and when the inequality is satisfied, judging that the bus has single-phase earth fault.
It should be noted that: the above is IMF1The fault line selection criterion constructed by taking the maximum value of the instantaneous amplitude of the component as an example is also respectively based on IMF1Second largest value of component instantaneous amplitude, IMF1The 3 rd maximum value of the component instantaneous amplitude is taken as an example for constructing a fault line selection criterion, and the specific construction process is similar to that of the maximum value.
Step 4, constructing fault line selection criterion 2-IMF1The method comprises the following specific steps of:
step 4.1: IMF for each feeder1Maximum 3 instantaneous amplitudes a of the components1_Hi0m、a2_Hi0m、 a3_Hi0mCalculating the energy values respectively according to the following formula (27):
E1_Hi0m=|a1_Hi0m|2,E2_Hi0m=|a2_Hi0m|2,E3_Hi0m=|a3_Hi0m|2 (27),
further, 3 energy sums were constructed, respectively,
Figure BDA0002669623620000131
next, the instantaneous energy ratio is calculated as follows (28):
Figure BDA0002669623620000132
step 4.2: calculating the instantaneous energy relative entropy of each feeder relative to the other feeders, as in equation (29):
Figure BDA0002669623620000133
step 4.3: calculating the comprehensive relative energy entropy value of each feeder line, wherein IMF1The comprehensive relative energy entropy corresponding to the maximum value of the instantaneous amplitude of the component is as follows:
Figure BDA0002669623620000134
the comprehensive relative energy entropy corresponding to the second largest value is:
Figure BDA0002669623620000135
the relative energy entropy corresponding to the 3 rd maximum value is:
Figure BDA0002669623620000136
step 4.4: and correcting the comprehensive relative energy entropy of each feeder line by adopting the following calculation formula, wherein the correction calculation formula of the maximum instantaneous amplitude, the second maximum value and the 3 rd maximum value is as the following formula (30):
Figure BDA0002669623620000141
step 4.5: calculating the average value of the corrected comprehensive relative energy entropy, wherein the calculation formula is as the following formula (31):
Figure BDA0002669623620000142
i.e. one for each feeder line
Figure BDA0002669623620000143
Therefore, a fault route selection criterion 2 is constructed, and specifically comprises the following steps: the largest 3 are selected
Figure BDA0002669623620000144
In the order of magnitude are
Figure BDA0002669623620000145
When it is satisfied with
Figure BDA0002669623620000146
When it is determined that the maximum value is
Figure BDA0002669623620000147
And the corresponding feeder line is a fault feeder line, otherwise, the fault feeder line is judged to be a bus fault.
Step 5, establishing a fault line selection criterion 3-a characteristic zero sequence current value polarity criterion, which comprises the following specific steps:
step 5.1: according to the selected 3 characteristic instantaneous amplitude values a1_Hi0m、a2_Hi0m、a3_Hi0mFinding out 3 zero-sequence current amplitude points corresponding to the respective zero-sequence currents of each feeder line, sequentially defining the amplitude points as a maximum characteristic zero-sequence current value, a second maximum characteristic zero-sequence current value and a 3 rd maximum characteristic zero-sequence current value, and respectively representing the values as follows: d1_l,d2_l,d3_l(ii) a And (3) constructing a polarity calculation formula of 3 characteristic zero sequence current values of each feeder line, wherein the formula (32) is as follows:
Figure BDA0002669623620000148
wherein, when k is 1,2, 3, d1_l,d2_l,d3_lRespectively representing the maximum value, the second maximum value, the 3 rd maximum value and r in the zero sequence current waveform of the feed line lljDenotes dk_lAnd dk_jPolarity of r betweenljIs +1, represents dk_lAnd dk_jThe phases are the same; r isljIs-1, represents dk_lAnd dk_jThe phases are opposite, and therefore, a fault line selection matrix R is obtained, as shown in the following formula (33):
Figure BDA0002669623620000149
wherein, diagonal elements in the matrix R are all 1, and each non-diagonal element is a comparison result of the polarities of each two of the zero sequence current amplitudes of the feeder line characteristics;
step 5.2: constructing a fault line selection criterion 3, which specifically comprises the following steps: comparing the number of the elements of each row in the matrix R, which are '-1', to judge the fault feeder; if the number of '-1' in the l-th line is m-1, the feeder line l is judged to be a fault feeder line, and meanwhile, other feeder lines are judged to be sound feeder lines; and if each row element in the matrix R is '1', judging that the bus is a fault feeder line, and simultaneously judging that other feeder lines are sound feeder lines.
Step 6: and (3) comprehensive voting: the invention provides a multi-criterion comprehensive voting method by integrating the above 3 criteria, wherein the adopted principle is 'minority obeying majority', namely, when a single-phase earth fault occurs in a power distribution network, 3 fault line selection criteria are calculated and judged simultaneously, and further, when 2 or more criteria judge that a certain branch feeder line has a fault, the fault of the branch feeder line is voted; similarly, when 2 or more criteria determine that the bus fails, the voting bus fails; otherwise, if the judgment results of the 3 route selection criteria are inconsistent, the recalculation is returned, and then the voting is carried out.
The working principle of the multi-criterion comprehensive voting power distribution network fault line selection method is as follows:
firstly, complementary set empirical mode decomposition theory:
the complementary set Empirical Mode Decomposition (CEEMDAN) algorithm can not only reduce the calculation amount of the traditional Empirical Mode Decomposition (EMD) algorithm, but also effectively reduce the modal aliasing phenomenon. Here, E is definedj(. The) is the operation factor of the jth Intrinsic Mode Function (IMF) obtained by adopting the EMD algorithm, and the specific CEEMDAN algorithm calculation steps are as follows:
step 1: definition of ε0Is the amplitude, omega, of the added white Gaussian noisei(t) Gaussian white noise with unit variance, and decomposing the signal x (t) + epsilon by adopting EMD algorithm0ωi(t), further obtaining the 1 st IMF component as follows:
Figure BDA0002669623620000161
wherein the content of the first and second substances,
Figure BDA0002669623620000162
is omegai(t) the corresponding 1 st modal component.
Step 2: calculating a decomposition remainder r1(t), as follows:
r1(t)=x(t)-c1(t) (2),
and step 3: decomposition of r1(t)+ε1E1i(t)]Obtaining the 1 st order IMF component, and further defining the 2 nd order IMF component as:
Figure BDA0002669623620000163
and 4, step 4: when K is 2, …, K, the kth order remainder is calculated. Define the (k + 1) th order mode as:
Figure BDA0002669623620000164
and 5: repeat step 4 until the resulting remainder can no longer be decomposed (the remainder contains no more than 2 poles), which is expressed as:
Figure BDA0002669623620000165
thus, the signal f (t) can be expressed as:
Figure BDA0002669623620000166
II, Hilbert transformation theory;
for a time signal x (t), its Hilbert transform y (t) can be derived:
Figure BDA0002669623620000167
wherein, P is Cauchy main value, and P is 1 in use. According to this definition, x (t) and y (t) can constitute an analytic signal z (t):
Z(t)=x(t)+jy(t)=a(t)ejθ(t) (8),
wherein a (t) represents the amplitude of the signal,
Figure BDA0002669623620000171
theta (t) is the instantaneous phase,
Figure BDA0002669623620000172
thirdly, a multi-criterion comprehensive voting fault line selection method based on Hilbert transformation;
starting from the aspect of characteristic IMF component phase angle information, overall waveform change trend information and zero-sequence current characteristic point polarity information 3, the comprehensive fault route selection criterion combining phase discrimination, relative entropy calculation and characteristic point polarity discrimination is respectively constructed, and the comprehensive fault route selection criterion is as follows:
1. preprocessing data;
on the basis of the analysis, the reliability of the phase angle information can be described by using the amplitude information when the Hilbert is used for extracting the phase angle information to select lines; in addition, if the phase angle information of a plurality of sampling points can be fully utilized, the influence of errors of individual sampling points on the algorithm can be avoided, and the reliability of the line selection method is improved.
Preprocessing original zero-sequence current data: subtracting the period before the fault from the period after the fault, and expressing the following expression:
i0m(t)=i0m[(tf-T/2):(tf+T/2)]-i0m[(tf-3T/2):(tf-T/2)] (9)
in formula (9): m is a feeder line number; t is tfIs the time to failure; t is a power frequency period; i.e. i0m[(tf-T/2):(tf+T/2)]Is i0mValues in the first and second half power frequency periods before and after the fault time.
To i0m(k) Performing CEEMDAN decomposition to obtain IMF component, which is time-amplitude matrix IMF (i)0m) The rows of the matrix correspond to the amplitude values and the columns correspond to the sampling points. Considering the compensation function of the arc suppression coil, in order to avoid the influence of the arc suppression coil on the fault line selection method in the dynamic adjustment process, the invention adopts IMF1Component, to IMF1The components are Hilbert-transform, and the specific expression is as follows:
Figure BDA0002669623620000181
to Hi0mCalculating the modulus and phase angle for each element in the equation (10), (11):
Figure BDA0002669623620000182
θ[Hi0m(l,k)]=arctan[ym(l,k)/xm(l,k)] (11),
in the above formula, Hi0m(l,k)=xm(l,k)+jym(l, k), j is an imaginary unit; 1,2, …, m; k is 1,2, …, n; a (-) modulo operation; theta (-) is a phase angle calculation, and the calculated mode matrix and phase angle matrix respectively represent IMF1The instantaneous amplitude and instantaneous phase of the component, denoted as a_Hi0mAnd theta_Hi0m
For IMF1Instantaneous amplitude a of the component_Hi0mThe phase angles corresponding to the instantaneous amplitude values of the top 3 are called characteristic instantaneous phase positions in a descending order, and the instantaneous amplitude values are sequentially marked as a1_Hi0m、a2_Hi0mAnd a3_Hi0mThe characteristic instantaneous phase is sequentially marked as theta1_Hi0m、θ2_Hi0mAnd theta3_Hi0m
2. Criterion 1: IMF1 component feature instantaneous phase criterion;
in the field of fault line selection research, when a branch feeder line has a single-phase earth fault, the polarities of zero-sequence currents of a fault feeder line and a non-fault feeder line are opposite in the initial first half wave; when the bus has a single-phase earth fault, the initial first half-wave polarities of the zero-sequence currents of all the branch feeder lines are the same. Therefore, the method can be further expanded, and when the branch feeder line is in fault, the characteristic instantaneous phase of the fault feeder line is opposite to the characteristic instantaneous phase of the non-fault feeder line; when a bus fails, the characteristic instantaneous phases of all branch feeders are in phase. However, according to the rule, a line selection criterion constructed based on the characteristic often has a misjudgment phenomenon along with a high-resistance grounding fault at the tail end of a feeder line, a fault under strong noise interference or a fault at a voltage zero crossing point, and based on the misjudgment, the characteristic instantaneous phase criterion with the characteristic confidence is constructed, and the specific analysis is as follows:
from the foregoing analysis, the magnitude of the instantaneous amplitude can reflect the accuracy of the phase angle, and therefore, the correction confidence calculation formula is defined, as shown in formulas (12) to (14):
Figure BDA0002669623620000191
Figure BDA0002669623620000192
Figure BDA0002669623620000193
in the above formula, λ1_Hi0m,λ2_Hi0m,λ3_Hi0mThe larger the value, the greater the confidence.
In order to construct a line selection criterion with quantitative characterization confidence, 3 characteristic instantaneous phases theta corresponding to 3 maximum instantaneous amplitudes of a feeder line m are subjected to1_Hi0m,θ2_Hi0m,θ3_Hi0mCorrecting to obtain corrected characteristic instantaneous phase
Figure BDA0002669623620000194
And
Figure BDA0002669623620000195
the specific modified formula is as shown in formulas (15) to (17):
Figure BDA0002669623620000196
Figure BDA0002669623620000197
Figure BDA0002669623620000198
for analysing the law of existence of difference between corrected characteristic instantaneous phases of each feeder line to
Figure BDA0002669623620000199
Analysis was performed for the examples, others
Figure BDA00026696236200001910
Similarly, further analysis
Figure BDA00026696236200001911
It can be seen that there are 3 cases:
case 1: by IMF1The maximum value of the instantaneous amplitude of the component is taken as an example, and the IMF of each feeder line is assumed under the working condition of all single-phase earth faults in the power distribution network1Instantaneous amplitude maximum a of the component1_Hi01,a1_Hi02,…, a1_Hi0mSatisfies the calculation formula (18):
Figure BDA0002669623620000201
i.e. lambda1_Hi01=λ1_Hi02=…λ1_Hi0m
Taking the single-phase earth fault of the feeder 1 as an example, the characteristic instantaneous phase theta is not corrected1_Hi01,θ1_Hi02,θ1_Hi03,……,θ1_Hi0mSatisfies inequality (19):
Figure BDA0002669623620000202
therefore, the corrected branch feeder fault criterion of the invention can be derived, such as an inequality (20):
Figure BDA0002669623620000203
thereby, when the above inequality (20) is satisfied, it is determined that the single-phase ground fault has occurred on the feeder line 1.
Similarly, when the bus fails, the characteristic instantaneous phase theta is not corrected1_Hi01,θ1_Hi02,θ1_Hi03,…,θ1_Hi0mSatisfies inequality (21):
Figure BDA0002669623620000204
therefore, the corrected bus fault criterion of the invention can be derived, such as an inequality (22):
Figure BDA0002669623620000211
therefore, when the above inequality (22) is satisfied, it is determined that the bus bar has a single-phase ground fault.
The above is IMF1The selection criterion constructed by taking the maximum value of the instantaneous amplitude of the component as an example also needs to take IMF as an example1Second largest value of component instantaneous amplitude, IMF1The 3 rd maximum value of the component instantaneous amplitude is taken as an example for constructing a line selection criterion, the specific construction process is completely consistent with that of the maximum value, and the difference is that the following criterion construction methods are completely the same by adopting the formulas (13), (14), (16) and (17) respectively.
Further analyzing the 2 nd and 3 rd cases, it can be found that the 2 nd and 3 rd cases have no practical physical significance in the fault line selection of the power distribution network, and therefore, cannot be used as a fault criterion, and the specific derivation is as follows:
case 2: when each feeder IMF1Instantaneous amplitude maximum a of the component1_Hi01,a1_Hi02,…, a1_Hi0mWhen formula (23) is satisfied: (by IMF)1Component instantaneous amplitude maximum value as an example)
Figure BDA0002669623620000212
Then the derivation is:
Figure BDA0002669623620000221
as can be seen from the analysis, the formula (24) has no physical significance and is therefore not suitable.
Case 3: when each feeder IMF1Component transientsMaximum value of amplitude a1_Hi01,a1_Hi02,…, a1_Hi0mWhen formula (25) is satisfied: (by IMF)1Component instantaneous amplitude maximum value as an example)
Figure BDA0002669623620000222
Then the derivation is:
Figure BDA0002669623620000223
as can be seen from the analysis, the formula (26) has no physical significance and is therefore not suitable.
By the same token, IMF1The similar situation exists for the second largest, 3 rd largest instantaneous magnitude of a component!
3. Criterion 2: IMF1 component instantaneous energy relative entropy criterion;
relative entropy can be used to measure the difference of two waveforms. The smaller the relative entropy, the smaller the difference between the two waveforms; the larger the relative entropy, the larger the difference between the two waveforms. Using IMF1The fault line selection criterion of the component instantaneous energy relative entropy theory comprises the following specific steps:
step 1: IMF for each feeder1Maximum 3 instantaneous amplitudes a of the components1_Hi0m、a2_Hi0m、 a3_Hi0mRespectively calculating the energy values, wherein the calculation formula is as shown in formula (27):
E1_Hi0m=|a1_Hi0m|2,E2_Hi0m=|a2_Hi0m|2,E3_Hi0m=|a3_Hi0m|2 (27),
further, 3 energy sums were constructed, respectively,
Figure BDA0002669623620000231
finally, the instantaneous energy ratio is calculated, see equation (28):
Figure BDA0002669623620000232
step 2: calculating the instantaneous energy relative entropy of each feeder relative to the other feeders, as in equation (29):
Figure BDA0002669623620000233
and step 3: calculating the comprehensive relative energy entropy value of each feeder line, wherein IMF1The comprehensive relative energy entropy corresponding to the maximum value of the instantaneous amplitude of the component is as follows:
Figure BDA0002669623620000234
