CN104376400A - Risk assessment method based on fuzzy matrix and analytic hierarchy process - Google Patents

Risk assessment method based on fuzzy matrix and analytic hierarchy process Download PDF

Info

Publication number
CN104376400A
CN104376400A CN201410583777.5A CN201410583777A CN104376400A CN 104376400 A CN104376400 A CN 104376400A CN 201410583777 A CN201410583777 A CN 201410583777A CN 104376400 A CN104376400 A CN 104376400A
Authority
CN
China
Prior art keywords
risk
fuzzy
matrix
evaluation
risk assessment
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
CN201410583777.5A
Other languages
Chinese (zh)
Inventor
高源�
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.)
Guangzhou Central And Southern Civil Aviation Air Traffic Management Communication Network Technology Co Ltd
Original Assignee
Guangzhou Central And Southern Civil Aviation Air Traffic Management Communication Network Technology Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Guangzhou Central And Southern Civil Aviation Air Traffic Management Communication Network Technology Co Ltd filed Critical Guangzhou Central And Southern Civil Aviation Air Traffic Management Communication Network Technology Co Ltd
Priority to CN201410583777.5A priority Critical patent/CN104376400A/en
Publication of CN104376400A publication Critical patent/CN104376400A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0635Risk analysis of enterprise or organisation activities

Landscapes

  • Business, Economics & Management (AREA)
  • Human Resources & Organizations (AREA)
  • Engineering & Computer Science (AREA)
  • Strategic Management (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Economics (AREA)
  • Operations Research (AREA)
  • Game Theory and Decision Science (AREA)
  • Development Economics (AREA)
  • Marketing (AREA)
  • Educational Administration (AREA)
  • Quality & Reliability (AREA)
  • Tourism & Hospitality (AREA)
  • Physics & Mathematics (AREA)
  • General Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The invention discloses a risk assessment method based on a fuzzy matrix and an analytic hierarchy process. The risk assessment method based on the fuzzy matrix and the analytic hierarchy process comprises the steps that a plurality of evaluation indexes are set to generate an evaluation index domain; a plurality of evaluation scales are set to generate an evaluation scale domain, and each evaluation scale corresponds to a scale fuzzy subset; the membership of a dangerous source for each scale fuzzy subset is calculated, and a membership matrix is constructed; weight vectors of the evaluation indexes are calculated; a fuzzy comprehensive evaluation result vector of the dangerous source is synthesized; a risk assessment value is calculated; a risk value is calculated, and the risk condition of the dangerous source is judged according to a risk matrix and the risk value. Through the application of the fuzzy matrix and the analytic hierarchy process in risk assessment, the risk assessment method is used for analyzing various undetermined factors and indexes in the risk assessment process; first-scale indexes and second-scale indexes are set for evaluation from multiple aspects, so that analysis is more comprehensive and a danger value of possibility and a danger value of severity are formed; curving of a risky area chart guarantees stable risk conditions of the dangerous source.

