CN109034644A - Appraisal procedure, device, computer equipment and the storage medium of electrically-charging equipment programme - Google Patents

Appraisal procedure, device, computer equipment and the storage medium of electrically-charging equipment programme Download PDF

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CN109034644A
CN109034644A CN201810910846.7A CN201810910846A CN109034644A CN 109034644 A CN109034644 A CN 109034644A CN 201810910846 A CN201810910846 A CN 201810910846A CN 109034644 A CN109034644 A CN 109034644A
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output
electrically
charging equipment
occupancy
programme
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胡飞雄
杨雄平
陈旭
王科
何奉禄
张诗建
晏寒婷
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China Southern Power Grid Co Ltd
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China Southern Power Grid Co Ltd
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Abstract

This application involves appraisal procedure, device, computer equipment and the storage mediums of a kind of electrically-charging equipment programme.The described method includes: obtaining the evaluation index of electrically-charging equipment programme;The evaluation index for integrating the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system;DEA is carried out to the input-occupancy-output analysis system and the output index system, obtains preferred electrically-charging equipment programme.According to the embodiment of the present application, optimal electrically-charging equipment programme can be filtered out.

Description

Appraisal procedure, device, computer equipment and the storage medium of electrically-charging equipment programme
Technical field
This application involves technical field of data processing, more particularly to a kind of electrically-charging equipment programme appraisal procedure, Device, computer equipment and storage medium.
Background technique
In recent years, the development of electric car has obtained the support energetically of national and local governments, but due to investment risk Greatly, following market development direction is indefinite, moreover, to the assessment inaccuracy of electrically-charging equipment programme, so that many investments Quotient waits and see in construction this field of electrically-charging equipment.The backwardness of this infrastructure construction of electrically-charging equipment, inevitable serious resistance Hinder the development of electric car.
For accurate evaluation electrically-charging equipment programme, method relatively conventional at present is pre- in conjunction with facility cost and facility The factor for estimating two dimensions of income carries out comprehensive analysis.However, this appraisal procedure does not fully consider the skill of electrically-charging equipment The factors such as art feature can not accurately reflect the superiority and inferiority of electrically-charging equipment programme.It, may if using more bad scheme Cause the waste of the costs such as a large amount of manpower and material resources times.
Therefore, the scheme evaluation method of the prior art goes out preferred electrically-charging equipment programme there is accurate evaluation is difficult to Problem.
Summary of the invention
Based on this, it is necessary in view of the above technical problems, provide appraisal procedure, the dress of a kind of electrically-charging equipment programme It sets, computer equipment and storage medium.
A kind of appraisal procedure of electrically-charging equipment programme, comprising:
Obtain the evaluation index of electrically-charging equipment programme;
The evaluation index for integrating the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system;
DEA is carried out to the input-occupancy-output analysis system and the output index system, obtains preferred electrically-charging equipment Programme.
One embodiment wherein, the input-occupancy-output analysis system are hyposmosis stage input-occupancy-output analysis system, and the output refers to Mark system is hyposmosis stage output index system, and the evaluation index of the integration electrically-charging equipment programme is thrown Enter index system and output index system, comprising:
Capital construction cost and O&M cost are counted, and according to the capital construction cost and O&M cost, generates the hyposmosis rank Section input-occupancy-output analysis system;
Occupation rate of market, business growth rate, allowance for depreciation and subsidy volume are counted, and according to the occupation rate of market, the battalion Industry growth rate, the allowance for depreciation and the subsidy volume generate the hyposmosis stage output index system.
One embodiment wherein, the input-occupancy-output analysis system are Thief zone stage input-occupancy-output analysis system, and the output refers to Mark system is Thief zone stage output index system, and the evaluation index of the integration electrically-charging equipment programme is thrown Enter index system and output index system, comprising:
Additional investment ratio is counted, and according to the additional investment ratio, generates the Thief zone stage input-occupancy-output analysis system;
Asset-liability ratio, load curve smoothness, utilization rate of equipment and installations and Return on Assets are counted, and negative according to the assets Debt rate, the load curve smoothness, the utilization rate of equipment and installations and the Return on Assets, generate the Thief zone stage output Index system.
One embodiment wherein, it is described that data envelopment is carried out to the input-occupancy-output analysis system and the output index system Analysis, obtains preferred electrically-charging equipment programme, comprising:
The input-occupancy-output analysis for extracting the hyposmosis stage input-occupancy-output analysis system, as hyposmosis Investment decision-making unit;
The output index for extracting the hyposmosis stage output index system, as hyposmosis output decision package;
Using scale and benefit not varying model, to the hyposmosis Investment decision-making unit and the hyposmosis output decision package Processing is optimized, the first Optimized model is obtained;
Using first Optimized model, candidate electrically-charging equipment planning side is filtered out in the electrically-charging equipment programme Case;
According to the candidate electrically-charging equipment programme, the preferred electrically-charging equipment programme is obtained.
One embodiment wherein, it is described according to the candidate electrically-charging equipment programme, it obtains the preferred charging and sets Apply programme, comprising:
The input-occupancy-output analysis for extracting the Thief zone stage input-occupancy-output analysis system, as Thief zone Investment decision-making unit;
The output index for extracting the Thief zone stage output index system, as Thief zone output decision package;
Using scale and benefit variable model, to the Thief zone Investment decision-making unit and the Thief zone output decision package Processing is optimized, the second Optimized model is obtained;
Using second Optimized model, the preferred charging is filtered out in the candidate electrically-charging equipment programme and is set Apply programme.
