Energy system scheme scoring method and system
By calculating the absolute performance score and relative performance score of the new energy system, the problem of inefficient scores of the new energy system in the existing technology is solved, and more accurate and efficient scoring is achieved, which improves the efficiency and accuracy of the operation of the energy system.
Patent Information
- Application Number
- CN202411192146.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-08-28
- Publication Date
- 2024-12-24
AI Technical Summary
The existing new energy system scoring methods are too single or complex to accurately and quickly evaluate the quality and benefits of new energy systems, especially because traditional methods rely on single-index scores or expert reviews, resulting in inefficiency and strong subjectivity.
By obtaining the historical operation data of the energy system, construct the index values of the system to be evaluated and the alternative benchmark items, calculate the absolute performance score and relative performance score, avoid the complex process and subjective judgment of expert review, and improve the scoring efficiency and accuracy.
Multi-angle scoring based on real system operation data is realized, which improves the accuracy and rationality of the scoring, makes the selection of the optimal system solution more accurate, and improves the efficiency and compliance of the energy system operation.
Smart Images

Figure CN119180546A_ABST
Abstract
Description
Technical Field
[0001] The present invention belongs to the technical field of energy system scoring, and in particular relates to a scoring method and system for energy system solutions. Background Art
[0002] With the rapid development of new energy research and application, the energy system is also undergoing transformation and renewal, thus deriving new energy systems. Compared with the traditional systems in the past, the new energy systems have the characteristics of a large number of renewable energy access, complex and changeable energy supply methods, and complex characteristics of changes in the source and load ends of the system, which have derived a variety of different system categories and forms such as regional energy and microgrids. The characteristics of the new energy system have put forward higher requirements for its scoring method. The scoring method for the traditional system can no longer adapt well to the new energy system. How to correctly and quickly score the quality and benefits of the new energy system has become a problem that needs to be solved urgently.
[0003] Among the existing scoring methods for new energy systems, one method is to score new energy systems for individual indicators through standard documents, but this method is too simple and cannot accurately score new energy systems; another existing scoring method is to organize an expert review meeting and score new energy systems through expert scoring. This method is inefficient and complicated in scoring new energy systems due to its complex process and subjectivity. Therefore, there is an urgent need for a new energy system scoring method and system to solve the defects of the existing technology. Summary of the invention
[0004] The present invention provides a scoring method and system for energy system solutions to solve the above technical problems, calculate the absolute performance score and relative performance score of the system solution to be evaluated, achieve the scoring of the system solution to be evaluated and obtain the optimal system solution, and improve the efficiency of energy system solution scoring.
[0005] In order to solve the above technical problems, an embodiment of the present invention provides a scoring method for an energy system solution, including:
[0006] Obtain historical operating data of the energy system, several system solutions to be evaluated, and several alternative benchmarking projects;
[0007] According to the historical operation data, the system solution to be evaluated and the alternative benchmarking projects, a solution index value of each system solution to be evaluated and a project index value of each alternative benchmarking project are obtained;
[0008] According to the scheme indicator value, the project indicator value is corrected to obtain a first project indicator value;
[0009] Obtaining an absolute performance score and a relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value;
[0010] According to the absolute performance score and the relative performance score, an optimal system solution is obtained.
[0011] It can be understood that, compared with the prior art, the present invention constructs the index values of the system scheme to be evaluated and the alternative benchmarking projects through the historical operation data of the energy system, and then obtains the absolute performance score and relative performance score of the system scheme to be evaluated, thereby realizing the scoring of the system scheme to be evaluated and the screening of the optimal system scheme. The present invention avoids the complicated process and subjective judgment of expert review and scoring by calculating the absolute performance score and the relative performance score, thereby greatly improving the efficiency and accuracy of the scheme scoring. By calculating the index values through the historical operation data of the energy system, the scoring of the scheme is based on the real system operation data, so that it can be scored from multiple angles, which improves the accuracy of the scheme scoring; by correcting the project index values, the rationality of the calculation of the performance score is improved, so that the performance score is more in line with the actual operation of the energy system, thereby improving the accuracy of the optimal system scheme, and making the energy system operation based on the optimal system scheme more efficient and in line with the standards.
