CN108985546A - A kind of power transformer time-varying stoppage in transit methods of risk assessment considering weather conditions - Google Patents

A kind of power transformer time-varying stoppage in transit methods of risk assessment considering weather conditions Download PDF

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CN108985546A
CN108985546A CN201810536869.6A CN201810536869A CN108985546A CN 108985546 A CN108985546 A CN 108985546A CN 201810536869 A CN201810536869 A CN 201810536869A CN 108985546 A CN108985546 A CN 108985546A
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power transformer
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梁浩浩
吴杰康
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Guangdong University of Technology
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Abstract

The present invention provides a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions, method includes the following steps: S1. establishes the synthesis Weather Risk index system for influencing Operation Condition of Power Transformers;S2. according to the ageing failure probability of power transformer and random failure probability, the synthesis time-varying operation troubles probability of power transformer is obtained;S3. using the synthesis time-varying operation troubles probability of comprehensive Weather Risk index amendment power transformer, the power transformer time-varying stoppage in transit risk evaluation model for considering weather conditions is obtained.Power transformer time-varying stoppage in transit methods of risk assessment according to the present invention, the meteorologic factor for having larger impact to transformer stable operation is quantified, and the transformer fault outage model of meter and normal aging and random failure is optimized using obtained comprehensive Weather Risk index, the time-varying stoppage in transit risk model for further obtaining considering weather conditions, keeps the risk assessment of transformer more accurate.