the comprehensive relative energy entropy corresponding to the second largest value is:
Figure BDA0002669623620000235
the relative energy entropy corresponding to the minimum is:
Figure BDA0002669623620000236
and 4, step 4: and (5) correcting the comprehensive relative energy entropy of each feeder line by adopting a correction calculation formula of the calculation formula (30). Wherein, the correction calculation formula of the maximum instantaneous amplitude, the second maximum value and the 3 rd maximum value is as formula (30):
Figure BDA0002669623620000237
and 5: calculating the average value of the corrected comprehensive relative energy entropy, wherein the calculation formula is shown as a formula (31),
Figure BDA0002669623620000241
i.e. one for each feeder line
Figure BDA0002669623620000242
Therefore, a line selection criterion is formed, and specifically comprises the following steps: the largest 3 are selected
Figure BDA0002669623620000243
Are respectively in the order of magnitude
Figure BDA0002669623620000244
When it is satisfied with
Figure BDA0002669623620000245
When it is determined that the maximum value is
Figure BDA0002669623620000246
And the corresponding feeder line is a fault feeder line, otherwise, the fault feeder line is judged to be a bus fault.
4. Criterion 3: judging the polarity of the characteristic zero sequence current value;
according to the analysis, after the ground fault occurs, the fault judgment can be carried out by mistake only by using the line selection criterion of the polarity of the first half wave under the working conditions of voltage zero crossing fault, high resistance ground fault and the like, and the first half wave is not easy to define and obtain. Therefore, on this basis, according to the selected 3 characteristic instantaneous amplitudes, 3 zero-sequence current amplitude points corresponding to respective zero-sequence currents of each feeder line are found out, which are sequentially defined as a maximum, a second maximum and a 3 rd maximum characteristic zero-sequence current value, and are respectively expressed as: d1_l,d2_l,d3_l. The fault feeder line is further judged by constructing a polarity calculation formula of 3 characteristic zero-sequence current values of each feeder line, and the method specifically comprises the following steps:
the polarity calculation expression is as follows (32):
Figure BDA0002669623620000247
when k is 1,2, 3, d1_l,d2_l,d3_lRespectively representing the maximum value, the second maximum value, the 3 rd maximum value and r in the zero sequence current waveform of the feed line lljDenotes dk_lAnd dk_jPolarity of r betweenljIs +1, represents dk_lAnd dk_jThe phases are the same; r isljIs-1, represents dk_lAnd dk_jThe phases are opposite. The fault routing matrix R is obtained according to the formula (33), i.e.
Figure BDA0002669623620000248
Diagonal elements in the matrix R are all 1, and each non-diagonal element is a comparison result of the polarities of each two of the characteristic zero-sequence current amplitudes of each feeder line.
Thereby establishing criterion 3: the characteristic zero-sequence current value polarity criterion is specifically as follows: comparing the number of the elements of each row in the matrix R, which are '-1', to judge a fault feeder line; if the number of "-1" in the l-th row is m-1, the feeder line l has a fault, and other feeder lines are non-fault feeder lines; and if each row element in the matrix R is '1', the bus fault is judged.
5. Comprehensively voting;
the invention provides a comprehensive voting method by combining the 3 criteria, wherein the adopted principle is 'minority obeying majority', namely, when the 2 or more criteria judge that a branch feeder line has a fault, the branch feeder line has the fault; similarly, when 2 or more criteria determine that the bus fails, the voting bus fails; otherwise, if the output judgment of the 3 route selection criteria is inconsistent, the recalculation is returned, and then the voting is carried out.
The multi-criterion comprehensive voting power distribution network fault line selection method of the invention is further explained in detail by the specific embodiment as follows:
examples
The method comprises the following steps of establishing a 10kV radial power distribution network simulation model by using ATP-EMTP software, as shown in figure 1, wherein parameters of an overhead line and a cable line are shown in a table 1:
TABLE 1 line parameters
Figure BDA0002669623620000251
The method comprises the steps that constant load Z is adopted to be equivalent to each feeder line load, wherein Z is 100+ j20 omega, the compensation degree of an arc suppression coil is calculated according to 8% of overcompensation, and the inductance L of the arc suppression coil is 0.61633H through calculation; in addition, the active loss of the arc suppression coil generally accounts for2.5% -5.0% of inductive loss, 3% of the simulation example, and the arc suppression coil resistance r is calculatedL=0.03ωL=5.8058Ω。
In order to verify the correctness of the line selection method, the verification is respectively carried out from the aspects of a fault initial phase angle, a grounding resistance value, the compensation degree and the noise intensity, and the specific tests are as follows:
different fault initial phase angles: in order to test the accuracy of the method of the invention when the single-phase earth fault occurs in different voltage initial phase angles, respectively giving out the I on the overhead line1Cable line l2Cable-wire hybrid wire3And the calculation results of 3 line selection criteria when the bus has a ground fault are shown in table 2. It can be seen that the method of the invention can accurately judge the fault feeder line at 0 degree, 30 degrees, 45 degrees, 60 degrees, 70 degrees and 90 degrees.
Different grounding resistance values: for the feeder l1,l2,l3The buses respectively simulate grounding resistances of 10 omega, 100 omega, 200 omega, 500 omega and 1000 omega, and specific judgment results are shown in table 2.