One embodiment wherein, further includes:
Determine the assessment result of the preferred electrically-charging equipment programme;
Obtain the scheme optimization information of the assessment result.
One embodiment wherein, the scheme optimization information for obtaining the goal-based assessment result, comprising:
Obtain relaxation factor;
Using the relaxation factor, the antithesis of the scale and benefit not varying model and the scale and benefit variable model is constructed Model;
According to the veneziano model, the scheme optimization information of the goal-based assessment result is generated.
A kind of assessment device of electrically-charging equipment programme, comprising:
Index selection module, for obtaining the evaluation index of electrically-charging equipment programme;
System conformity module obtains input-occupancy-output analysis system for integrating the evaluation index of the electrically-charging equipment programme With output index system;
DEA module, for carrying out data envelopment to the input-occupancy-output analysis system and the output index system Analysis, obtains preferred electrically-charging equipment programme.
A kind of computer equipment, including memory and processor, the memory are stored with computer program, the processing Device performs the steps of when executing the computer program
Obtain the evaluation index of electrically-charging equipment programme;
The evaluation index for integrating the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system;
DEA is carried out to the input-occupancy-output analysis system and the output index system, obtains preferred electrically-charging equipment Programme.
A kind of computer readable storage medium, is stored thereon with computer program, and the computer program is held by processor It is performed the steps of when row
Obtain the evaluation index of electrically-charging equipment programme;
The evaluation index for integrating the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system;
DEA is carried out to the input-occupancy-output analysis system and the output index system, obtains preferred electrically-charging equipment Programme.
Appraisal procedure, device, computer equipment and the storage medium of above-mentioned electrically-charging equipment programme, it is each by obtaining The evaluation index of electrically-charging equipment programme integrates the evaluation index of electrically-charging equipment programme, obtain input-occupancy-output analysis system and Output index system, and DEA is carried out to input-occupancy-output analysis system and output index system, according to DEA Analysis as a result, filtering out preferred electrically-charging equipment programme in each electrically-charging equipment programme.To by for throwing Enter index system and output index system carries out DEA respectively, more accurately obtains point of electrically-charging equipment programme Analysis can filter out optimal electrically-charging equipment programme as a result, based on more accurately analysis result progress option screening.
Detailed description of the invention
Fig. 1 is a kind of flow diagram of electrically-charging equipment programme appraisal procedure of one embodiment;
Fig. 2 is a kind of schematic diagram of two stages Index System Model of one embodiment;
Fig. 3 is a kind of schematic diagram of option screening process of one embodiment;
Fig. 4 is a kind of structural block diagram of electrically-charging equipment programme assessment device of one embodiment;
Fig. 5 is a kind of internal structure chart of computer equipment of one embodiment.
Specific embodiment
It is with reference to the accompanying drawings and embodiments, right in order to which the objects, technical solutions and advantages of the application are more clearly understood The application is further elaborated.It should be appreciated that specific embodiment described herein is only used to explain the application, not For limiting the application.
In one embodiment, as shown in Figure 1, providing a kind of electrically-charging equipment programme appraisal procedure, including it is following Step:
Step S110 obtains the evaluation index of electrically-charging equipment programme.
In the specific implementation, can analyze the trend of electric car and the development of corresponding electrically-charging equipment, for electric car Permeability development characteristic from low to high, corresponding charging strategy, the hair by being changed into based on unordered charging based on orderly charging Exhibition feature is established under different phase, to all kinds of indexs that electrically-charging equipment scheme is evaluated, and the meter of setting evaluation index Operator expression formula, the evaluation index as electrically-charging equipment programme.
Wherein, evaluation index can be a plurality of types of evaluation indexes, for example, charging equipment cost, charging place capital construction The indexs such as cost and distribution network transform cost.
Step S120 integrates the evaluation index of the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output refers to Mark system.
In the specific implementation, according to the phasic characteristics and output goal of different phase, by electrically-charging equipment programme not The evaluation index of same type is rationally scientifically integrated into input-occupancy-output analysis system and output index system.
For example, can be according to the equipment cost of electrically-charging equipment, capital cost, the improvement expenses of power distribution network in place of charging etc. Data Integration goes out input-occupancy-output analysis system.In another example output valuation can be calculated according to occupation rate of market and business growth rate, and Output index system is integrated out according to output valuation.
Step S130 carries out DEA to the input-occupancy-output analysis system and the output index system, obtains excellent Select electrically-charging equipment programme.
In the specific implementation, can be right by DATA ENVELOPMENT ANALYSIS METHOD (DEA, data envelopment analysis) Input-occupancy-output analysis system and the index system in the two stages of output index system are analyzed, to advise in multiple electrically-charging equipments One or more preferably electrically-charging equipment programmes are filtered out in the scheme of drawing.
Wherein, DATA ENVELOPMENT ANALYSIS METHOD is to utilize linear programming according to multinomial input-occupancy-output analysis and multinomial output index Method carries out a kind of Methods of Quantitative of evaluation on Relative Efficiency Validity to the same type unit being comparable.Data envelopment point Analysis method is as most typical nonparametric technique, based on relative efficiency concept, to similar multi objective investment, multi objective output The relative effectiveness of economic system is evaluated, it is not necessary to determine the Explicit functions of relationship between input and output, have very strong Objectivity.DEA Model (hereinafter referred to as DEA model), is a linear plan model, is expressed as output to throwing The ratio entered.By efficiency to a specific unit and the comparison of the performance of the similar unit of one group of offer same services, it Attempt to make the efficiency of service unit to maximize.In this process, some units for obtaining 100% efficiency are referred to as relative efficiency Rate unit, and other unit of the efficiency scoring lower than 100% is known as inefficiency unit.