[0012] As a preferred solution, obtaining the solution index value of each system solution to be evaluated and the project index value of each candidate benchmarking project according to the historical operation data, the system solution to be evaluated and the candidate benchmarking project specifically includes:
[0013] constructing evaluation indicators based on the historical operation data;
[0014] Calculate the solution index value of each system solution to be evaluated according to the evaluation index;
[0015] According to the evaluation index, the project index value of each candidate benchmarking project is calculated.
[0016] This preferred solution constructs more accurate evaluation indicators through the historical operation data of the energy system, making the obtained solution indicator values and project indicator values more practical and accurate, laying an accurate data foundation for subsequent performance scoring.
[0017] As a preferred solution, the project indicator value is corrected according to the solution indicator value to obtain the first project indicator value, which specifically includes:
[0018] Calculating a similarity score for each candidate benchmarking project according to system characteristics of the energy system;
[0019] According to the similarity score and in combination with the solution index value, the project index value is modified to obtain a first project index value.
[0020] This preferred solution calculates the similarity score of each candidate benchmarking project through the system characteristics of the energy system. By introducing the similarity coefficient, the scoring standard setting process can take into account the reference value of similar projects, thereby improving the rationality of the reference standard setting.
[0021] As a preferred solution, the similarity score of each candidate benchmarking project is calculated according to the system characteristics of the energy system, specifically including:
[0022] System characteristics of the energy system, including: type of energy demand, annual load hours, and overlap between technology and equipment types;
[0023] According to the energy demand type, calculating the energy demand type similarity coefficient of each of the candidate benchmarking projects;
[0024] Calculate the similarity coefficient of annual load hours for each candidate benchmarking project based on the annual load hours;
[0025] According to the overlap between the technology and the equipment type, calculate the similarity coefficient of the overlap between the technology and the equipment type of each candidate benchmarking project;
[0026] The similarity score of each of the alternative benchmarking projects is calculated based on the energy demand type similarity coefficient, the annual load hours similarity coefficient and the technology and equipment type overlap similarity coefficient.
[0027] This preferred solution improves the accuracy of the similarity score by calculating the similarity scores of multiple dimensions, and by introducing the similarity coefficient, the scoring standard setting process is able to take into account the reference value of similar projects, thereby improving the rationality of the reference standard setting.
[0028] As a preferred solution, obtaining the absolute performance score and relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value specifically includes:
[0029] Obtaining a comparison reference value according to the index value of the first item;
[0030] Obtaining an absolute performance score of each of the system solutions to be evaluated according to the comparison reference value;
[0031] Constructing a deviation matrix according to the scheme indicator values;
[0032] According to the deviation matrix, a relative performance score of each of the system solutions to be evaluated is obtained.
[0033] This preferred solution calculates absolute performance scores and relative performance scores. The proposed absolute performance scoring process not only takes into account the absolute value distribution and sample value distribution of the standard reference value, the standardized process of the relative scoring method, but also adopts the root method and the sum method to improve the objectivity and accuracy of the scoring.
[0034] Accordingly, an embodiment of the present invention provides a scoring system for energy system solutions, including: a data acquisition module, an index value calculation module, an index value correction module, a scoring calculation module and an optimal solution acquisition module;
[0035] The data acquisition module is used to acquire historical operation data of the energy system, several system solutions to be evaluated, and several candidate benchmarking projects;
[0036] The index value calculation module is used to obtain the scheme index value of each system scheme to be evaluated and the project index value of each candidate benchmarking project according to the historical operation data, the system scheme to be evaluated and the candidate benchmarking project;
[0037] The index value correction module is used to correct the project index value according to the scheme index value to obtain a first project index value;
[0038] The scoring calculation module is used to obtain an absolute performance score and a relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value;
[0039] The optimal solution acquisition module is used to obtain the optimal system solution according to the absolute performance score and the relative performance score.
[0040] As a preferred solution, the index value calculation module includes: an index value calculation unit;
[0041] The index value calculation unit is used to construct an evaluation index based on the historical operation data;
[0042] Calculate the solution index value of each system solution to be evaluated according to the evaluation index;
[0043] According to the evaluation index, the project index value of each candidate benchmarking project is calculated.
[0044] As a preferred solution, the index value correction module includes: an index value correction unit;
[0045] The index value correction unit is used to calculate the similarity score of each candidate benchmarking project according to the system characteristics of the energy system;
[0046] According to the similarity score and in combination with the solution index value, the project index value is modified to obtain a first project index value.