Different compensation degrees: the fault current is further reduced due to the fact that the arc suppression coil is overcompensated left and right, therefore, the simulation overcompensation degrees are 5%, 8% and 10%, the judgment results are shown in the table 2, and it can be seen that the method is suitable for judging the fault feeder line under different overcompensation degrees, and the judgment results are accurate.
Different noise intensities: in practical application, the influence of external working condition noise needs to be considered, so that the signal-to-noise ratios are respectively tested to be 10dB, 7dB, 5dB and 3dB, and the test results are shown in Table 2. The method has strong capability of resisting external working condition noise interference, and can prepare to judge the fault feeder line under the noise interference.
Wherein, the given table 2(a) is the result of judging the maximum value of the characteristic instantaneous amplitude by adopting the criterion 1, the phase threshold value is set to be 40 degrees, and the criterion 1 can be seen to accurately judge a fault feeder line; similarly, it can be seen that the criterion 2 in table 2(b) and the criterion 3 in table 2(c) can accurately determine a faulty feeder line; furthermore, by combining a fault line selection comprehensive voting mechanism, the comprehensive voting method of the multi-criterion comprehensive voting power distribution network fault line selection method is accurate in judgment result.
TABLE 2 Fault determination results under different conditions
(a) Maximum value adopts criterion 1 to judge result
Figure BDA0002669623620000271
(b) Criterion 2 decision result
Figure BDA0002669623620000272
Figure BDA0002669623620000281
(c) Criterion 3 to judge the result
Figure BDA0002669623620000282
Therefore, comprehensively, The multi-criterion comprehensive voting power distribution network fault line selection method provided by The invention adopts a Complementary Ensemble Empirical Mode Decomposition (CEEMDAN) algorithm to perform feature extraction on The zero-sequence current of each feeder line, and obtains The 1 st Intrinsic Mode component (IMF) of each feeder line1) Computing IMF using Hilbert transform1And (3) respectively constructing 3 line selection criteria from different aspects by selecting the maximum 3 instantaneous amplitudes and the maximum instantaneous phases of the components, wherein the criteria are criteria 1,2 and 3 respectively, and finally forming a comprehensive voting method so as to realize fault line selection of the power distribution network. The criterion 1 of the invention is specifically as follows: finding out 3 instantaneous phases corresponding to 3 maximum instantaneous amplitudes of each feeder line, and correcting the 3 instantaneous phases by adopting the instantaneous amplitudes to obtain characteristic transientsA phase; if the absolute value of the difference between the characteristic instantaneous phase of a feed line and the characteristic instantaneous phase of the other feed lines is greater than 90 DEG lambda1_Hi0mJudging that the feeder line is a fault feeder line; on the other hand, if it is less than 90 DEG.λ1_Hi0mAnd judging that the bus is a fault feeder. Criterion 2 of the present invention is specifically: IMF with each feeder1Calculating the energy relative entropy, the comprehensive relative entropy, the corrected comprehensive relative entropy and the average value of the corrected comprehensive relative entropy of each feeder line relative to other feeder lines on the basis of the 3 instantaneous amplitude values with the largest components
Figure BDA0002669623620000291
I.e. one for each feeder line
Figure BDA0002669623620000292
Thus, a line selection criterion is formed: the largest 3 are selected
Figure BDA0002669623620000293
Are respectively in the order of magnitude
Figure BDA0002669623620000294
When it is satisfied with
Figure BDA0002669623620000295
When it is determined that the maximum value is
Figure BDA0002669623620000296
And the corresponding feeder line is a fault feeder line, otherwise, the fault feeder line is judged to be a bus fault. Criterion 3 of the present invention is specifically: IMF with each feeder1On the basis of 3 instantaneous amplitude values with the largest components, the largest 3 zero-sequence current values in the zero-sequence current waveforms of the feeder lines are correspondingly found out, so that a polarity calculation expression and a fault line selection matrix R are formed, and the fault feeder line can be judged by comparing the number of elements in each row of the matrix R, which is '-1'; if the number of "-1" in the l-th line is m-1, the feeder line l has a fault, and other feeder lines are healthy feeder lines; and if each row element in the matrix R is '1', the bus fault is judged.
Based on the above conclusions, the invention constructs a comprehensive voting method for the power distribution network so as to improve the accuracy of fault line selection, and specifically comprises the following steps: the invention provides a comprehensive voting method by combining the 3 route selection criteria, wherein the adopted principle is 'minority obeying majority', namely, when 2 or more criteria judge that a branch feeder line has a fault, the branch feeder line has the fault; similarly, when 2 or more criteria determine that the bus fails, the voting bus fails; otherwise, if the output judgment of the 3 route selection criteria is inconsistent, the recalculation is returned, and then the voting is carried out. A large number of simulations and field experiments show that the multi-criterion comprehensive voting power distribution network fault line selection method is not influenced by a primary phase angle, a grounding resistance value, a compensation degree, noise intensity and the like, and has high fault line selection accuracy.