Technical solution according to an embodiment of the present invention, it is whole by obtaining the evaluation index of each electrically-charging equipment programme The evaluation index for closing electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system, and to input-occupancy-output analysis system DEA is carried out with output index system, according to the analysis of DEA as a result, planning in each electrically-charging equipment Preferred electrically-charging equipment programme is filtered out in scheme.To by distinguishing for input-occupancy-output analysis system and output index system DEA is carried out, more accurately obtains the analysis of electrically-charging equipment programme as a result, based on more accurately analysis result Option screening is carried out, optimal electrically-charging equipment programme can be filtered out.
In another embodiment, the input-occupancy-output analysis system is hyposmosis stage input-occupancy-output analysis system, and the output refers to Mark system is hyposmosis stage output index system, the step S120, comprising:
Capital construction cost and O&M cost are counted, and according to the capital construction cost and O&M cost, generates the hyposmosis rank Section input-occupancy-output analysis system;Count occupation rate of market, business growth rate, allowance for depreciation and subsidy volume, and according to the occupation rate of market, The business growth rate, the allowance for depreciation and the subsidy volume generate the hyposmosis stage output index system.
In the specific implementation, hyposmosis stage and Thief zone can be divided into the construction of electrically-charging equipment, operation whole process Stage.
In the hyposmosis stage, it may be considered that the future development importance of electrically-charging equipment construction and capital input early period are biggish Feature chooses the factors such as capital construction cost and O&M cost, carries out the building of input-occupancy-output analysis system.It, can be in one specific example Hyposmosis stage input-occupancy-output analysis system is constructed in the following manner:
Capital cost is calculated as capital construction input cost, capital cost calculation formula are as follows:
Cbasic=Cc+Cg+Ce
Wherein, CbasicFor capital cost, CcFor the equipment cost of electrically-charging equipment, CgFor the civil engineering costs in place of charging, CeFor with The improvement expenses of power grid;
Operation and maintenance expenses are calculated as O&M cost, operation and maintenance expenses calculation formula are as follows:
CM=Cr+Cl
Wherein, CMFor operation and maintenance expenses, CrFor maintenance of equipment expense, ClFor the labour cost of maintenance.
In the hyposmosis stage, it is contemplated that the effect of future development potentiality and policy in building electrically-charging equipment early period is chosen The factors such as occupation rate of market, business growth rate, allowance for depreciation and government subsidy volume, carry out the building of output index system.One In specific example, hyposmosis stage output index system can be constructed in the following manner:
The calculation formula of computing market occupation rate are as follows:
Wherein, MsFor occupation rate of market, V is the year charge volume of the electric car of electrically-charging equipment under the program, VallFor region The electric car year charge volume of all electrically-charging equipments.
Calculate the calculation formula of business growth rate are as follows:
Wherein, SrFor turnover growth rate, SnFor the current turnover, SlFor the last turnover.
The calculation formula of computing depreciation rate are as follows:
Wherein, RDFor allowance for depreciation, RrFor estimated net residual value, RFFor original value of fixed assets, UlifeFor expected life (by What is calculated in the output index of following model is output maximum value, thus using 1/R when subsequent calculatingD)。
The subsidy volume of government, calculation formula can be calculated are as follows:
Sub=Seq+Sc
In formula, Sub is total subsidy amount of money, SeqSubsidy for government to equipment, including press equipment construction capacity and utilization Rate carries out different degrees of subsidy, ScGovernment is represented to subsidy in terms of civil engineering and preferential.
According to technical solution provided by the embodiments of the present application, by investment for hyposmosis stage and Thief zone stage, Output feature constructs hyposmosis stage input-occupancy-output analysis system, hyposmosis stage output index system, Thief zone stage investment respectively Index system and Thief zone stage output index system, so as to based on investment, the progress of output system that can more reflect scheme DEA, available more accurate analysis is as a result, to improve the accuracy of assessment.
In another embodiment, the input-occupancy-output analysis system is Thief zone stage input-occupancy-output analysis system, and the output refers to Mark system is Thief zone stage output index system, the step S120, comprising:
Additional investment ratio is counted, and according to the additional investment ratio, generates the Thief zone stage input-occupancy-output analysis system;System Count asset-liability ratio, load curve smoothness, utilization rate of equipment and installations and Return on Assets, and according to the asset-liability ratio, described Load curve smoothness, the utilization rate of equipment and installations and the Return on Assets generate the Thief zone stage output index system.
In the specific implementation, a preferred electrically-charging equipment programme, needs in hyposmosis stage output with higher Basis under, have higher output in the Thief zone stage.And in order to embody the scientific and effective of construction early period, for example, exchange electricity is set The reasonability with the selection of electrically-charging equipment ratio between investments and place of building a station is applied, in the Thief zone stage, increases additional investment than this As soon as index is to reflect that these characteristics, the rational investment of early period can use lesser additional investment ratio to reach higher income.
In one specific example, when constructing Thief zone stage input-occupancy-output analysis system, in addition to the evaluation in hyposmosis stage refers to Mark, can also increase the calculating of additional investment ratio, calculation formula is compared in additional investment are as follows:
Wherein, RaiFor additional investment ratio, IaddFor additional investment amount, IallFor the gross investment amount of money.