[0047] As a preferred solution, the index value correction unit includes: a similarity score calculation subunit;
[0048] The similarity score calculation subunit is used for system characteristics of the energy system, including: energy demand type, annual load hours, and technology and equipment type overlap;
[0049] According to the energy demand type, calculating the energy demand type similarity coefficient of each of the candidate benchmarking projects;
[0050] Calculate the similarity coefficient of annual load hours for each candidate benchmarking project based on the annual load hours;
[0051] According to the overlap between the technology and the equipment type, calculate the similarity coefficient of the overlap between the technology and the equipment type of each candidate benchmarking project;
[0052] The similarity score of each of the alternative benchmarking projects is calculated based on the energy demand type similarity coefficient, the annual load hours similarity coefficient and the technology and equipment type overlap similarity coefficient.
[0053] As a preferred solution, the score calculation module includes: a score calculation unit;
[0054] The scoring calculation unit is used to obtain a comparison reference value according to the first project indicator value;
[0055] Obtaining an absolute performance score of each of the system solutions to be evaluated according to the comparison reference value;
[0056] Constructing a deviation matrix according to the scheme indicator values;
[0057] According to the deviation matrix, a relative performance score of each of the system solutions to be evaluated is obtained.
[0058] It can be understood that, compared with the prior art, this system constructs the index values of the system scheme to be evaluated and the alternative benchmarking projects through the historical operation data of the energy system, and then obtains the absolute performance score and relative performance score of the system scheme to be evaluated, realizing the scoring of the system scheme to be evaluated and the screening of the optimal system scheme. By calculating the absolute performance score and the relative performance score, this system avoids the complex process and subjective judgment of expert review and scoring, thereby greatly improving the efficiency and accuracy of the scheme scoring. By calculating the index values through the historical operation data of the energy system, the scoring of the scheme is based on the real system operation data, so that it can be scored from multiple angles, which improves the accuracy of the scheme scoring; by correcting the project index values, the rationality of the calculation of the performance score is improved, so that the performance score is more in line with the actual operation of the energy system, thereby improving the accuracy of the optimal system scheme, and making the energy system operation based on the optimal system scheme more efficient and in line with the standards. BRIEF DESCRIPTION OF THE DRAWINGS
[0059] Figure 1 : A flowchart of a method for scoring an energy system solution provided by an embodiment of the present invention;
[0060] Figure 2 : A schematic diagram of the structure of a scoring system for an energy system solution provided by an embodiment of the present invention;
[0061] Among them, 201: data acquisition module; 202: index value calculation module; 203: index value correction module; 204: score calculation module; 205: optimal solution acquisition module. DETAILED DESCRIPTION
[0062] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0063] With the continuous deepening and development of research and application of new energy, the energy system continues to transform and develop. Compared with the traditional system in the past, the new energy system has the characteristics of a large amount of renewable energy access, complex and changeable energy supply methods, and complex changes in the source and load ends of the system. It has derived a variety of different system categories and forms such as regional energy and microgrids. The construction objectives and expected benefits of the energy system are diverse and personalized. Therefore, the requirement for multi-objective comprehensive evaluation has arisen at the level of system solution evaluation.
[0064] The establishment of a multi-objective comprehensive evaluation method is the basic premise for optimizing new energy system solutions and ensuring the realization of system benefits, while the diversified and customized characteristics of new energy systems put forward higher requirements for comprehensive system evaluation. Scientifically evaluating the characteristics and benefits of new energy systems will help improve the level of system solutions, the rationality of project planning, construction, and operation, and the efficiency of energy system operation.
[0065] The evaluation methods currently applied to new energy systems are: the first method is to conduct single indicator evaluation based on the indicator assessment standards proposed in the existing standard documents. However, the standard specifications for the unconventional and innovative indicators involved in the evaluation process of this method are not systematic, and the policy goals are macroscopic. It is usually difficult to ensure that each indicator used in the evaluation process can obtain standard numerical references or related supporting materials. Therefore, at the level of single indicator evaluation, it is often difficult to determine the evaluation standards and promote the evaluation process.