Description

Based on the methods of risk assessment of fuzzy matrix analytical hierarchy process
Technical field
The present invention relates to aviation management domain, particularly relate to a kind of methods of risk assessment based on fuzzy matrix analytical hierarchy process.
Background technology
Aloft in traffic administration, the factor affecting risk is normally uncertain.In risk assessment process, have the character of a lot of influence factor and movable numeral of cannot using to carry out quantitative description, result cannot judge by single criterion, and therefore the fuzzy mathematics method that adopts processes more.
American scholar L.A.Zadeth proposes the concept of fuzzy set first in nineteen sixty-five, to fuzzy behavior and movable Modling model.Fuzzy mathematics transfers to continuous logic from the basis of two-valued function, absolute "Yes" and " non-" are become thing more flexibly, goes to process blooming with strict mathematical method.
In addition, analytical hierarchy process (Analytic Hierarchy Process is called for short AHP) is also conventional means, it is that the one of teaching T.L.Satty proposition by the U.S.'s operational research eighties in 20th century is easy, flexible and practical criteria decision-making method, PROBLEM DECOMPOSITION is different compositing factors according to the character of problem and the target that will reach by it, and pressed different levels gathering combination according to the interrelated impact between factor and membership, form a multi-level analytical structure model, then layer analysis is pressed, final acquisition lowermost layer factor is for the importance weight of top (general objective).
At present, aloft in traffic administration, conventional Forecasting Methodology mainly contains:
Expert prediction method, refers to and forms by multiple expert a kind of method that expert group carries out risk profile, be also called " expert survey ".Two kinds of modes can be divided into: (1) tissue relevant expert investigate, then be drawn the conclusion of prediction by the mode discussion of forum; (2) Delphi approach, when transporting in this way, by coordinator with note formats, issue table is sent to relevant expert, require that expert clearly answers the problem listed by issue table, after the coordinated person's induction-arrangement of test paper of results and analysis, then result is sent to expert with the form of letters.But expert opinion may not necessarily reflect objective reality, and the responsibility of each expert is comparatively disperseed, and the flexible strategy of estimation should not be determined, therefore, is generally only applicable to the prediction of total value, and for poor reliability when region, customer base, product category.
LEC risk assessment method, full name operation risk analysis method is a kind of dangerous quantitative calculation method.According to identification of dangerous source record, quantitatively calculate the risk that each dangerous matter sources is brought, determine and do Risks, list inventory and issue, plannedly to control risk.The computing method adopted: D=L × E × C, wherein: D is value-at-risk, L is the possibility size had an accident, and E is the frequent degree being exposed to hazardous environment, and C is the consequence produced that has an accident.But LEC risk assessment method, in the division to danger classes, is by virtue of experience judge to a certain extent, has its limitation during application, and it is a kind of local evaluation of operation, therefore can not generally be suitable for.
Summary of the invention
Technical matters to be solved by this invention is, a kind of methods of risk assessment based on fuzzy matrix analytical hierarchy process is provided, the application in risk assessment by fuzzy matrix and analytical hierarchy process, analyzes the various uncertain factors occurred in risk assessment process, index.
In order to solve the problems of the technologies described above, the invention provides a kind of methods of risk assessment based on fuzzy matrix analytical hierarchy process, comprising: formulate multiple evaluation index by the expert group evaluating dangerous matter sources and generate evaluation index territory; Formulate multiple opinion rating by the expert group evaluating dangerous matter sources and generate opinion rating territory, the corresponding grade fuzzy subset of each opinion rating; According to described evaluation index, calculate dangerous matter sources respectively to the degree of membership of described grade fuzzy subset, build subordinated-degree matrix; Reference level fractional analysis calculates the weight vectors of described evaluation index; The fuzzy overall evaluation result vector of dangerous matter sources is synthesized according to described subordinated-degree matrix and weight vectors; According to described weight vectors and fuzzy overall evaluation result vector calculation risk evaluation of estimate; According to described risk assessment value calculation risk value, judge the risk situation of dangerous matter sources according to risk Metrics and described value-at-risk.
As the improvement of such scheme, described evaluation index is made up of first class index, and described first class index comprises people, machine, ring, pipe; Described first class index is made up of two-level index; Described people comprises the impact of foreign nationality's unit, controller's duty, teams and groups' resource management; Described machine comprises airborne equipment state, control automated system state, radar terminal state; Described ring comprises the cleanliness of aerial weather condition, warship active situation, workplace; Described pipe comprises the on-the-job training of control student, the validity of risk management, control operation program.
As the improvement of such scheme, described opinion rating comprises possibility opinion rating, severity ratings grade; Described possibility opinion rating comprises extremely can not, seldom may, may, quite may, completely may; Described severity ratings grade comprise can ignore, slight, serious, dangerous, disaster.
As the improvement of such scheme, the method for the weight vectors of described reference level fractional analysis Calculation Estimation index comprises: according to the relative importance development of judgment matrix of described evaluation index; According to the weight vectors of described judgment matrix determination evaluation index; Consistency check is carried out to described judgment matrix.
As the improvement of such scheme, the method for the described relative importance development of judgment matrix according to evaluation index comprises: the Scale Method development of judgment matrix adopting 1,3,5,7,9 and inverse.
As the improvement of such scheme, describedly determine that the method for the weight vectors of evaluation index comprises: by Maximum characteristic root and the described Maximum characteristic root characteristic of correspondence vector of judgment matrix described in power method iterative computation; Described proper vector is normalized.
As the improvement of such scheme, described the method that judgment matrix carries out consistency check to be comprised: calculate coincident indicator CI; Calculate Aver-age Random Consistency Index RI; When random Consistency Ratio time, then the consistance of judgment matrix can accept, otherwise the consistance of judgment matrix is unacceptable, needs to rebuild judgment matrix and redefines weight vectors.
As the improvement of such scheme, the described method according to weight vectors and fuzzy overall evaluation result vector calculation risk evaluation of estimate comprises: according to described weight vectors and fuzzy overall evaluation result vector synthesis comprehensive evaluation vector; Adopt parameter characterization method to process described comprehensive evaluation vector, generate the risk assessment value of opinion rating.
As the improvement of such scheme, describedly judge that the method for the risk situation of dangerous matter sources comprises according to risk Metrics and described value-at-risk: described risk Metrics is divided into unacceptable region, need alleviates region and acceptable area; If described value-at-risk is in unacceptable region, then the risk situation of dangerous matter sources is unacceptable; Need alleviate in region if described value-at-risk is in, then the risk situation of dangerous matter sources is alleviated for needing; If described value-at-risk is in acceptable area, then the risk situation of dangerous matter sources is for accepting.