In the Thief zone stage, it may be considered that the interests index such as asset-liability ratio, load curve that final investor pursues changes Kind degree, utilization rate of equipment and installations and net assets income ratio are constituted, these indexs can fully assess the situation of Profit of scheme.One is specifically shown In example, Thief zone stage output index system can be constructed in the following manner:
Calculate asset-liability ratio, calculation formula are as follows:
Ar=Tdebt/Tassets
Wherein, ArIndicate asset-liability ratio, TdebtIndicate total liabilities, TassetsIndicate total assets.It should be noted that The low scheme of debt ratio indicates that business solvency and debt are highly-safe, so enterprise's pursuit is low debt ratio.Due to rear What the output index of continuous model calculated is output maximum value, thus using 1/A when subsequent calculatingr
Calculated load curve degree of improvement calculation formula are as follows:
D in formula0The load curve smoothness of power distribution network where in the case where not consider electrically-charging equipment power characteristic, DnLoad curve smoothness (the load curve smoothness of power distribution network where in the case where to consider electrically-charging equipment power characteristic For the ratio between day peak load difference and average load);
Calculate utilization rate of equipment and installations calculation formula are as follows:
Wherein, UrRepresent utilization rate of equipment and installations, PuPower, P are used when representing electrically-charging equipment charge and dischargeBIndicate electrically-charging equipment The maximum charge-discharge electric power of construction.
Calculate the calculation formula of net assets income ratio are as follows:
Wherein, RoeFor the net assets income ratio of electrically-charging equipment, it reflects the ability of the acquisition net profit of electrically-charging equipment;psFor Electrically-charging equipment sales rate of electricity, W are that electrically-charging equipment buys electricity, and ρ is electrically-charging equipment charge efficiency, CMFor electrically-charging equipment O&M at This, CbasicFor the capital cost of electrically-charging equipment.
Fig. 2 is a kind of schematic diagram of two stages Index System Model of the embodiment of the present application.It can be seen that for hypotonic The saturating stage can be used as input-occupancy-output analysis using operation and maintenance expenses and capital cost, in conjunction with occupation rate of market, growth rate of doing business, allowance for depreciation and The subsidy volume of government establishes investment, the output index system in hyposmosis stage as output index.For the Thief zone stage, remove The input-occupancy-output analysis in hyposmosis stage, can also be using additional investment ratio as input-occupancy-output analysis, to establish the throwing in Thief zone stage Enter index system.In addition, be directed to the Thief zone stage, can using asset-liability ratio, load curve degree of improvement, utilization rate of equipment and installations and Net assets income ratio establishes Thief zone stage output index system as output index.
In another embodiment, the step S130, comprising:
The input-occupancy-output analysis for extracting the hyposmosis stage input-occupancy-output analysis system, as hyposmosis Investment decision-making unit;It extracts The output index of the hyposmosis stage output index system, as hyposmosis output decision package;It is constant using scale and benefit Model optimizes processing to the hyposmosis Investment decision-making unit and the hyposmosis output decision package, it is excellent to obtain first Change model;Using first Optimized model, candidate electrically-charging equipment planning side is filtered out in the electrically-charging equipment programme Case;According to the candidate electrically-charging equipment programme, the preferred electrically-charging equipment programme is obtained.
In the specific implementation, DEA model is as a kind of model for calculating a variety of investments and a variety of output associated efficiencies, it can It is overall efficiency (also known as technical efficiency, Technology respectively to go to measure the efficiency of decision package from three dimensions Efficiency, TE), pure technical efficiency (Pure Technology Efficiency, PTE) and scale efficiency (Scale Efficiency, SE).
The characteristics of high investment, high risk, high yield of phasic characteristics and industry based on electrically-charging equipment development, the present invention The characteristics of for different phase, has chosen CCR (Charnes, Cooper constant based on scale and benefit in DEA model respectively And Rhodes) model and based on scale and benefit can be changed BBC (Banker, Charnes and Cooper) model to planning side The superiority and inferiority of case carries out quantify measuring and calculating and super-efficiency model stage by stage and carries out absolute superiority-inferiority sequence to preferred embodiment;
Assuming that n decision package (Decision Making Unit, DMU) has the investment of p seed type in the hyposmosis stage The output index of index and q seed type, as hyposmosis Investment decision-making unit and hyposmosis output decision package.
Wherein, if XiInvestment for i-th of decision package in the low-permeability stage, X1i=(xi1,xi2,…,xip);YiFor Output of i-th of decision package in the low-permeability stage, Yi=(yi1,yi2,…,yiq)。
For a certain decision package, in order to characterize the unit Meteorological of different type input or the production of different type output Benefit out introduces input weight coefficient V=(v1,v2,…,vp)T, export weight coefficient U=(u1,v2,…,uq)T, to indicate every The relative importance of index, then in the DEA model constructed, the efficiency index of each decision package is as follows:
In the low-permeability stage, traditional CCR model can be used, to hyposmosis Investment decision-making unit and the hyposmosis Output decision package carries out linear optimization processing, and it is as follows to obtain optimal model:
By the calculating of this Optimized model, the collection of the candidate electrically-charging equipment programme in low-permeability stage can be obtained It closes, in subsequent processing, seismic responses calculated for carrying out the high permeability stage can be gathered this, to filter out preferred electrically-charging equipment Programme.
Fig. 3 is a kind of schematic diagram of option screening process of the embodiment of the present application.It can be seen that in the hyposmosis stage, By the CCR model constant for scale and benefit, in multiple electrically-charging equipment programmes, filters out several candidate's chargings and set Programme is applied, as more excellent scheme group.Then, by the BCC model that can be changed for scale and benefit, in conjunction with super-efficiency model, In more excellent scheme group, the optimal one or more electrically-charging equipment programmes of further screening.