Claims (5)

1. A multi-criterion comprehensive voting power distribution network fault line selection method is characterized by comprising the following steps:
step 1: preprocessing zero-sequence current data: the specific expression is as follows formula (9):
i0m(t)=i0m[(tf-T/2):(tf+T/2)]-i0m[(tf-3T/2):(tf-T/2)] (9),
wherein i0m(t) is zero sequence current after data preprocessing, m is a feeder line number, and t is 1,2, …, k; t is tfIs the time of failure; t is a power frequency period; i.e. i0m[(tf-T/2):(tf+T/2)]Is i0mFrom the moment of failure tfBefore T/2 to fault time TfValues between the last T/2; i.e. i0m[(tf-3T/2):(tf-T/2)]Is i0mFrom the moment of failure tfFirst 3T/2 to fault time TfValues between the first T/2;
step 2: performing complementary set empirical mode decomposition;
and step 3: construction of fault line selection criterion 1-IMF1Component feature instantaneous phase criterion;
and 4, step 4: construction of fault line selection criterion 2-IMF1Component instantaneous energy relative entropy criterion;
and 5: constructing a fault line selection criterion 3-a characteristic zero-sequence current value polarity criterion;
step 6: according to the three fault line selection criteria in the steps 3, 4 and 5, when a single-phase earth fault occurs in the power distribution network, the three fault line selection criteria are calculated and judged at the same time, the principle that minority obeys majority is adopted for comprehensive voting, and when 2 or more criteria judge that a branch feeder line has a fault, the branch feeder line is voted for the fault; when the bus is judged to have a fault by 2 or more criteria, the voting bus has a fault; if the judgment results of the 3 route selection criteria are inconsistent, the calculation is returned again, and then the voting is carried out.
2. The method for fault line selection of a multi-criterion comprehensive voting power distribution network according to claim 1, wherein in the step 2, the complementary set empirical mode decomposition specifically comprises:
step 2.1: to i0m(t) performing CEEMDAN decomposition to obtain each intrinsic mode component, and recording the intrinsic mode component as IMF, wherein the IMF component is a time-amplitude matrix IMF (i)0m) The rows of the matrix correspond to the amplitudes and the columns correspond to the sampling points, the 1 st IMF component is adopted and is recorded as IMF1To IMF1The components are subjected to Hilbert transform to obtain Hi0mThe specific expression is as follows:
Figure FDA0002669623610000021
step 2.2: to Hi0mThe modulus and phase angle are calculated for each element, the formula (10) and (11) are calculated as follows:
die:
Figure FDA0002669623610000022
phase angle: theta [ Hi ]0m(l,k)]=arctan[ym(l,k)/xm(l,k)] (11),
Wherein, Hi0m(l,k)=xm(l,k)+jym(l, k), j is an imaginary unit; l is the number of the feeder line, and l is 1,2, …, m; k is 1,2, …, n; a (-) modulo operation;theta (-) is a phase angle calculation, and the calculated mode matrix and phase angle matrix respectively represent IMF1The instantaneous amplitude and instantaneous phase of the component, denoted as a_Hi0mAnd theta_Hi0m
Step 2.3: for IMF1Instantaneous amplitude a of the component_Hi0mThe phase angles corresponding to the instantaneous amplitude values of the top 3 are called characteristic instantaneous phase positions in a descending order, and the instantaneous amplitude values are sequentially marked as a1_Hi0m、a2_Hi0m、a3_Hi0mThe characteristic instantaneous phase is sequentially marked as theta1_Hi0m、θ2_Hi0m、θ3_Hi0m
3. The method as claimed in claim 1, wherein in step 3, the fault line selection criterion 1-IMF is constructed1The component characteristic instantaneous phase criterion specifically comprises the following steps:
step 3.1: using instantaneous amplitude a1_Hi0m、a2_Hi0m、a3_Hi0mCharacterizing instantaneous phase θ1_Hi0m、θ2_Hi0m、θ3_Hi0mAccuracy, a modified confidence calculation is constructed, as shown in equations (12), (13) and (14):
Figure FDA0002669623610000031
Figure FDA0002669623610000032
Figure FDA0002669623610000033
wherein λ is1_Hi0m,λ2_Hi0m,λ3_Hi0mThe larger the value, the greater the confidence;
step 3.2: for constructing a line selection criterion 1 with quantitative characterization confidence, 3 maximum instantaneous moments of a feeder line m are calculatedAmplitude a1_Hi0m、a2_Hi0m、a3_Hi0mCorresponding 3 characteristic instantaneous phases theta1_Hi0m、θ2_Hi0m、θ3_Hi0mCorrecting to obtain corrected characteristic instantaneous phase
Figure FDA0002669623610000034
Figure FDA0002669623610000035
The specific correction formula is as follows (15), (16) and (17):
Figure FDA0002669623610000036
Figure FDA0002669623610000037
Figure FDA0002669623610000038
step 3.3: by IMF1Taking the corrected characteristic instantaneous phase corresponding to the maximum value of the instantaneous amplitude of the component and the single-phase earth fault of the feeder 1 as examples, the following formula (18) is satisfied:
Figure FDA0002669623610000039
i.e. lambda1_Hi01=λ1_Hi02=…λ1_Hi0mBefore correction, the characteristic instantaneous phase theta1_Hi01,θ1_Hi02,θ1_Hi03,……,θ1_Hi0mSatisfies the following inequality (19):
Figure FDA0002669623610000041
and constructing a corrected fault line selection criterion of the branch feeder line 1, wherein the following inequality (20) is as follows:
Figure FDA0002669623610000042
when the inequality is satisfied, judging that the feeder line 1 has a single-phase earth fault; the line selection criterion of whether the other branch feeders have single-phase earth faults is similar to the criterion of the branch feeder 1;