Implement the present invention, there is following beneficial effect:
The present invention is based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, the application in risk assessment by fuzzy matrix and analytical hierarchy process, can analyze the various uncertain factors occurred in risk assessment process, index.
First class index, two-level index being set, by considering from people, machine, ring, pipe four aspects, analyzing more comprehensive.
Employing arranges weight, and the mode that each factor index contrasts mutually is evaluated, thus forms the dangerous values of a possibility, seriousness.
Risk zones figure's is curved, ensures that the risk situation of dangerous matter sources is stablized.
Accompanying drawing explanation
Fig. 1 is the embodiment process flow diagram of the methods of risk assessment that the present invention is based on fuzzy matrix analytical hierarchy process;
Fig. 2 is the embodiment process flow diagram of the weight vectors of reference level fractional analysis Calculation Estimation index in the methods of risk assessment that the present invention is based on fuzzy matrix analytical hierarchy process;
Fig. 3 is the methods of risk assessment risk area schematic that the present invention is based on fuzzy matrix analytical hierarchy process.
Embodiment
For making the object, technical solutions and advantages of the present invention clearly, below in conjunction with accompanying drawing, the present invention is described in further detail.
Fig. 1 is the first embodiment process flow diagram of the methods of risk assessment that the present invention is based on fuzzy matrix analytical hierarchy process, comprising:
S101, formulates multiple evaluation index by the expert group evaluating dangerous matter sources and generates evaluation index territory.
Such as, P evaluation index can be recommended out to generate evaluation index territory, u={u by the collective of expert group evaluating dangerous matter sources 1, u 2..., u p.
More preferably, described evaluation index is made up of first class index, and described first class index comprises people, machine, ring, pipe.Described first class index is made up of two-level index, and two-level index comprises the impact of foreign nationality's unit, controller's duty, teams and groups' resource management, airborne equipment state, control automated system state, radar terminal state, aerial weather condition, warship active situation, the cleanliness of workplace, the on-the-job training of control student, the validity of risk management, control operation program.Wherein, described people comprises the impact of foreign nationality's unit, controller's duty, teams and groups' resource management; Described machine comprises airborne equipment state, control automated system state, radar terminal state; Described ring comprises the cleanliness of aerial weather condition, warship active situation, workplace; Described pipe comprises the on-the-job training of control student, the validity of risk management, control operation program.
S102, formulates multiple opinion rating by the expert group evaluating dangerous matter sources and generates opinion rating territory.
Correspondingly, the corresponding grade fuzzy subset of each opinion rating.
Such as, can elect and select M opinion rating and form opinion rating territory, v={v by evaluating the collective of expert group of dangerous matter sources 1, v 2..., v m.
More preferably, described opinion rating comprises possibility opinion rating, severity ratings grade; Wherein, described possibility opinion rating comprises extremely impossible, few possibility, possibility, quite possibility, completely possibility; Described severity ratings grade comprise can ignore, slight, serious, dangerous, disaster.That is, possibility opinion rating=and extremely impossible, seldom possibility, may, quite possibility, completely possibility }, severity ratings grade=can ignore, slight, serious, dangerous, disaster }.
It should be noted that, in the fuzzy overall evaluation of blank pipe risk management, usually use analytical hierarchy process to determine the relative importance of evaluation index.
Such as, destination layer evaluation index is uA={uA 1, uA 2}={ possibility, seriousness }, destination layer index is made up of first class index, uA 1=uA 2={ uB 1, uB 2, uB 3, uB 4}={ people, machine, ring, pipe }, first class index is made up of two-level index, Ub 1={ uC 1, uC 2..., uC p, i=1,2,3,4.
S103, according to described evaluation index, calculates dangerous matter sources respectively to the degree of membership of described grade fuzzy subset, builds subordinated-degree matrix.
It should be noted that, after constructing grade fuzzy subset, need one by one to dangerous matter sources from each evaluation index u i(i=1,2 ..., quantize p), namely determine from single index, commented the degree of membership of dangerous matter sources In Grade fuzzy subset (R ︱ u i), thus obtain subordinated-degree matrix:
R = R | u 1 R | u 2 . . . R | u p = r 11 r 12 . . . r 1 m r 21 r 22 . . . r 2 m . . . . . . . . . . . . r p 1 r p 2 . . . r pm p . m
I-th row jth column element r in matrix R ij, represent that dangerous matter sources is from evaluation index u ito v jthe degree of membership of grade fuzzy subset.In the evaluation of dangerous matter sources, subordinated-degree matrix has reflected the level condition that expert group is recommended in possibility, seriousness each index.
S104, reference level fractional analysis calculates the weight vectors of described evaluation index.
It should be noted that, weight vectors represents the relative importance sequence of each evaluation index, i.e. the distribution of weight.
It should be noted that, for multi-level Comprehensive Evaluation Problem, fuzzy comprehensive evoluation process is progressively carried out to high-level by low level.Respectively its respective judgment matrix being constructed to first class index and two-level index, by calculating Maximum characteristic root and consistency check, drawing rational weight vectors.
S105, synthesizes the fuzzy overall evaluation result vector of dangerous matter sources according to described subordinated-degree matrix and weight vectors.
Such as, by weight vectors A and respectively commented the subordinated-degree matrix R of dangerous matter sources to synthesize, obtain the fuzzy overall evaluation result vector B of dangerous matter sources.That is:
Wherein, b 1be obtained by the jth column operations of weight vectors A and subordinated-degree matrix R, it represents that dangerous matter sources is seen on the whole to v jthe subjection degree of grade fuzzy subset.
S106, according to described weight vectors and fuzzy overall evaluation result vector calculation risk evaluation of estimate.
More preferably, the described method according to weight vectors and fuzzy overall evaluation result vector calculation risk evaluation of estimate comprises:
A1, synthesizes comprehensive evaluation vector V according to described weight vectors A and fuzzy overall evaluation result vector B.
A2, adopts parameter characterization method to process described comprehensive evaluation vector, generates the risk assessment value of opinion rating.
It should be noted that, fuzzy evaluating matrix corresponding to one-level evaluation index is formed by people, machine, ring, pipe four evaluation result vectors, calculate comprehensive evaluation vector V=A o B, parameter characterization method is finally adopted to process comprehensive evaluation vector, draw the risk assessment value P of possibility respectively, the risk assessment value S of seriousness.
S107, according to described risk assessment value calculation risk value, judges the risk situation of dangerous matter sources according to risk Metrics and described value-at-risk.
It should be noted that, described opinion rating comprises possibility opinion rating, severity ratings grade, and correspondingly, risk assessment value comprises the risk assessment value P of possibility and the risk assessment value S of seriousness.
Calculate the risk assessment value P of the possibility of dangerous matter sources and the risk assessment value S of seriousness according to step S106 after, final value-at-risk P × S can be calculated.
More preferably, describedly judge that the method for the risk situation of dangerous matter sources comprises according to risk Metrics and described value-at-risk:
Described risk Metrics is divided into unacceptable region, need alleviates region and acceptable area;
If described value-at-risk is in unacceptable region, then the risk situation of dangerous matter sources is unacceptable;
Need alleviate in region if described value-at-risk is in, then the risk situation of dangerous matter sources is alleviated for needing;
If described value-at-risk is in acceptable area, then the risk situation of dangerous matter sources is for accepting.
As shown in Figure 3, the horizontal ordinate that described risk Metrics is drawn is severity ratings grade, and ordinate is possibility opinion rating.Described risk Metrics is divided into unacceptable region, need alleviates region and acceptable area.
Certain region dropping on risk Metrics according to value-at-risk judge this dangerous matter sources be acceptable, need to alleviate or unacceptable.
It should be noted that, the risk zones that this method divides is zone of dispersion, different with the risk assessment value S of seriousness for the risk assessment value P of possibility, but the situation that integrated risk value P × S-phase is same, different risk zones may be dropped on.Therefore, risk zones adopts curve risk zones to judge, ensures that the risk situation of dangerous matter sources is stablized.
Fig. 2 is the embodiment process flow diagram of the weight vectors of reference level fractional analysis Calculation Estimation index in the methods of risk assessment that the present invention is based on fuzzy matrix analytical hierarchy process, comprising:
S201, according to the relative importance development of judgment matrix of described evaluation index.
More preferably, the method for the described relative importance development of judgment matrix according to evaluation index comprises: the Scale Method development of judgment matrix adopting 1,3,5,7,9 and inverse.
It should be noted that, judgment matrix reflects the understanding of expert group to each evaluation index relative importance, adopts the Scale Method development of judgment matrix of 1,3,5,7,9 and inverse in blank pipe risk management is normal.The value of judgment matrix respective element then gets this ratio, i.e. judgment matrix S=(u ij) p × P.
S202, according to the weight vectors of described judgment matrix determination evaluation index.
More preferably, describedly determine that the method for the weight vectors of evaluation index comprises:
C1, by Maximum characteristic root and the described Maximum characteristic root characteristic of correspondence vector of judgment matrix described in power method iterative computation.
C2, is normalized described proper vector.
It should be noted that, go out the Maximum characteristic root λ of judgment matrix S by power method iterative computation maxand Maximum characteristic root λ maxcorresponding proper vector A (a 1, a 2..., a p), this proper vector is exactly the relative importance sequence of each evaluation index, i.e. the distribution of weight.Then, proper vector normalization is formed weight vectors, namely a i>=0, i=1,2 ..., n.
S203, carries out consistency check to described judgment matrix.
More preferably, described the method that judgment matrix carries out consistency check to be comprised:
D1, calculates coincident indicator CI,
D2, calculates Aver-age Random Consistency Index RI;
D3, when random Consistency Ratio time, then the consistance of judgment matrix can accept, otherwise the consistance of judgment matrix is unacceptable, needs to rebuild judgment matrix and redefines weight vectors.
It should be noted that, with random method construct 500 sample matrix, fill up the upper triangle of sample matrix randomly with 1,3,5,7,9 and the Scale Method of inverse, make the every numerical value of principal diagonal be 1, corresponding transposition position then adopts the inverse of correspondence position random number.To each its consistance of random sample matrix computations desired value CI, on average namely Aver-age Random Consistency Index RI is obtained to these coincident indicator value CI.When random Consistency Ratio time, think the consistance that the result of importance ranking is satisfied, namely the distribution of weight vectors is rational; Otherwise, the element value of judgment matrix be adjusted, redistribute weight vectors.
Below in conjunction with specific embodiment, the present invention is described in further detail.
Possibility assessment is carried out to dangerous matter sources " district adjusts Power supply alteration event ", formulates evaluation index:
Table 1 " district adjusts Power supply alteration event " possibility evaluation index:
According to expert group's marking situation Judgement Matricies S respectively, and calculate respective weights vector.Show that index weights at different levels distributes after the Weight each expert calculated is average:
Table 2 possibility two-level index weight calculation result gathers
People Foreign nationality's unit affects Controller's duty Teams and groups' resource management Weight
Foreign nationality's unit affects 1 0.48750 0.86250 0.15870
Controller's duty 2.05128 1 1.87500 0.54890
Teams and groups' resource management 1.15942 0.53333 1 0.29240
Machine Airborne equipment state Control automated system state Radar terminal state Weight
Airborne equipment state 1 0.73750 0.61250 0.21096
Control automated system state 1.35593 1 1.87500 0.45028
Radar terminal state 1.63265 0.53333 1 0.33876
Ring Aerial weather condition Army's boat active situation The cleanliness of workplace Weight
Aerial weather condition 1 0.52083 0.75000 0.19371
[0086]
Army's boat active situation 1.92000 1 0.91667 0.34795
The cleanliness of workplace 1.33333 1.09091 1 0.45834
Pipe The on-the-job training of control student The validity of risk management Control operation program Weight
The on-the-job training of control student 1 0.50000 0.75000 0.11634
The validity of risk management 2.00000 1 0.41667 0.32678
Control operation program 1.33333 2.40000 1 0.55688
Table 3 possibility first class index weight calculation result gathers
People Machine Ring Pipe Weight
People 1 0.75000 0.83333 1.12500 0.21573
Machine 1.33333 1 1.33333 0.70833 0.24697
Ring 1.20000 0.75000 1 0.75000 0.23567
Pipe 0.88889 1.41176 1.33333 1 0.30163
According to the recommended case structure subordinated-degree matrix R of expert group to possibility grade:
Table 4 possibility index subordinated-degree matrix
The fuzzy overall evaluation result vector of first order calculation index is
In like manner calculate
B machine=(0.38034,0.53497,0.08469,0,0)
B ring=(0.1838425,0.4724025,0.343755,0,0)
B pipe=(0.16895,0.83105,0,0,0)
B people, B machine, B ring, B pipeform first class index people, machine, ring, fuzzy evaluating matrix that pipe is corresponding
B = 0.192125 0.733875 0.0731 0 0 0.38034 0.53497 0.08469 0 0 0.1838425 0.4724025 0.343755 0 0 0.16895 0.83105 0 0 0
Comprehensive evaluation vector
Process comprehensive evaluation vector by parameter characterization method, it is as follows that quantitative criterion is evaluated in setting:
Quantitative criterion evaluated by table 5
Evaluate quantitatively Opinion rating
[0,2] Extremely impossible
(2,4] Few possibility
(4,6] May
(6,8] Quite may
(8,10] Complete possibility
Finally calculate the risk assessment value of possibility:
P=0.22967×2+0.65244×4+0.11770×6+0×8+0×10)=3.7753
Namely the possibility of this dangerous matter sources is seldom may.The risk assessment value S of the severity value calculating dangerous matter sources can be continued with said method, and draw final integrated risk value P × S.
As from the foregoing, the present invention is based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, the application in risk assessment by fuzzy matrix and analytical hierarchy process, can analyze the various uncertain factors occurred in risk assessment process, index; By considering from people, machine, ring, pipe four aspects; Employing arranges weight, and the mode that each factor index contrasts mutually is evaluated, thus forms the dangerous values of a possibility, seriousness; Risk zones figure's is curved, ensures that the risk situation of dangerous matter sources is stablized.
The above is the preferred embodiment of the present invention; it should be pointed out that for those skilled in the art, under the premise without departing from the principles of the invention; can also make some improvements and modifications, these improvements and modifications are also considered as protection scope of the present invention.