Description

A kind of power transformer time-varying stoppage in transit methods of risk assessment considering weather conditions
Technical field
The present invention relates to electric power system operation risk assessment field more particularly to power transformer time-varying stoppage in transit risk assessment Method.
Background technique
With the continuous development of electric system, system scale is increasing, and structure becomes increasingly complex, and anything former capital may Serious harm is brought to electric system, or even brings significant damage to entire society.Therefore, the risk of discovery safe operation in time, Take counter-measure early, to guarantee safe operation of power system and to the reliable power supply of user it is particularly significant.And power transformer Device is one of the core equipment in electric system, and operational reliability is directly related to the safety and stability of entire power grid, so electric The stoppage in transit risk assessment of power transformer becomes particularly important.
The failure rate of transformer usually takes steady state value in the reliability assessment of traditional power transformer, still, in practical fortune In row environment, failure rate is a variations per hour, and especially under extreme weather environment, failure rate can be varied widely, so Consider that weather conditions are necessary in the risk assessment of transformer;Basis of the risk assessment as transformer risk-based maintenance, it is numerous Scholar establishes emerging Transformer State Assessment model, and more commonly used is Weibull distribution and Markov model, difference The normal aging and random failure process of transformer are described, both methods achieves preferable effect during single, but It is the combined influence that can not describe many factors in actual motion.
Each model advantage is integrated as a result, establishes the power transformer time-varying stoppage in transit risk evaluation model for considering weather conditions, Be conducive to ensure power grid security, the more real-time repair based on condition of component for accurately arranging transformer.
Summary of the invention
The purpose of the present invention is to overcome the shortcomings of the existing technology and deficiency, provides a kind of electric power change for considering weather conditions Depressor time-varying stoppage in transit methods of risk assessment.Power transformer time-varying stoppage in transit methods of risk assessment according to the present invention, to transformer Stable operation has the meteorologic factor of larger impact to be quantified, and using obtained comprehensive Weather Risk index optimize meter and The transformer fault outage model of normal aging and random failure further obtains the time-varying stoppage in transit risk mould for considering weather conditions Type keeps the risk assessment of transformer more accurate.
The purpose of the invention is achieved by the following technical solution:
A kind of power transformer time-varying stoppage in transit methods of risk assessment considering weather conditions, which is characterized in that including following Step:
S1. the synthesis Weather Risk index system for influencing Operation Condition of Power Transformers is established;
S2. according to the ageing failure probability of power transformer and random failure probability, when obtaining the synthesis of power transformer Become operation troubles probability;
S3. using the synthesis time-varying operation troubles probability of comprehensive Weather Risk index amendment power transformer, considered The power transformer time-varying stoppage in transit risk evaluation model of weather conditions.
Further, the step S1 is specifically included:
S101. according to the Meteorological Characteristics of research area of institute, relevant meteorological index is chosen to describe state of weather to electric power Running state of transformer bring influences;
S102. the weight of each meteorological index is calculated, can be played the role of in overall merit with each meteorological index of determination Size;
S103. it introduces extreme weather penalty factor to be modified the weight of each meteorological index, calculates comprehensive Weather Risk Index, to describe meteorological index to risk size brought by power transformer.
Further, the meteorological index includes: temperature, relative humidity, thunder and lightning, rainfall and filthy situation.
Further, the weight that each meteorological index is calculated using entropy assessment passes through the calculating to each meteorological index entropy Carry out the size of measurement index information content, so that it is guaranteed that the synthesis Weather Risk index system established can reflect the original of the overwhelming majority Beginning information.
Further, the comprehensive Weather Risk index is calculated using weigthed sums approach.
Further, the comprehensive Weather Risk index is modified using extreme weather penalty factor, extreme weather Penalty factor is bigger, shows that the severe degree of meteorological index is bigger, and the synthesis Weather Risk index accordingly obtained is also bigger, to electricity Risk brought by power transformer is also bigger.
Further, the normal aging risk of power transformer is described using Weibull distribution model, is calculated electric power and is become The ageing failure probability and its probability-distribution function of depressor, to carry out accurate failure point to the ageing process of power transformer Analysis and prediction.
Further, the random failure risk of power transformer is described using Markov model, calculates power transformer The random failure probability of device, objectively and accurately to assess the reliability of power transformer.
Further, the ageing failure probability and random failure probability of total probability formula combined power transformer, meter are utilized Calculation obtains the synthesis time-varying operation troubles probability of power transformer.
The present invention has the following advantages and effects with respect to the prior art:
A kind of power transformer time-varying stoppage in transit methods of risk assessment considering weather conditions provided by the present invention, quantization There is the meteorological index of larger impact to power transformer stable operation, is accurately lost in the ageing process to power transformer On the basis of effect analysis and prediction and the objectively and accurately reliability of assessment power transformer, and utilize obtained comprehensive gas As risk index optimizes the transformer fault outage model of meter and normal aging and random failure, further obtain considering weather The time-varying stoppage in transit risk model of factor, keeps the risk assessment of power transformer more accurate.
Power transformer time-varying stoppage in transit risk evaluation model established by the present invention be meteorological index, active time, in real time The comprehensive of the function of operating parameter is measured, and compared with conventional model, not only reflects accumulated time effect and real-time operating condition Influence to transformer fault rate, and can count and different weather situation, the leading lower transformer of complete perception different faults mechanism Synthesis time-varying probability of malfunction.