In another embodiment, described according to the candidate electrically-charging equipment programme, it obtains the preferred charging and sets Apply programme, comprising:
The input-occupancy-output analysis for extracting the Thief zone stage input-occupancy-output analysis system, as Thief zone Investment decision-making unit;It extracts The output index of the Thief zone stage output index system, as Thief zone output decision package;It is variable using scale and benefit Model optimizes processing to the Thief zone Investment decision-making unit and the Thief zone output decision package, it is excellent to obtain second Change model;Using second Optimized model, the preferred charging is filtered out in the candidate electrically-charging equipment programme and is set Apply programme.
In the specific implementation, similar, it is assumed that there is m decision package after the screening for having passed through the low-permeability stage, it is high There are the input-occupancy-output analysis of e seed type and the output index of f seed type in the permeability stage, as Thief zone Investment decision-making unit and hypertonic Saturating output decision package.
Wherein, if X2iFor the investment in i-th of decision package high permeability stage, X2i=(xi1,xi2,…,xie);Y2iFor The output in i-th of decision package high permeability stage, Y2i=(yi1,yi2,…,yif)。
It, can be using the BCC model that can be changed based on scale and benefit, following (its of optimal model in the high permeability stage Middle μ is without constraint):
By the optimal model screening in Thief zone stage and hyposmosis stage two stages, can be set in multiple chargings It applies in programme, obtains one or more preferred electrically-charging equipment programmes.
In practical application, multiple preferred electrically-charging equipment programmes can be ranked up according to analysis result.
In another embodiment, the method also includes:
Determine the assessment result of the preferred electrically-charging equipment programme;Obtain the scheme optimization letter of the assessment result Breath.
In the specific implementation, after the preferred electrically-charging equipment programme of determination, it can be according to preferred electrically-charging equipment planning side The assessment result of case obtains its scheme optimization information, to provide scheme improved suggestion.
In another embodiment, the scheme optimization information for obtaining the goal-based assessment result, comprising:
Obtain relaxation factor;Using the relaxation factor, the scale and benefit not varying model and the scale and benefit are constructed The veneziano model of variable model;According to the veneziano model, the scheme optimization information of the goal-based assessment result is generated.
In the specific implementation, obtaining scheme optimization information using a slack variable according to the assessment result of scheme.Firstly, CCR the and BCC veneziano model comprising relaxation factor s can be constructed, as follows respectively:
Wherein, θkFor the input-occupancy-output analysis coefficient of correspondence of k-th of scheme;For s input-occupancy-output analysis x of k-th of schemesk Corresponding relaxation factor, economic meanings are the investment redundancy of corresponding index, and then show that scheme optimization direction is to reduce this Investment;For r output index ies of k-th of schemerkCorresponding relaxation factor, economic meanings are the productions of corresponding index It is insufficient out, and then show that scheme optimization direction is to improve this output;λiFor the indicator combination coefficient of i-th enterprise;
It is similar to the CCR veneziano model of the s containing relaxation factor, but joined scalable constraintIt is economical Meaning and scheme optimization direction and the CCR veneziano model of the s containing relaxation factor are also similar.In addition, the scale and benefit of each scheme can be by KjIt determines,Work as KjWhen=1, the constant returns to scale of scheme is indicated, scheme reaches best output at this time Scale point;Correspondingly, KjWhen < 1, indicate that the scale and benefit of scheme are incremented by, scheme is constant in current input structure if guaranteeing at this time In the case where the amount of increasing input, quantum of output will have higher proportion of increase;KjWhen > 1, indicate that the scale and benefit of scheme are passed Subtract, if the amount of increasing input at this time, quantum of output, which will increase ratio, constantly to be reduced.
In practical application, absolutely evaluation sequence can also be carried out to the validity of scheme.Wherein, the reality of efficiency DEA Model Existing principle is first to be rejected to it except model when being compared to j-th of decision package, thus further relatively more effective Decision package relative effectiveness, specific super-efficiency model formula is as follows:
It should be understood that although each step in the flow chart of Fig. 1 is successively shown according to the instruction of arrow, this A little steps are not that the inevitable sequence according to arrow instruction successively executes.Unless expressly state otherwise herein, these steps It executes there is no the limitation of stringent sequence, these steps can execute in other order.Moreover, at least part in Fig. 1 Step may include that perhaps these sub-steps of multiple stages or stage are executed in synchronization to multiple sub-steps It completes, but can execute at different times, the execution sequence in these sub-steps or stage, which is also not necessarily, successively to be carried out, But it can be executed in turn or alternately at least part of the sub-step or stage of other steps or other steps.
In one embodiment, as shown in figure 4, providing a kind of assessment device of electrically-charging equipment programme, comprising: refer to Mark obtains module 410, System conformity module 420 and data envelope analysis module 430, in which:
Index selection module 410, for obtaining the evaluation index of electrically-charging equipment programme;
System conformity module 420 obtains input-occupancy-output analysis body for integrating the evaluation index of the electrically-charging equipment programme System and output index system;
DEA module 430, for carrying out data to the input-occupancy-output analysis system and the output index system Envelope Analysis obtains preferred electrically-charging equipment programme.
Technical solution according to an embodiment of the present invention, it is whole by obtaining the evaluation index of each electrically-charging equipment programme The evaluation index for closing electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system, and to input-occupancy-output analysis system DEA is carried out with output index system, according to the analysis of DEA as a result, planning in each electrically-charging equipment Preferred electrically-charging equipment programme is filtered out in scheme.To by distinguishing for input-occupancy-output analysis system and output index system DEA is carried out, more accurately obtains the analysis of electrically-charging equipment programme as a result, based on more accurately analysis result Option screening is carried out, optimal electrically-charging equipment programme can be filtered out.