Claims (9)

1. based on a methods of risk assessment for fuzzy matrix analytical hierarchy process, it is characterized in that, comprising:
Formulate multiple evaluation index by the expert group evaluating dangerous matter sources and generate evaluation index territory;
Formulate multiple opinion rating by the expert group evaluating dangerous matter sources and generate opinion rating territory, the corresponding grade fuzzy subset of each opinion rating;
According to described evaluation index, calculate dangerous matter sources respectively to the degree of membership of described grade fuzzy subset, build subordinated-degree matrix;
Reference level fractional analysis calculates the weight vectors of described evaluation index;
The fuzzy overall evaluation result vector of dangerous matter sources is synthesized according to described subordinated-degree matrix and weight vectors;
According to described weight vectors and fuzzy overall evaluation result vector calculation risk evaluation of estimate;
According to described risk assessment value calculation risk value, judge the risk situation of dangerous matter sources according to risk Metrics and described value-at-risk.
2., as claimed in claim 1 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that,
Described evaluation index is made up of first class index, and described first class index comprises people, machine, ring, pipe;
Described first class index is made up of two-level index;
Described people comprises the impact of foreign nationality's unit, controller's duty, teams and groups' resource management;
Described machine comprises airborne equipment state, control automated system state, radar terminal state;
Described ring comprises the cleanliness of aerial weather condition, warship active situation, workplace;
Described pipe comprises the on-the-job training of control student, the validity of risk management, control operation program.
3., as claimed in claim 1 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that, described opinion rating comprises possibility opinion rating, severity ratings grade;
Described possibility opinion rating comprises extremely can not, seldom may, may, quite may, completely may;
Described severity ratings grade comprise can ignore, slight, serious, dangerous, disaster.
4., as claimed in claim 1 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that, the method for the weight vectors of described reference level fractional analysis Calculation Estimation index comprises:
According to the relative importance development of judgment matrix of described evaluation index;
According to the weight vectors of described judgment matrix determination evaluation index;
Consistency check is carried out to described judgment matrix.
5. as claimed in claim 4 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that, the method for the described relative importance development of judgment matrix according to evaluation index comprises: the Scale Method development of judgment matrix adopting 1,3,5,7,9 and inverse.
6. as claimed in claim 4 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that, describedly determine that the method for the weight vectors of evaluation index comprises:
By Maximum characteristic root and the described Maximum characteristic root characteristic of correspondence vector of judgment matrix described in power method iterative computation;
Described proper vector is normalized.
7. as claimed in claim 4 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that, described the method that judgment matrix carries out consistency check to be comprised:
Calculate coincident indicator CI;
Calculate Aver-age Random Consistency Index RI;
When random Consistency Ratio time, then the consistance of judgment matrix can accept, otherwise the consistance of judgment matrix is unacceptable, needs to rebuild judgment matrix and redefines weight vectors.
8., as claimed in claim 1 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that, the described method according to weight vectors and fuzzy overall evaluation result vector calculation risk evaluation of estimate comprises:
According to described weight vectors and fuzzy overall evaluation result vector synthesis comprehensive evaluation vector;
Adopt parameter characterization method to process described comprehensive evaluation vector, generate the risk assessment value of opinion rating.
9. as claimed in claim 1 based on the methods of risk assessment of fuzzy matrix analytical hierarchy process, it is characterized in that, describedly judge that the method for the risk situation of dangerous matter sources comprises according to risk Metrics and described value-at-risk:
Described risk Metrics is divided into unacceptable region, need alleviates region and acceptable area;
If described value-at-risk is in unacceptable region, then the risk situation of dangerous matter sources is unacceptable;
Need alleviate in region if described value-at-risk is in, then the risk situation of dangerous matter sources is alleviated for needing;
If described value-at-risk is in acceptable area, then the risk situation of dangerous matter sources is for accepting.
CN201410583777.5A 2014-10-27 2014-10-27 Risk assessment method based on fuzzy matrix and analytic hierarchy process Pending CN104376400A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201410583777.5A CN104376400A (en) 2014-10-27 2014-10-27 Risk assessment method based on fuzzy matrix and analytic hierarchy process

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201410583777.5A CN104376400A (en) 2014-10-27 2014-10-27 Risk assessment method based on fuzzy matrix and analytic hierarchy process

Publications (1)

Publication Number Publication Date
CN104376400A true CN104376400A (en) 2015-02-25

Family

ID=52555295

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201410583777.5A Pending CN104376400A (en) 2014-10-27 2014-10-27 Risk assessment method based on fuzzy matrix and analytic hierarchy process

Country Status (1)

Country Link
CN (1) CN104376400A (en)