Detailed description of the invention
Fig. 1 is the flow chart of the step of the method for the present invention;
Fig. 2 is another flow chart of the step of the method for the present invention;
Fig. 3 is the flow chart that the weight of each meteorological index is calculated using entropy assessment.
Specific embodiment
Present invention will now be described in further detail with reference to the embodiments and the accompanying drawings, but embodiments of the present invention are unlimited In this.
Embodiment
As shown in Figure 1, a kind of power transformer time-varying stoppage in transit methods of risk assessment of consideration weather conditions of the invention, packet Include following steps:
S1. the synthesis Weather Risk index system for influencing Operation Condition of Power Transformers is established.Specially according to being studied The Meteorological Characteristics in area, choose relevant meteorological index to describe state of weather to Operation Condition of Power Transformers bring shadow It rings;Then each meteorological index weight is calculated;Calculate comprehensive Weather Risk index, and introduce extreme weather penalty factor to weight into Row amendment.
S2. according to the ageing failure probability of power transformer and random failure probability, when obtaining the synthesis of power transformer Become operation troubles probability.The ageing failure probability and random failure probability of power transformer are specially calculated separately, and using entirely New probability formula obtains the outage probability of power transformer.
S3. using the synthesis time-varying operation troubles probability of comprehensive Weather Risk index amendment power transformer, considered The power transformer time-varying stoppage in transit risk evaluation model of weather conditions.
Fig. 2 is another flow chart of the step of the method for the present invention, is that a kind of electric power of consideration weather conditions of the invention becomes Depressor time-varying stoppage in transit methods of risk assessment further realizes.
In step s101, according to the Meteorological Characteristics of research area of institute, it is vaporous to describe day to choose relevant meteorological index State influences Operation Condition of Power Transformers bring.The finger being affected to running state of transformer is chosen according to historical statistics Mark, comprising: temperature, relative humidity, thunder and lightning, rainfall and filthy situation.
In step s 102, the weight of each meteorological index is calculated, can be risen in overall merit with each meteorological index of determination The effect size arrived.Fig. 3 is the flow chart that the weight of each meteorological index is calculated using entropy assessment, using information entropy theory come objective Ground quantifies weather risk factor, entropy calculation formula are as follows:
Wherein, eiFor multiattribute Meteorological Characteristics entropy;D is total months or total time number of segment;yi,jAfter normalization Certain attribute meteorological factor value.
Corresponding weight is determined according to the effective information difference that each index provides, and passes through the meter to each meteorological index entropy The size for carrying out measurement index information content is calculated, so that it is guaranteed that the synthesis Weather Risk index system established can reflect the overwhelming majority Raw information.Shown in its weight computing formula such as formula (2):
Wherein, wiFor the weight of the entropy of each meteorological factor;
In step s 103, it introduces extreme weather penalty factor to be modified the weight of each meteorological index, calculates synthesis Weather Risk index, to describe meteorological index to risk size brought by power transformer.It is calculated using weigthed sums approach comprehensive Weather Risk index is closed, and it is modified using extreme weather penalty factor, shown in calculation formula such as formula (3):
Wherein, F is the synthesis Weather Risk index after the amendment of extreme weather penalty factor;Ri,jFor meteorological index whether Out-of-limit judgment variable, δs,iFor the given threshold of meteorological index i, if meteorological index is more than or equal to δs,i, then Ri,j=1, if meteorological Index is less than δs,i, then Ri,j=0;βiFor bad weather degree Dynamic gene, value 1 is defaulted.The severe degree of meteorological index is bigger, Corresponding punishment dynamics are also bigger, and the synthesis Weather Risk index F of response is also bigger, to risk brought by transformer It is accordingly bigger.
In step S104, the ageing process of power transformer is described using Weibull distribution, obtains its ageing failure Probability is shown in formula (5):
Wherein, PaFor the probability of transformer ageing failure;T is transformer active time;η is transformer life;α is shape Parameter.The normal aging risk that power transformer is described using Weibull distribution model, is calculated the old of power transformer Change failure probability and its probability-distribution function, to carry out accurate failure analysis and pre- to the ageing process of power transformer It surveys.
In step s105, the random failure process of power transformer is described using Markov model, establishing includes fortune Two state models of row state and malfunction solve transformer instantaneous state probability.Operation shape is indicated with 0 in modeling process State, 1 indicates malfunction, obtains running state of transformer probability and malfunction probability:
Wherein, fλAnd fμThe respectively failure rate and repair rate of transformer.
Closely and according to the operating status probability and malfunction probability of transformer, power transformer is objectively and accurately assessed Reliability.
In step s 106, using total probability formula that normal aging and random failure model is comprehensive, electric power is calculated Transformer synthesis time-varying operation troubles probability Pb
In step s 107, the meteorological index based on extreme weather penalty factor obtained in step s 103 is utilized It corrects the synthesis time-varying fault model obtained in step s 106, obtains considering that the power transformer time-varying of weather conditions is stopped transport Risk evaluation model, calculation formula such as:
Wherein, PbThe primary fault probability obtained for comprehensive Ageing Model and random failure model;P is based on real-time weather Revised transformer fault rate under state;δμFor the synthesis Weather Risk index lowest threshold of transformer, as F < δμWhen, transformation Device failure rate is smaller by inside even from weather, does not consider influence of the weather to transformer fault rate;z,ω,δμFor relevant parameter, It is calculated as the case may be.
The above embodiment is a preferred embodiment of the present invention, but embodiments of the present invention are not by above-described embodiment Limitation, other any changes, modifications, substitutions, combinations, simplifications made without departing from the spirit and principles of the present invention, It should be equivalent substitute mode, be included within the scope of the present invention.