In another embodiment, the input-occupancy-output analysis system is hyposmosis stage input-occupancy-output analysis system, and the output refers to Mark system is hyposmosis stage output index system, the System conformity module 420, comprising:
First statistic submodule, for counting capital construction cost and O&M cost, and according to the capital construction cost and O&M at This, generates the hyposmosis stage input-occupancy-output analysis system;
Second statistic submodule, for counting occupation rate of market, business growth rate, allowance for depreciation and subsidy volume, and according to institute Occupation rate of market, the business growth rate, the allowance for depreciation and the subsidy volume are stated, the hyposmosis stage output index is generated System.
In another embodiment, the input-occupancy-output analysis system is Thief zone stage input-occupancy-output analysis system, and the output refers to Mark system is Thief zone stage output index system, the System conformity module 420, comprising:
Third statistic submodule generates the Thief zone for counting additional investment ratio, and according to the additional investment ratio Stage input-occupancy-output analysis system;
4th statistic submodule, for counting asset-liability ratio, load curve smoothness, utilization rate of equipment and installations and return on assets Rate, and according to the asset-liability ratio, the load curve smoothness, the utilization rate of equipment and installations and the Return on Assets, it is raw At the Thief zone stage output index system.
In another embodiment, the DEA module 430, comprising:
Hyposmosis Investment decision-making unit submodule, the investment for extracting the hyposmosis stage input-occupancy-output analysis system refer to Mark, as hyposmosis Investment decision-making unit;
Hyposmosis output decision package submodule, the output for extracting the hyposmosis stage output index system refer to Mark, as hyposmosis output decision package;
First Optimized model submodule, for using scale and benefit not varying model, to the hyposmosis Investment decision-making unit Processing is optimized with the hyposmosis output decision package, obtains the first Optimized model;
First screening submodule screens in the electrically-charging equipment programme for using first Optimized model Candidate electrically-charging equipment programme out;
Preferred embodiment submodule, for obtaining the preferred electrically-charging equipment according to the candidate electrically-charging equipment programme Programme.
In another embodiment, the preferred embodiment submodule, comprising:
Thief zone Investment decision-making unit submodule, the investment for extracting the Thief zone stage input-occupancy-output analysis system refer to Mark, as Thief zone Investment decision-making unit;
Thief zone output decision package submodule, the output for extracting the Thief zone stage output index system refer to Mark, as Thief zone output decision package;
Second Optimized model submodule, for using scale and benefit variable model, to the Thief zone Investment decision-making unit Processing is optimized with the Thief zone output decision package, obtains the second Optimized model;
Second screening submodule, for using second Optimized model, in the candidate electrically-charging equipment programme Filter out the preferred electrically-charging equipment programme.
In another embodiment, described device further include:
Assessment result determining module, for determining the assessment result of the preferred electrically-charging equipment programme;
Optimize information module, for obtaining the scheme optimization information of the assessment result.
In another embodiment, the optimization information module, comprising:
Relaxation factor submodule, for obtaining relaxation factor;
Veneziano model constructs submodule, for using the relaxation factor, constructs the scale and benefit not varying model and institute State the veneziano model of scale and benefit variable model;
Optimize message sub-module, for generating the scheme optimization letter of the goal-based assessment result according to the veneziano model Breath.
The specific restriction of assessment device about electrically-charging equipment programme may refer to advise above for electrically-charging equipment The restriction of the appraisal procedure for the scheme of drawing, details are not described herein.Each mould in the assessment device of above-mentioned electrically-charging equipment programme Block can be realized fully or partially through software, hardware and combinations thereof.Above-mentioned each module can be embedded in the form of hardware or independence In processor in computer equipment, it can also be stored in a software form in the memory in computer equipment, in order to Processor, which calls, executes the corresponding operation of the above modules.
In one embodiment, a kind of computer equipment is provided, which can be server, internal junction Composition can be as shown in Figure 5.The computer equipment include by system bus connect processor, memory, network interface and Database.Wherein, the processor of the computer equipment is for providing calculating and control ability.The memory packet of the computer equipment Include non-volatile memory medium, built-in storage.The non-volatile memory medium is stored with operating system, computer program and data Library.The built-in storage provides environment for the operation of operating system and computer program in non-volatile memory medium.The calculating The network interface of machine equipment is used to communicate with external terminal by network connection.When the computer program is executed by processor with Realize a kind of appraisal procedure of electrically-charging equipment programme.
It will be understood by those skilled in the art that structure shown in Fig. 5, only part relevant to application scheme is tied The block diagram of structure does not constitute the restriction for the computer equipment being applied thereon to application scheme, specific computer equipment It may include perhaps combining certain components or with different component layouts than more or fewer components as shown in the figure.
In one embodiment, a kind of computer equipment, including memory and processor are provided, is stored in memory Computer program, the processor perform the steps of when executing computer program
Obtain the evaluation index of electrically-charging equipment programme;
The evaluation index for integrating the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system;
DEA is carried out to the input-occupancy-output analysis system and the output index system, obtains preferred electrically-charging equipment Programme.
In one embodiment, it is also performed the steps of when processor executes computer program
Capital construction cost and O&M cost are counted, and according to the capital construction cost and O&M cost, generates the hyposmosis rank Section input-occupancy-output analysis system;
Occupation rate of market, business growth rate, allowance for depreciation and subsidy volume are counted, and according to the occupation rate of market, the battalion Industry growth rate, the allowance for depreciation and the subsidy volume generate the hyposmosis stage output index system.