Cited By (55)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104657915A (en) * 2015-03-10 2015-05-27 国家电网公司 Dynamic self-adaptive power system terminal security threat evaluation method
CN105260861A (en) * 2015-11-25 2016-01-20 海南电网有限责任公司 Comprehensive risk assessment method for electric vehicle battery replacement station
CN105404736A (en) * 2015-11-17 2016-03-16 南昌航空大学 Multi-source confidence fuzzy information based severity calculation method
CN105678652A (en) * 2015-11-05 2016-06-15 交通运输部公路科学研究所 Slope construction safety risk assessment system based on GIS and index system method
CN106203123A (en) * 2015-05-06 2016-12-07 北大方正集团有限公司 A kind of wireless sense network safe evaluation method and device
CN106251085A (en) * 2016-08-10 2016-12-21 中交公局海威工程建设有限公司 A kind of methods of risk assessment and device
CN106295332A (en) * 2016-08-30 2017-01-04 湖北工业大学 Based on interval number and the Information Security Risk Assessment Methods of ideal solution
CN106548272A (en) * 2016-10-13 2017-03-29 中国电力科学研究院 A kind of electric automobile fills the evaluation methodology of facility combination property soon
CN106600116A (en) * 2016-11-28 2017-04-26 北京城市排水集团有限责任公司 Sludge plate frame dewatering effect evaluation method based on FAHP method
CN107563605A (en) * 2017-08-10 2018-01-09 中国石油天然气股份有限公司 The determination method and apparatus of oil gas field advantageous type
CN107844653A (en) * 2017-11-10 2018-03-27 中国石油天然气股份有限公司 A kind of reservoir water drive potentiality to be exploited integrated evaluating method and device
CN108009510A (en) * 2017-12-12 2018-05-08 中国人民公安大学 Security situation analysis method and device
CN108045374A (en) * 2017-10-24 2018-05-18 山东理工大学 A kind of intelligent electric vehicle autonomous driving decision-making technique for taking into account driving economy
CN108122061A (en) * 2016-11-30 2018-06-05 中国航空工业集团公司成都飞机设计研究所 Aircraft equipment software reusage degree stage division based on Danger Indexes index matrix
CN108345975A (en) * 2017-01-24 2018-07-31 中国石油化工股份有限公司 A kind of oil depot Failure risk evaluation method and device
CN108510146A (en) * 2017-12-28 2018-09-07 国家安全生产监督管理总局通信信息中心 Safety of Coal Mine Production method for prewarning risk and system
CN108764684A (en) * 2018-05-21 2018-11-06 山东大学 Intelligent box substation health state evaluation method based on Fuzzy AHP
CN108764665A (en) * 2018-05-15 2018-11-06 国网吉林省电力有限公司电力科学研究院 A kind of device and method for power station staff's occupational health risk assessment
CN109636243A (en) * 2019-01-03 2019-04-16 深圳壹账通智能科技有限公司 Model fault detection method, device, computer equipment and storage medium
CN109919411A (en) * 2019-01-09 2019-06-21 天津市市政工程设计研究院 A kind of urban waterlogging disaster alarm grade appraisal procedure
CN109934447A (en) * 2018-10-31 2019-06-25 国网安徽省电力有限公司宿州供电公司 A kind of Fuzzy Synthetic Evaluation of secondary equipment of intelligent converting station efficiency
CN110443464A (en) * 2019-07-12 2019-11-12 中航物业管理有限公司 A kind of property risk management and control basis setting method of wisdom property plateform system
CN110443521A (en) * 2019-08-15 2019-11-12 中国国际航空股份有限公司 Flight operation risk acquisition methods, system and computer equipment
CN110472869A (en) * 2019-08-15 2019-11-19 中国国际航空股份有限公司 Flight operation risk calculation method, device, equipment and readable storage medium storing program for executing
CN110569192A (en) * 2019-09-05 2019-12-13 中煤科工集团重庆研究院有限公司 Self-diagnosis method for coal mine safety monitoring system
CN111062578A (en) * 2019-11-25 2020-04-24 水利部牧区水利科学研究所 Comprehensive drought resistance assessment method, device, equipment and storage medium
CN111062500A (en) * 2019-12-05 2020-04-24 国网电力科学研究院武汉南瑞有限责任公司 Power equipment evaluation method based on discrete fuzzy number and analytic hierarchy process
CN111242504A (en) * 2020-01-23 2020-06-05 南京工业大学 Coal gasification device risk probability calculation method based on domino effect
CN111414581A (en) * 2020-03-09 2020-07-14 内蒙古科技大学 Improved L EC risk potential double prevention system construction method
CN111553593A (en) * 2020-04-27 2020-08-18 上海应用技术大学 Safety risk assessment method and system for urban street tree
CN111708986A (en) * 2020-05-29 2020-09-25 四川旷谷信息工程有限公司 Pipe gallery state parameter measuring method
CN111724010A (en) * 2019-03-19 2020-09-29 上海汽车集团股份有限公司 Method and device for determining danger level
CN111768057A (en) * 2019-04-02 2020-10-13 中国农业大学 DAS protection effect evaluation method and device
CN111882210A (en) * 2020-07-27 2020-11-03 陕西延长石油(集团)有限责任公司 Gas field overall layout evaluation method based on multi-level fuzzy comprehensive evaluation
CN112070419A (en) * 2020-09-23 2020-12-11 交通运输部公路科学研究所 Risk degree quantification method for potential dangerous situations of automobile driving
CN112101757A (en) * 2020-09-03 2020-12-18 湖北文理学院 Deep foundation pit construction safety risk assessment method and system
CN112308387A (en) * 2020-10-20 2021-02-02 深圳思为科技有限公司 Client intention degree evaluation method and device and cloud server
CN112348391A (en) * 2020-11-18 2021-02-09 贵州省气象灾害防御技术中心 Regional lightning disaster risk assessment method
CN112418694A (en) * 2020-11-28 2021-02-26 国网河南省电力公司经济技术研究院 Evaluation method for operation risk degree of power distribution network
CN112434931A (en) * 2020-11-20 2021-03-02 首钢京唐钢铁联合有限责任公司 Evaluation method for operation index of measurement management system
CN112529303A (en) * 2020-12-15 2021-03-19 建信金融科技有限责任公司 Risk prediction method, device, equipment and storage medium based on fuzzy decision
CN112711842A (en) * 2020-12-24 2021-04-27 华能国际电力股份有限公司 Power station equipment quality data processing method and device based on equipment supervision
CN112766816A (en) * 2021-02-05 2021-05-07 朱得旭 Activity security risk assessment method, system and equipment
CN112907025A (en) * 2021-01-15 2021-06-04 宁夏回族自治区水利工程建设中心 Pump station machine pump health comprehensive evaluation method based on fuzzy hierarchy method
CN113091745A (en) * 2021-04-06 2021-07-09 中国水利水电科学研究院 Unmanned aerial vehicle cruising route planning method and system for reservoir hydro-fluctuation belt
CN113222347A (en) * 2021-04-16 2021-08-06 南京君缘科爆工程技术有限公司 Open blasting safety risk grey system evaluation method
CN113240225A (en) * 2021-03-02 2021-08-10 浙江华云信息科技有限公司 Power transmission and transformation project cost risk grading method based on fuzzy worst indexes
CN113256075A (en) * 2021-04-29 2021-08-13 浙江非线数联科技股份有限公司 Enterprise risk level evaluation method based on hierarchical analysis and fuzzy comprehensive evaluation method
CN113469522A (en) * 2021-06-30 2021-10-01 国网综合能源服务集团有限公司 Comprehensive energy Internet of things evaluation method and device, electronic equipment and storage medium
CN113554249A (en) * 2020-04-23 2021-10-26 中国石油化工股份有限公司 Production process change risk assessment method and system
CN113592324A (en) * 2021-08-05 2021-11-02 国网江苏省电力有限公司无锡供电分公司 Cable terminal tower live-line work risk assessment method based on hierarchical analysis
CN113837639A (en) * 2021-09-29 2021-12-24 中国民用航空飞行学院 Aircraft wake encounter risk assessment system based on multi-dimensional indexes
CN114154798A (en) * 2021-11-08 2022-03-08 深圳供电局有限公司 Voltage sag risk analysis method and device, computer equipment and storage medium
CN115619093A (en) * 2022-10-11 2023-01-17 中国航发沈阳发动机研究所 Reliability index distribution method based on fusion of basic failure rate and similarity
CN115796601A (en) * 2022-12-29 2023-03-14 无锡晶安智慧科技有限公司 Dangerous chemical enterprise safety risk level evaluation method

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101634229A (en) * 2009-08-20 2010-01-27 同济大学 Risk-based tunnel supporting structure design method
CN102087728A (en) * 2011-03-03 2011-06-08 清华大学 Technology for expressing assessment result of disaster risk by using function curve grade map
CN102496069A (en) * 2011-12-07 2012-06-13 山东电力集团公司青岛供电公司 Cable multimode safe operation evaluation method based on fuzzy analytic hierarchy process (FAHP)

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101634229A (en) * 2009-08-20 2010-01-27 同济大学 Risk-based tunnel supporting structure design method
CN102087728A (en) * 2011-03-03 2011-06-08 清华大学 Technology for expressing assessment result of disaster risk by using function curve grade map
CN102496069A (en) * 2011-12-07 2012-06-13 山东电力集团公司青岛供电公司 Cable multimode safe operation evaluation method based on fuzzy analytic hierarchy process (FAHP)

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
刘新宇: "燃气管道安全性的模糊风险评估研究", 《中国优秀硕士学位论文全文数据库 工程科技II辑》 *
高凤丽: "基于风险矩阵方法的风险投资项目风险评估研究", 《中国优秀硕士学位论文全文数据库 社会科学I辑(经济政治与法律)》 *