[0066] The second existing method is to hold an expert review meeting to evaluate the project plan. However, this method is highly influenced by the subjective cognitive factors of the expert group members, usually lacks a relatively clear scoring standard and thus produces information bias; it is easy to ignore the impact of objective and force majeure factors such as the project location, system construction conditions, and regional market environment on project performance; when the evaluation is conducted in the form of a meeting discussion, it is easy for the evaluation results to be not objective due to reasons such as following the vote.
[0067] In the current field of energy system scoring, on the one hand, with the development of related technologies and the promotion of equipment, how to scientifically evaluate the quality and efficiency level of new energy systems is an important issue that needs to be solved urgently; on the other hand, from the perspective of technology promotion, new energy systems as urban infrastructure construction are still in their infancy, and all sectors of society have insufficient cognition, lack of experience, and lack of coordination on new energy systems, which makes the construction of new energy systems simplistic and one-sided, resulting in a waste of social resources. It can be seen that the evaluation of new energy systems is a multi-objective evaluation problem that needs to consider a variety of innovative and unconventional evaluation factors. The current evaluation method system for new energy systems has not yet taken shape, so it is of great significance to develop a set of scoring methods suitable for new energy systems.
[0068] Embodiment 1
[0069] Please refer to Figure 1 , which is a step flow chart of a scoring method for an energy system solution provided in an embodiment of the present invention, including steps S101 to S105.
[0070] Step S101: Obtain historical operation data of the energy system, several system solutions to be evaluated, and several candidate benchmarking projects.
[0071] It should be noted that when only one system solution is scored, that is, when there is only one system solution to be evaluated, an additional benchmark solution needs to be set as a control group; when multiple system solutions are scored, that is, when there are multiple system solutions to be evaluated, all solutions are system solutions to be evaluated, and an additional benchmark solution is set as a control group.
[0072] Step S102: according to the historical operation data, the system solution to be evaluated and the candidate benchmarking projects, obtain the solution index value of each system solution to be evaluated and the project index value of each candidate benchmarking project.
[0073] In this embodiment, obtaining the solution index value of each system solution to be evaluated and the project index value of each candidate benchmarking project according to the historical operation data, the system solution to be evaluated and the candidate benchmarking project specifically includes:
[0074] constructing evaluation indicators based on the historical operation data;
[0075] Calculate the solution index value of each of the system solutions to be evaluated according to the evaluation index;
[0076] According to the evaluation index, the project index value of each candidate benchmarking project is calculated.
[0077] In an optional embodiment, constructing the evaluation index according to the historical operation data specifically includes:
[0078] The historical operation data is the maximum electric load of the energy system covering the geographical boundary;
[0079] According to the maximum electrical load, construct an evaluation index; the evaluation index is the maximum electrical load;
[0080] According to the maximum electric load, the maximum value of the annual electric load measurement data of each of the system solutions to be evaluated is obtained, and the maximum value of the annual electric load measurement data of the system solutions to be evaluated is used as the solution index value corresponding to the system solution to be evaluated;
[0081] According to the maximum electric load, the maximum value of the annual electric load measurement data of each of the alternative benchmarking projects is obtained, and the maximum value of the annual electric load measurement data of the alternative benchmarking project is used as the project indicator value corresponding to the alternative benchmarking project.
[0082] It should be noted that when there is a baseline system solution and multiple system solutions to be evaluated (N system solutions to be evaluated), the number of participating solutions is N+1, the solution index value of the baseline system solution is S0, and the solution index values of the system solutions to be evaluated are [S1, S2, …, S N ].
[0083] Step S103: According to the solution indicator value, the project indicator value is corrected to obtain a first project indicator value.
[0084] In this embodiment, the step of modifying the project index value according to the scheme index value to obtain the first project index value specifically includes:
[0085] Calculating a similarity score for each candidate benchmarking project according to system characteristics of the energy system;
[0086] According to the similarity score and in combination with the solution index value, the project index value is modified to obtain a first project index value.