step 3.4: when the bus is in fault and before correction, the characteristic instantaneous phase theta1_Hi01,θ1_Hi02,θ1_Hi03,…,θ1_Hi0mSatisfies inequality (21):
Figure FDA0002669623610000043
and constructing a corrected bus fault line selection criterion, wherein the following inequality (22) is as follows:
Figure FDA0002669623610000044
and when the inequality is satisfied, judging that the bus has single-phase earth fault.
4. The method as claimed in claim 1, wherein in step 4, the fault line selection criteria 2-IMF are constructed1The criterion of the relative entropy of the component instantaneous energy is specifically as follows:
step 4.1: IMF for each feeder1Maximum 3 instantaneous amplitudes a of the components1_Hi0m、a2_Hi0m、a3_Hi0mCalculating the energy values respectively according to the following formula (27):
E1_Hi0m=|a1_Hi0m|2,E2_Hi0m=|a2_Hi0m|2,E3_Hi0m=|a3_Hi0m|2 (27),
further, 3 energy sums were constructed, respectively,
Figure FDA0002669623610000051
next, the instantaneous energy ratio is calculated as follows (28):
Figure FDA0002669623610000052
step 4.2: calculating the instantaneous energy relative entropy of each feeder relative to the other feeders, as shown in equation (29):
Figure FDA0002669623610000053
step 4.3: calculating the comprehensive relative energy entropy value of each feeder line, wherein IMF1The comprehensive relative energy entropy corresponding to the maximum value of the instantaneous amplitude of the component is as follows:
Figure FDA0002669623610000054
the comprehensive relative energy entropy corresponding to the second largest value is:
Figure FDA0002669623610000055
the relative energy entropy corresponding to the 3 rd maximum value is:
Figure FDA0002669623610000056
step 4.4: and correcting the comprehensive relative energy entropy of each feeder line by adopting the following calculation formula, wherein the correction calculation formula of the maximum instantaneous amplitude, the second maximum value and the 3 rd maximum value is as the following formula (30):
Figure FDA0002669623610000057
step 4.5: calculating the average value of the corrected comprehensive relative energy entropy, wherein the calculation formula is as the following formula (31):
Figure FDA0002669623610000061
i.e. one W per feederl sTherefore, a fault route selection criterion 2 is constructed, and specifically comprises the following steps: the largest 3W are selectedl sIn the order of magnitude are
Figure FDA0002669623610000062
Ws s,Wt sWhen it is satisfied
Figure FDA0002669623610000063
When it is determined that the maximum value is
Figure FDA0002669623610000064
And the corresponding feeder line is a fault feeder line, otherwise, the fault feeder line is judged to be a bus fault.
5. The method for fault line selection of the multi-criterion comprehensive voting power distribution network according to claim 1, wherein in step 5, the step of constructing a fault line selection criterion 3-a characteristic zero-sequence current value polarity criterion specifically comprises:
step 5.1: according to the selected 3 characteristic instantaneous amplitude values a1_Hi0m、a2_Hi0m、a3_Hi0mFinding out 3 zero-sequence current amplitude points corresponding to the respective zero-sequence currents of each feeder line, sequentially defining the amplitude points as a maximum characteristic zero-sequence current value, a second maximum characteristic zero-sequence current value and a 3 rd maximum characteristic zero-sequence current value, and respectively representing the values as follows: d1_l,d2_l,d3_l(ii) a And (3) constructing a polarity calculation formula of 3 characteristic zero sequence current values of each feeder line, wherein the formula (32) is as follows:
Figure FDA0002669623610000065
wherein, when k is 1,2, 3, d1_l,d2_l,d3_lRespectively representing the maximum value, the second maximum value, the 3 rd maximum value and r in the zero sequence current waveform of the feed line lljDenotes dk_lAnd dk_jPolarity of r betweenljIs +1, represents dk_lAnd dk_jThe phases are the same; r isljIs-1, represents dk_lAnd dk_jThe phases are opposite, and therefore, a fault line selection matrix R is obtained, as shown in the following formula (33):
Figure FDA0002669623610000066
wherein, diagonal elements in the matrix R are all 1, and each non-diagonal element is a comparison result of the polarities of each two of the zero sequence current amplitudes of the feeder line characteristics;
step 5.2: constructing a fault line selection criterion 3, which specifically comprises the following steps: comparing the number of the elements of each row in the matrix R, which are '-1', to judge the fault feeder; if the number of '-1' in the l-th line is m-1, the feeder line l is judged to be a fault feeder line, and meanwhile, other feeder lines are judged to be sound feeder lines; and if each row element in the matrix R is '1', judging that the bus is a fault feeder line, and simultaneously judging that other feeder lines are sound feeder lines.
CN202010929281.4A 2020-09-07 2020-09-07 Multi-criterion comprehensive voting power distribution network fault line selection method Pending CN112255493A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202010929281.4A CN112255493A (en) 2020-09-07 2020-09-07 Multi-criterion comprehensive voting power distribution network fault line selection method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202010929281.4A CN112255493A (en) 2020-09-07 2020-09-07 Multi-criterion comprehensive voting power distribution network fault line selection method