Cited By (69)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104657915B (en) * 2015-03-10 2018-12-18 全球能源互联网研究院 A kind of electric system terminal security intimidation estimating method of dynamic self-adapting
CN104657915A (en) * 2015-03-10 2015-05-27 国家电网公司 Dynamic self-adaptive power system terminal security threat evaluation method
CN106203123A (en) * 2015-05-06 2016-12-07 北大方正集团有限公司 A kind of wireless sense network safe evaluation method and device
CN105678652A (en) * 2015-11-05 2016-06-15 交通运输部公路科学研究所 Slope construction safety risk assessment system based on GIS and index system method
CN105678652B (en) * 2015-11-05 2019-08-09 交通运输部公路科学研究所 Slope construction security risk assessment system based on GIS and index system method
CN105404736A (en) * 2015-11-17 2016-03-16 南昌航空大学 Multi-source confidence fuzzy information based severity calculation method
CN105260861A (en) * 2015-11-25 2016-01-20 海南电网有限责任公司 Comprehensive risk assessment method for electric vehicle battery replacement station
CN106251085A (en) * 2016-08-10 2016-12-21 中交公局海威工程建设有限公司 A kind of methods of risk assessment and device
CN106295332A (en) * 2016-08-30 2017-01-04 湖北工业大学 Based on interval number and the Information Security Risk Assessment Methods of ideal solution
CN106548272A (en) * 2016-10-13 2017-03-29 中国电力科学研究院 A kind of electric automobile fills the evaluation methodology of facility combination property soon
CN106600116A (en) * 2016-11-28 2017-04-26 北京城市排水集团有限责任公司 Sludge plate frame dewatering effect evaluation method based on FAHP method
CN108122061A (en) * 2016-11-30 2018-06-05 中国航空工业集团公司成都飞机设计研究所 Aircraft equipment software reusage degree stage division based on Danger Indexes index matrix
CN108345975A (en) * 2017-01-24 2018-07-31 中国石油化工股份有限公司 A kind of oil depot Failure risk evaluation method and device
CN107563605A (en) * 2017-08-10 2018-01-09 中国石油天然气股份有限公司 The determination method and apparatus of oil gas field advantageous type
CN108045374A (en) * 2017-10-24 2018-05-18 山东理工大学 A kind of intelligent electric vehicle autonomous driving decision-making technique for taking into account driving economy
CN107844653A (en) * 2017-11-10 2018-03-27 中国石油天然气股份有限公司 A kind of reservoir water drive potentiality to be exploited integrated evaluating method and device
CN108009510A (en) * 2017-12-12 2018-05-08 中国人民公安大学 Security situation analysis method and device
CN108510146A (en) * 2017-12-28 2018-09-07 国家安全生产监督管理总局通信信息中心 Safety of Coal Mine Production method for prewarning risk and system
CN108764665A (en) * 2018-05-15 2018-11-06 国网吉林省电力有限公司电力科学研究院 A kind of device and method for power station staff's occupational health risk assessment
CN108764684A (en) * 2018-05-21 2018-11-06 山东大学 Intelligent box substation health state evaluation method based on Fuzzy AHP
CN109934447A (en) * 2018-10-31 2019-06-25 国网安徽省电力有限公司宿州供电公司 A kind of Fuzzy Synthetic Evaluation of secondary equipment of intelligent converting station efficiency
CN109636243A (en) * 2019-01-03 2019-04-16 深圳壹账通智能科技有限公司 Model fault detection method, device, computer equipment and storage medium
CN109919411A (en) * 2019-01-09 2019-06-21 天津市市政工程设计研究院 A kind of urban waterlogging disaster alarm grade appraisal procedure
CN111724010A (en) * 2019-03-19 2020-09-29 上海汽车集团股份有限公司 Method and device for determining danger level
CN111768057A (en) * 2019-04-02 2020-10-13 中国农业大学 DAS protection effect evaluation method and device
CN110443464A (en) * 2019-07-12 2019-11-12 中航物业管理有限公司 A kind of property risk management and control basis setting method of wisdom property plateform system
CN110472869A (en) * 2019-08-15 2019-11-19 中国国际航空股份有限公司 Flight operation risk calculation method, device, equipment and readable storage medium storing program for executing
CN110443521A (en) * 2019-08-15 2019-11-12 中国国际航空股份有限公司 Flight operation risk acquisition methods, system and computer equipment
CN110569192A (en) * 2019-09-05 2019-12-13 中煤科工集团重庆研究院有限公司 Self-diagnosis method for coal mine safety monitoring system
CN110569192B (en) * 2019-09-05 2022-11-29 中煤科工集团重庆研究院有限公司 Self-diagnosis method for coal mine safety monitoring system
CN111062578A (en) * 2019-11-25 2020-04-24 水利部牧区水利科学研究所 Comprehensive drought resistance assessment method, device, equipment and storage medium
CN111062500A (en) * 2019-12-05 2020-04-24 国网电力科学研究院武汉南瑞有限责任公司 Power equipment evaluation method based on discrete fuzzy number and analytic hierarchy process
CN111062500B (en) * 2019-12-05 2022-06-03 国网电力科学研究院武汉南瑞有限责任公司 Power equipment evaluation method based on discrete fuzzy number and analytic hierarchy process
CN111242504B (en) * 2020-01-23 2023-08-22 南京工业大学 Method for calculating risk probability of coal gasification device based on domino effect
CN111242504A (en) * 2020-01-23 2020-06-05 南京工业大学 Coal gasification device risk probability calculation method based on domino effect
CN111414581A (en) * 2020-03-09 2020-07-14 内蒙古科技大学 Improved L EC risk potential double prevention system construction method
CN111414581B (en) * 2020-03-09 2023-11-10 内蒙古科技大学 Improved LEC risk hidden danger based dual prevention system construction method
CN113554249A (en) * 2020-04-23 2021-10-26 中国石油化工股份有限公司 Production process change risk assessment method and system
CN111553593B (en) * 2020-04-27 2023-07-18 上海应用技术大学 Safety risk assessment method and system for urban street tree
CN111553593A (en) * 2020-04-27 2020-08-18 上海应用技术大学 Safety risk assessment method and system for urban street tree
CN111708986A (en) * 2020-05-29 2020-09-25 四川旷谷信息工程有限公司 Pipe gallery state parameter measuring method
CN111882210A (en) * 2020-07-27 2020-11-03 陕西延长石油(集团)有限责任公司 Gas field overall layout evaluation method based on multi-level fuzzy comprehensive evaluation
CN112101757A (en) * 2020-09-03 2020-12-18 湖北文理学院 Deep foundation pit construction safety risk assessment method and system
CN112070419A (en) * 2020-09-23 2020-12-11 交通运输部公路科学研究所 Risk degree quantification method for potential dangerous situations of automobile driving
CN112070419B (en) * 2020-09-23 2023-11-07 交通运输部公路科学研究所 Method for quantifying risk of potential dangerous situation of automobile driving
CN112308387A (en) * 2020-10-20 2021-02-02 深圳思为科技有限公司 Client intention degree evaluation method and device and cloud server
CN112308387B (en) * 2020-10-20 2024-05-14 深圳思为科技有限公司 Customer intention evaluation method and device and cloud server
CN112348391A (en) * 2020-11-18 2021-02-09 贵州省气象灾害防御技术中心 Regional lightning disaster risk assessment method
CN112434931A (en) * 2020-11-20 2021-03-02 首钢京唐钢铁联合有限责任公司 Evaluation method for operation index of measurement management system
CN112418694A (en) * 2020-11-28 2021-02-26 国网河南省电力公司经济技术研究院 Evaluation method for operation risk degree of power distribution network
CN112529303A (en) * 2020-12-15 2021-03-19 建信金融科技有限责任公司 Risk prediction method, device, equipment and storage medium based on fuzzy decision
CN112711842A (en) * 2020-12-24 2021-04-27 华能国际电力股份有限公司 Power station equipment quality data processing method and device based on equipment supervision
CN112711842B (en) * 2020-12-24 2023-08-29 华能国际电力股份有限公司 Power station equipment quality data processing method and device based on equipment supervision
CN112907025A (en) * 2021-01-15 2021-06-04 宁夏回族自治区水利工程建设中心 Pump station machine pump health comprehensive evaluation method based on fuzzy hierarchy method
CN112766816B (en) * 2021-02-05 2024-05-24 朱得旭 Activity security risk assessment method, system and equipment
CN112766816A (en) * 2021-02-05 2021-05-07 朱得旭 Activity security risk assessment method, system and equipment
CN113240225A (en) * 2021-03-02 2021-08-10 浙江华云信息科技有限公司 Power transmission and transformation project cost risk grading method based on fuzzy worst indexes
CN113240225B (en) * 2021-03-02 2023-12-12 国网浙江省电力有限公司建设分公司 Power transmission and transformation project cost risk grading method based on fuzzy worst index
CN113091745A (en) * 2021-04-06 2021-07-09 中国水利水电科学研究院 Unmanned aerial vehicle cruising route planning method and system for reservoir hydro-fluctuation belt
CN113222347A (en) * 2021-04-16 2021-08-06 南京君缘科爆工程技术有限公司 Open blasting safety risk grey system evaluation method
CN113222347B (en) * 2021-04-16 2024-04-09 南京君缘科爆工程技术有限公司 Method for evaluating gray system of safety risk of open-air blasting
CN113256075A (en) * 2021-04-29 2021-08-13 浙江非线数联科技股份有限公司 Enterprise risk level evaluation method based on hierarchical analysis and fuzzy comprehensive evaluation method
CN113469522A (en) * 2021-06-30 2021-10-01 国网综合能源服务集团有限公司 Comprehensive energy Internet of things evaluation method and device, electronic equipment and storage medium
CN113592324A (en) * 2021-08-05 2021-11-02 国网江苏省电力有限公司无锡供电分公司 Cable terminal tower live-line work risk assessment method based on hierarchical analysis
CN113837639A (en) * 2021-09-29 2021-12-24 中国民用航空飞行学院 Aircraft wake encounter risk assessment system based on multi-dimensional indexes
CN113837639B (en) * 2021-09-29 2023-12-19 中国民用航空飞行学院 Aircraft encounter wake risk assessment system based on multidimensional index
CN114154798A (en) * 2021-11-08 2022-03-08 深圳供电局有限公司 Voltage sag risk analysis method and device, computer equipment and storage medium
CN115619093A (en) * 2022-10-11 2023-01-17 中国航发沈阳发动机研究所 Reliability index distribution method based on fusion of basic failure rate and similarity
CN115796601A (en) * 2022-12-29 2023-03-14 无锡晶安智慧科技有限公司 Dangerous chemical enterprise safety risk level evaluation method