[0087] In this embodiment, the similarity score of each candidate benchmarking project is calculated according to the system characteristics of the energy system, specifically including:
[0088] System characteristics of the energy system, including: type of energy demand, annual load hours, and overlap between technology and equipment types;
[0089] According to the energy demand type, calculating the energy demand type similarity coefficient of each of the candidate benchmarking projects;
[0090] Calculate the similarity coefficient of annual load hours for each candidate benchmarking project based on the annual load hours;
[0091] According to the overlap between the technology and the equipment type, calculate the similarity coefficient of the overlap between the technology and the equipment type of each candidate benchmarking project;
[0092] The similarity score of each of the alternative benchmarking projects is calculated based on the energy demand type similarity coefficient, the annual load hours similarity coefficient and the technology and equipment type overlap similarity coefficient.
[0093] In an optional embodiment, calculating the energy demand type similarity coefficient of each candidate benchmarking project according to the energy demand type specifically includes:
[0094]
[0095] Among them, σ 1 is the energy demand type similarity coefficient, T s is the total number of energy demand types in the candidate benchmarking projects and the system solutions to be evaluated, T a It is the total number of energy demand types involved in the scenarios of the alternative benchmarking projects and the scenarios of the system solutions to be evaluated, without repeated counting.
[0096] In an optional embodiment, the calculating, based on the annual load hours, the similarity coefficient of the annual load hours of each candidate benchmarking project specifically includes:
[0097]
[0098] Among them, σ 2 is the similarity coefficient of annual load hours, T s It is the total number of energy demand types in the candidate benchmarking projects and the system solutions to be evaluated, temporarily recorded as the same type of energy; It represents the annual load hours of the i-th type of energy in the assessment year in the project scenario; It represents the annual load hours of the i-th type of similar energy in the assessment year in the scenario of the alternative benchmark project.
[0099] In an optional embodiment, the calculating of the similarity coefficient of the degree of overlap between the technology and the device type of each candidate benchmarking project according to the degree of overlap between the technology and the device type specifically includes:
[0100]
[0101] Among them, σ 3 is the similarity coefficient of overlap between technology and equipment type, C s Indicates the total number of technologies and equipment types that exist in both the scenario of the candidate benchmark project and the scenario of the system solution to be evaluated; C a It indicates the total number of technologies and equipment types involved in the scenarios of the alternative benchmarking projects and the scenarios of the system solutions to be evaluated, without duplication.
[0102] In an optional embodiment, the similarity score of each candidate benchmarking project is calculated according to the energy demand type similarity coefficient, the annual load hours similarity coefficient, and the technology and equipment type overlap similarity coefficient, specifically including:
[0103] σ=ω 1 ·σ 1 ·σ 2 +ω 2 ·σ 3 ,
[0104] Among them, σ is the similarity score, ω 1 and ω 2 They are the energy characteristic demand of the energy system and the weight coefficient of the energy system composition, both of which are 0.5.
[0105] In an optional embodiment, the modifying the project index value according to the similarity score and the solution index value to obtain the first project index value specifically includes:
[0106] Screening candidate benchmarking projects with similarity scores above a preset threshold to obtain several benchmarking projects and their corresponding project indicator values;
[0107] Obtain the maximum and minimum index values of the system solution to be evaluated;
[0108] Compare the project index value, maximum index value and minimum index value of each benchmarking project to obtain the comparison result;
[0109] According to the comparison result, the project indicator value is corrected to obtain the first project indicator value of each benchmarking project.
[0110] It should be noted that the preset threshold is a similarity score of 0.5 or more, and the number of benchmark projects is more than five. When the number is insufficient, the research work is re-conducted to obtain more benchmark projects with a similarity score of 0.5 or more. The final number of benchmark projects is M, and the project indicator values of the benchmark projects are [Sd1, Sd2, …, Sd M ].
[0111] This embodiment proposes a reference judgment basis for similar energy systems. On the one hand, it does not require the use of absolutely similar projects as evaluation references, reducing the difficulty of obtaining available similar projects. On the other hand, it introduces a similarity coefficient, allowing the scoring standard setting process to consider the reference value of similar projects and improve the rationality of subsequent scoring.
[0112] In an optional embodiment, the comparing the project indicator value, the maximum indicator value and the minimum indicator value of each benchmarking project to obtain a comparison result, and correcting the project indicator value according to the comparison result to obtain a first project indicator value of each benchmarking project specifically includes:
[0113] The maximum index value and the minimum index value of the system solution to be evaluated are S max For and S min ;
[0114] For the project indicator value Sd of the i-th benchmark project i , the similarity score is σ i , the corrected first item index value is Sf i ;
[0115] When Sd i >S max And Sd i -S max >S max -S min , then Sf i =S max +(Sd i -S max )·σ i ;
[0116] When Sd i min And Smin -Sd i ->S max -S min , then Sf i =S min +(Sd i -S min )·σ i , otherwise Sf i =Sd i ;
[0117] The first project index values of the benchmark projects are [Sf1, Sf2, …, Sf M ].