Publications (1)

Publication Number Publication Date
CN112255493A true CN112255493A (en) 2021-01-22

Family

ID=74231818

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202010929281.4A Pending CN112255493A (en) 2020-09-07 2020-09-07 Multi-criterion comprehensive voting power distribution network fault line selection method

Country Status (1)

Country Link
CN (1) CN112255493A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109001592A (en) * 2018-07-03 2018-12-14 中国大唐集团科学技术研究院有限公司西北分公司 A kind of resonant earthed system fault line selection method for single-phase-to-ground fault based on transient
CN117110797A (en) * 2023-10-23 2023-11-24 武汉格蓝若智能技术股份有限公司 Multi-criterion-based single-phase earth fault positioning method and device for power distribution network

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107329044A (en) * 2017-06-30 2017-11-07 国网江苏省电力公司徐州供电公司 A kind of wire selection method for power distribution network single phase earthing failure based on electric arc transient state component
CN108649540A (en) * 2018-05-11 2018-10-12 西安理工大学 A kind of parallel double loop road current balance protection method based on same vector current
CN109001592A (en) * 2018-07-03 2018-12-14 中国大唐集团科学技术研究院有限公司西北分公司 A kind of resonant earthed system fault line selection method for single-phase-to-ground fault based on transient
CN109613399A (en) * 2018-12-13 2019-04-12 西安理工大学 A kind of line fault selection method based on VMD energy relative entropy
CN109884464A (en) * 2019-03-01 2019-06-14 西安理工大学 Low-current single-phase earth fault line selection method
CN111025084A (en) * 2019-12-13 2020-04-17 三峡大学 Low-current ground fault line selection method based on MEEMD decomposition and high-frequency energy

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107329044A (en) * 2017-06-30 2017-11-07 国网江苏省电力公司徐州供电公司 A kind of wire selection method for power distribution network single phase earthing failure based on electric arc transient state component
CN108649540A (en) * 2018-05-11 2018-10-12 西安理工大学 A kind of parallel double loop road current balance protection method based on same vector current
CN109001592A (en) * 2018-07-03 2018-12-14 中国大唐集团科学技术研究院有限公司西北分公司 A kind of resonant earthed system fault line selection method for single-phase-to-ground fault based on transient
CN109613399A (en) * 2018-12-13 2019-04-12 西安理工大学 A kind of line fault selection method based on VMD energy relative entropy
CN109884464A (en) * 2019-03-01 2019-06-14 西安理工大学 Low-current single-phase earth fault line selection method
CN111025084A (en) * 2019-12-13 2020-04-17 三峡大学 Low-current ground fault line selection method based on MEEMD decomposition and high-frequency energy

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
XIAOWEI WANG 等: "Single Line to Ground Fault Detection in a Non-Effectively Grounded Distribution Network", 《IEEE TRANSACTIONS ON POWER DELIVERY》 *
任志玲 等: "基于改进的 HHT 变换和信心度的配电网故障选线", 《电力系统保护与控制》 *

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109001592A (en) * 2018-07-03 2018-12-14 中国大唐集团科学技术研究院有限公司西北分公司 A kind of resonant earthed system fault line selection method for single-phase-to-ground fault based on transient
CN117110797A (en) * 2023-10-23 2023-11-24 武汉格蓝若智能技术股份有限公司 Multi-criterion-based single-phase earth fault positioning method and device for power distribution network
CN117110797B (en) * 2023-10-23 2024-01-12 武汉格蓝若智能技术股份有限公司 Multi-criterion-based single-phase earth fault positioning method and device for power distribution network

Similar Documents

Publication Publication Date Title
CN109307824B (en) Clustering-based power distribution network single-phase earth fault section positioning method
CN103424669B (en) A kind of selection method utilizing fault feeder zero-sequence current matrix principal component analysis (PCA) first principal component
CN107329044B (en) Power distribution network single-phase earth fault line selection method based on arc transient component
CN101814731A (en) Distribution network fault line selection method using non-power frequency transient state component
CN112147462A (en) Power transmission line fault identification method based on deep learning
CN103257304A (en) ANN fault line selection method through CWT coefficient RMS in zero-sequence current feature band
CN103675602A (en) Method for discriminating lightning flashover and non-flashover of power transmission lines
CN110247420B (en) Intelligent fault identification method for HVDC transmission line
CN112255493A (en) Multi-criterion comprehensive voting power distribution network fault line selection method
CN111579933A (en) Power distribution network fault section positioning method based on Hausdroff algorithm
CN110579684A (en) low-current grounding system line selection method based on fusion algorithm
CN112557950B (en) Fault line selection method of power distribution network resonance grounding system based on matrix similarity
CN110190617B (en) Evaluation method, system, device and storage medium for multi-feed-in direct current power system
CN112485590A (en) Power distribution network single-phase line-breaking fault identification method
CN114966326B (en) Single-phase earth fault section positioning method and system based on current negative sequence fault
CN110703134A (en) Small current grounding line selection and phase selection method based on fault sequence component
CN110703128A (en) Single-phase earth fault phase selection method for non-effectively-grounded power distribution network based on grey correlation analysis
CN113534006B (en) Single-phase earth fault line selection method based on CEEMD and autocorrelation threshold denoising
CN113419139B (en) High-resistance grounding fault positioning method and related device for small-resistance grounding system
CN112649694B (en) Method for judging single-phase grounding fault of low-current grounding system
CN112782528B (en) Power distribution network fault section positioning method by utilizing PMU
CN115656702A (en) Power distribution network single-phase earth fault positioning method and system based on edge calculation
CN114252736A (en) Active power distribution network single-phase fault line selection method based on background harmonic
CN112505490A (en) Power distribution network single-phase earth fault line selection method based on mutual difference absolute value sum
Liu et al. Single-phase Grounding Fault Line Selection Method Based on the Difference of Electric Energy Information Between the Distribution End and the Load End

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
RJ01 Rejection of invention patent application after publication

Application publication date: 20210122

RJ01 Rejection of invention patent application after publication