Similar Documents

Publication Publication Date Title
CN104376400A (en) Risk assessment method based on fuzzy matrix and analytic hierarchy process
Raviv et al. Analyzing risk factors in crane-related near-miss and accident reports
Alvand et al. Identification and assessment of risk in construction projects using the integrated FMEA-SWARA-WASPAS model under fuzzy environment: a case study of a construction project in Iran
Falatoonitoosi et al. Expanded DEMATEL for determining cause and effect group in bidirectional relations
Zhou et al. A hybrid approach for safety assessment in high-risk hydropower-construction-project work systems
CN110008442A (en) A kind of pilot training's control method based on pilot's comprehensive ability evaluation
CN104835103A (en) Mobile network health evaluation method based on neural network and fuzzy comprehensive evaluation
CN104715318A (en) Multi-dimensional operational risk evaluating method for communication network
CN105913196A (en) Navigation channel rectifying social stability risk automatically analyzing method and system
CN106096830A (en) Relay protection method for evaluating state based on broad sense evidence theory and system
CN102496069A (en) Cable multimode safe operation evaluation method based on fuzzy analytic hierarchy process (FAHP)
CN103366123A (en) Software risk assessment method based on defect analysis
CN103886168A (en) Multi-channel analysis method and device based on analytic hierarchy process
Ahmadi et al. Influence of available data on sewer inspection program efficiency
CN105844384A (en) Road safety evaluation method and apparatus
CN104243478A (en) Safety protection capability assessment method and equipment of network equipment
CN105335902A (en) Reliability determining method and device for electric power communication net
CN110458313A (en) A kind of power consumer credit risk early-warning method and system based on SVM
US11593648B2 (en) Methods and systems for detection and isolation of bias in predictive models
CN106970986A (en) Urban waterlogging influence degree method for digging and system based on deep learning
CN103440410A (en) Main variable individual defect probability forecasting method
CN105005711A (en) Method and device for acquiring statistical line loss
CN106910016A (en) Vocational skills appraisal procedure and system
CN105262719B (en) The method for evaluating trust of user behavior under a kind of Web environment
CN106779222A (en) Airport ground stand-by period Forecasting Methodology and device

Legal Events

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

Application publication date: 20150225