In one embodiment, it is also performed the steps of when processor executes computer program
Additional investment ratio is counted, and according to the additional investment ratio, generates the Thief zone stage input-occupancy-output analysis system;
Asset-liability ratio, load curve smoothness, utilization rate of equipment and installations and Return on Assets are counted, and negative according to the assets Debt rate, the load curve smoothness, the utilization rate of equipment and installations and the Return on Assets, generate the Thief zone stage output Index system.
In one embodiment, it is also performed the steps of when processor executes computer program
The input-occupancy-output analysis for extracting the hyposmosis stage input-occupancy-output analysis system, as hyposmosis Investment decision-making unit;
The output index for extracting the hyposmosis stage output index system, as hyposmosis output decision package;
Using scale and benefit not varying model, to the hyposmosis Investment decision-making unit and the hyposmosis output decision package Processing is optimized, the first Optimized model is obtained;
Using first Optimized model, candidate electrically-charging equipment planning side is filtered out in the electrically-charging equipment programme Case;
According to the candidate electrically-charging equipment programme, the preferred electrically-charging equipment programme is obtained.
In one embodiment, it is also performed the steps of when processor executes computer program
The input-occupancy-output analysis for extracting the Thief zone stage input-occupancy-output analysis system, as Thief zone Investment decision-making unit;
The output index for extracting the Thief zone stage output index system, as Thief zone output decision package;
Using scale and benefit variable model, to the Thief zone Investment decision-making unit and the Thief zone output decision package Processing is optimized, the second Optimized model is obtained;
Using second Optimized model, the preferred charging is filtered out in the candidate electrically-charging equipment programme and is set Apply programme.
In one embodiment, it is also performed the steps of when processor executes computer program
Determine the assessment result of the preferred electrically-charging equipment programme;
Obtain the scheme optimization information of the assessment result.
In one embodiment, it is also performed the steps of when processor executes computer program
Obtain relaxation factor;
Using the relaxation factor, the antithesis of the scale and benefit not varying model and the scale and benefit variable model is constructed Model;
According to the veneziano model, the scheme optimization information of the goal-based assessment result is generated.
In one embodiment, a kind of computer readable storage medium is provided, computer program is stored thereon with, is calculated Machine program performs the steps of when being executed by processor
Obtain the evaluation index of electrically-charging equipment programme;
The evaluation index for integrating the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system;
DEA is carried out to the input-occupancy-output analysis system and the output index system, obtains preferred electrically-charging equipment Programme.
In one embodiment, it is also performed the steps of when computer program is executed by processor
Capital construction cost and O&M cost are counted, and according to the capital construction cost and O&M cost, generates the hyposmosis rank Section input-occupancy-output analysis system;
Occupation rate of market, business growth rate, allowance for depreciation and subsidy volume are counted, and according to the occupation rate of market, the battalion Industry growth rate, the allowance for depreciation and the subsidy volume generate the hyposmosis stage output index system.
In one embodiment, it is also performed the steps of when computer program is executed by processor
Additional investment ratio is counted, and according to the additional investment ratio, generates the Thief zone stage input-occupancy-output analysis system;
Asset-liability ratio, load curve smoothness, utilization rate of equipment and installations and Return on Assets are counted, and negative according to the assets Debt rate, the load curve smoothness, the utilization rate of equipment and installations and the Return on Assets, generate the Thief zone stage output Index system.
In one embodiment, it is also performed the steps of when computer program is executed by processor
The input-occupancy-output analysis for extracting the hyposmosis stage input-occupancy-output analysis system, as hyposmosis Investment decision-making unit;
The output index for extracting the hyposmosis stage output index system, as hyposmosis output decision package;
Using scale and benefit not varying model, to the hyposmosis Investment decision-making unit and the hyposmosis output decision package Processing is optimized, the first Optimized model is obtained;
Using first Optimized model, candidate electrically-charging equipment planning side is filtered out in the electrically-charging equipment programme Case;
According to the candidate electrically-charging equipment programme, the preferred electrically-charging equipment programme is obtained.
In one embodiment, it is also performed the steps of when computer program is executed by processor
The input-occupancy-output analysis for extracting the Thief zone stage input-occupancy-output analysis system, as Thief zone Investment decision-making unit;
The output index for extracting the Thief zone stage output index system, as Thief zone output decision package;
Using scale and benefit variable model, to the Thief zone Investment decision-making unit and the Thief zone output decision package Processing is optimized, the second Optimized model is obtained;
Using second Optimized model, the preferred charging is filtered out in the candidate electrically-charging equipment programme and is set Apply programme.
In one embodiment, it is also performed the steps of when computer program is executed by processor
Determine the assessment result of the preferred electrically-charging equipment programme;
Obtain the scheme optimization information of the assessment result.
In one embodiment, it is also performed the steps of when computer program is executed by processor
Obtain relaxation factor;
Using the relaxation factor, the antithesis of the scale and benefit not varying model and the scale and benefit variable model is constructed Model;
According to the veneziano model, the scheme optimization information of the goal-based assessment result is generated.
Those of ordinary skill in the art will appreciate that realizing all or part of the process in above-described embodiment method, being can be with Relevant hardware is instructed to complete by computer program, the computer program can be stored in a non-volatile computer In read/write memory medium, the computer program is when being executed, it may include such as the process of the embodiment of above-mentioned each method.Wherein, To any reference of memory, storage, database or other media used in each embodiment provided herein, Including non-volatile and/or volatile memory.Nonvolatile memory may include read-only memory (ROM), programming ROM (PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM) or flash memory.Volatile memory may include Random access memory (RAM) or external cache.By way of illustration and not limitation, RAM is available in many forms, Such as static state RAM (SRAM), dynamic ram (DRAM), synchronous dram (SDRAM), double data rate sdram (DDRSDRAM), enhancing Type SDRAM (ESDRAM), synchronization link (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM (RDRAM), direct memory bus dynamic ram (DRDRAM) and memory bus dynamic ram (RDRAM) etc..