Claims (9)

1. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions, which is characterized in that including following step It is rapid:
S1. the synthesis Weather Risk index system for influencing Operation Condition of Power Transformers is established;
S2. according to the ageing failure probability of power transformer and random failure probability, the synthesis time-varying fortune of power transformer is obtained Row probability of malfunction;
S3. it using the synthesis time-varying operation troubles probability of comprehensive Weather Risk index amendment power transformer, obtains considering weather The power transformer time-varying stoppage in transit risk evaluation model of factor.
2. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 1, It is characterized in that, the step S1 is specifically included:
S101. according to the Meteorological Characteristics of research area of institute, relevant meteorological index is chosen to describe state of weather to power transformer Device operating status bring influences;
S102. the weight of each meteorological index is calculated, size can be played the role of in overall merit with each meteorological index of determination;
S103. it introduces extreme weather penalty factor to be modified the weight of each meteorological index, calculates comprehensive Weather Risk index, To describe meteorological index to risk size brought by power transformer.
3. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 2, It is characterized in that, the meteorological index includes: temperature, relative humidity, thunder and lightning, rainfall and filthy situation.
4. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 2, It is characterized in that, the weight of each meteorological index is calculated using entropy assessment, measured by the calculating to each meteorological index entropy The size of indication information amount, so that it is guaranteed that the synthesis Weather Risk index system established can reflect the original letter of the overwhelming majority Breath.
5. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 2, It is characterized in that, calculates the comprehensive Weather Risk index using weigthed sums approach.
6. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 5, It is characterized in that, the comprehensive Weather Risk index is modified using extreme weather penalty factor, extreme weather penalty factor It is bigger, show that the severe degree of meteorological index is bigger, the synthesis Weather Risk index accordingly obtained is also bigger, to power transformer Brought risk is also bigger.
7. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 1, It is characterized in that, in the step S2, the normal aging risk of power transformer is described using Weibull distribution model, calculates electricity The ageing failure probability and its probability-distribution function of power transformer, so that the ageing process to power transformer is accurately lost Effect analysis and prediction.
8. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 1, It is characterized in that, in the step S2, the random failure risk of power transformer is described using Markov model, calculates electric power The random failure probability of transformer, objectively and accurately to assess the reliability of power transformer.
9. a kind of power transformer time-varying stoppage in transit methods of risk assessment for considering weather conditions according to claim 1, It is characterized in that, it is general using the ageing failure probability and random failure of total probability formula combined power transformer in the step S2 The synthesis time-varying operation troubles probability of power transformer is calculated in rate.
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CN112116276A (en) * 2020-09-29 2020-12-22 广东电网有限责任公司广州供电局 Transformer substation operation risk assessment method considering time-varying state of electrical main equipment
CN112183976A (en) * 2020-09-18 2021-01-05 国电南瑞科技股份有限公司 Distribution transformer risk assessment model construction method, risk assessment method and system
CN113177293A (en) * 2021-04-06 2021-07-27 国网浙江省电力有限公司湖州供电公司 Transformer evaluation method considering lightning stroke influence

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CN109858768A (en) * 2018-12-31 2019-06-07 浙江大学华南工业技术研究院 Consider the comprehensive energy electric-thermal net methods of risk assessment of comprehensive time-varying outage model
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CN110796368B (en) * 2019-10-23 2020-06-02 北方工业大学 Bayesian network-based dynamic risk assessment method and device for community power distribution network
CN110990792A (en) * 2019-12-05 2020-04-10 国网湖南省电力有限公司 Power grid equipment icing fault rate calculation method considering meteorological factors
CN110990792B (en) * 2019-12-05 2023-05-16 国网湖南省电力有限公司 Power grid equipment icing fault rate calculation method considering meteorological factors
CN112183976A (en) * 2020-09-18 2021-01-05 国电南瑞科技股份有限公司 Distribution transformer risk assessment model construction method, risk assessment method and system
CN112183976B (en) * 2020-09-18 2022-08-26 国电南瑞科技股份有限公司 Distribution transformer risk assessment model construction method, risk assessment method and system
CN112116276A (en) * 2020-09-29 2020-12-22 广东电网有限责任公司广州供电局 Transformer substation operation risk assessment method considering time-varying state of electrical main equipment
CN113177293A (en) * 2021-04-06 2021-07-27 国网浙江省电力有限公司湖州供电公司 Transformer evaluation method considering lightning stroke influence

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Application publication date: 20181211