Each technical characteristic of above embodiments can be combined arbitrarily, for simplicity of description, not to above-described embodiment In each technical characteristic it is all possible combination be all described, as long as however, the combination of these technical characteristics be not present lance Shield all should be considered as described in this specification.
The several embodiments of the application above described embodiment only expresses, the description thereof is more specific and detailed, but simultaneously It cannot therefore be construed as limiting the scope of the patent.It should be pointed out that coming for those of ordinary skill in the art It says, without departing from the concept of this application, various modifications and improvements can be made, these belong to the protection of the application Range.Therefore, the scope of protection shall be subject to the appended claims for the application patent.

Claims (10)

1. a kind of appraisal procedure of electrically-charging equipment programme characterized by comprising
Obtain the evaluation index of electrically-charging equipment programme;
The evaluation index for integrating the electrically-charging equipment programme, obtains input-occupancy-output analysis system and output index system;
DEA is carried out to the input-occupancy-output analysis system and the output index system, obtains preferred electrically-charging equipment planning Scheme.
2. the method according to claim 1, wherein the input-occupancy-output analysis system is hyposmosis stage input-occupancy-output analysis System, the output index system are hyposmosis stage output index system, the integration electrically-charging equipment programme Evaluation index obtains input-occupancy-output analysis system and output index system, comprising:
Capital construction cost and O&M cost are counted, and according to the capital construction cost and O&M cost, generates the hyposmosis stage throwing Enter index system;
Occupation rate of market, business growth rate, allowance for depreciation and subsidy volume are counted, and is increased according to the occupation rate of market, the business Long rate, the allowance for depreciation and the subsidy volume generate the hyposmosis stage output index system.
3. according to the method described in claim 2, it is characterized in that, the input-occupancy-output analysis system is Thief zone stage input-occupancy-output analysis System, the output index system are Thief zone stage output index system, the integration electrically-charging equipment programme Evaluation index obtains input-occupancy-output analysis system and output index system, comprising:
Additional investment ratio is counted, and according to the additional investment ratio, generates the Thief zone stage input-occupancy-output analysis system;
Asset-liability ratio, load curve smoothness, utilization rate of equipment and installations and Return on Assets are counted, and according to the asset-liabilities Rate, the load curve smoothness, the utilization rate of equipment and installations and the Return on Assets generate the Thief zone stage output and refer to Mark system.
4. according to the method described in claim 3, it is characterized in that, described to the input-occupancy-output analysis system and the output index System carries out DEA, obtains preferred electrically-charging equipment programme, comprising:
The input-occupancy-output analysis for extracting the hyposmosis stage input-occupancy-output analysis system, as hyposmosis Investment decision-making unit;
The output index for extracting the hyposmosis stage output index system, as hyposmosis output decision package;
Using scale and benefit not varying model, the hyposmosis Investment decision-making unit and the hyposmosis output decision package are carried out Optimization processing obtains the first Optimized model;
Using first Optimized model, candidate electrically-charging equipment programme is filtered out in the electrically-charging equipment programme;
According to the candidate electrically-charging equipment programme, the preferred electrically-charging equipment programme is obtained.
5. according to the method described in claim 4, obtaining it is characterized in that, described according to the candidate electrically-charging equipment programme Take the preferred electrically-charging equipment programme, comprising:
The input-occupancy-output analysis for extracting the Thief zone stage input-occupancy-output analysis system, as Thief zone Investment decision-making unit;
The output index for extracting the Thief zone stage output index system, as Thief zone output decision package;
Using scale and benefit variable model, the Thief zone Investment decision-making unit and the Thief zone output decision package are carried out Optimization processing obtains the second Optimized model;
Using second Optimized model, the preferred electrically-charging equipment rule are filtered out in the candidate electrically-charging equipment programme The scheme of drawing.
6. according to the method described in claim 5, it is characterized by further comprising:
Determine the assessment result of the preferred electrically-charging equipment programme;
Obtain the scheme optimization information of the assessment result.
7. according to the method described in claim 6, it is characterized in that, the scheme optimization letter for obtaining the goal-based assessment result Breath, comprising:
Obtain relaxation factor;
Using the relaxation factor, the dual module of the scale and benefit not varying model and the scale and benefit variable model is constructed Type;
According to the veneziano model, the scheme optimization information of the goal-based assessment result is generated.
8. a kind of assessment device of electrically-charging equipment programme characterized by comprising
Index selection module, for obtaining the evaluation index of electrically-charging equipment programme;
System conformity module obtains input-occupancy-output analysis system and production for integrating the evaluation index of the electrically-charging equipment programme Index system out;
DEA module, for carrying out data envelopment point to the input-occupancy-output analysis system and the output index system Analysis, obtains preferred electrically-charging equipment programme.
9. a kind of computer equipment, including memory and processor, the memory are stored with computer program, feature exists In the step of processor realizes any one of claims 1 to 7 the method when executing the computer program.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program The step of method described in any one of claims 1 to 7 is realized when being executed by processor.
CN201810910846.7A 2018-08-10 2018-08-10 Appraisal procedure, device, computer equipment and the storage medium of electrically-charging equipment programme Pending CN109034644A (en)

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