[0118] Step S104: Obtaining an absolute performance score and a relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value.
[0119] In this embodiment, obtaining the absolute performance score and the relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value specifically includes:
[0120] Obtaining a comparison reference value according to the index value of the first item;
[0121] Obtaining an absolute performance score of each of the system solutions to be evaluated according to the comparison reference value;
[0122] Constructing a deviation matrix according to the scheme indicator values;
[0123] According to the deviation matrix, a relative performance score of each of the system solutions to be evaluated is obtained.
[0124] In an optional embodiment, obtaining a comparison reference value according to the first project indicator value specifically includes:
[0125] The first project index values of all benchmark projects are sorted in descending order to obtain comparative reference values; the comparative reference values include: the lowest value Sf dow , lower quartile Sf dq , median value Sf mid , upper quartile Sf tq and the maximum value Sf top .
[0126] In an optional embodiment, obtaining the absolute performance score of each of the system solutions to be evaluated according to the comparison reference value specifically includes:
[0127] Calculate a first absolute performance score of each of the system solutions to be evaluated according to the minimum value and the maximum value;
[0128] Calculate the second absolute performance score of each of the system solutions to be evaluated in combination with the comparison reference value according to the piecewise linear method;
[0129] An absolute performance score of each of the system solutions to be evaluated is obtained according to the first absolute performance score and the second absolute performance score.
[0130] In an optional embodiment, calculating the first absolute performance score of each of the to-be-evaluated system solutions according to the minimum value and the maximum value specifically includes:
[0131] For the i-th system solution to be evaluated, its solution index value is S i , the highest value Sf top Recorded as 1, the lowest value Sf dow Recorded as 0, the first absolute performance score Ssa of the i-th system solution to be evaluated is calculated according to the linear method i , and then the first absolute performance scores of the system solution to be evaluated are [Ssa0, Ssa1, …, Ssa N ];
[0132] Among them, when S i Greater than or equal to Sf top When Ssa i =1;
[0133] When S i Less than Sf top and greater than Sf dow When
[0134] When S i Less than or equal to Sf dow When Ssa i =0.
[0135] In an optional embodiment, the step of calculating the second absolute performance score of each of the system solutions to be evaluated based on the piecewise linear method and in combination with the comparison reference value specifically includes:
[0136] For the i-th system solution to be evaluated, its solution index value is S i , the highest value Sf top Recorded as 1, the lowest value Sf dow Recorded as 0, the upper quartile value Sf tq Recorded as 0.75, the lower quartile value Sf dq Recorded as 0.25, median value Sf mid Recorded as 0.5; the second absolute performance score Ssb of the i-th system solution to be evaluated is calculated according to the piecewise linear method i, and then the first absolute performance scores of the system solution to be evaluated are [Ssb0, Ssb1, …, Ssb N ];
[0137] Among them, when S i Greater than or equal to Sf top When Ssb i =1;
[0138] When S i Greater than or equal to Sf tq and less than Sf top When
[0139] When S i Greater than or equal to Sf mid and less than Sf tq When
[0140] When S i Greater than or equal to Sf dq and less than Sf mid When
[0141] When S i Greater than or equal to Sf dow and less than Sf dq When
[0142] When S i Less than or equal to Sf dow When Ssb i =0.
[0143] In an optional embodiment, obtaining the absolute performance score of each of the to-be-evaluated system solutions according to the first absolute performance score and the second absolute performance score specifically includes:
[0144] For the i-th system solution to be evaluated, its first absolute performance score is Ssa i , the second absolute performance score is Ssb i , and get the absolute performance score Ss i , and then the absolute performance scores of the system solutions to be evaluated are [Ss0, Ss1, …, Ss N ];
[0145] in,
[0146] In an optional embodiment, constructing a deviation matrix according to the scheme indicator value specifically includes:
[0147] Sort the scheme index values from worst to best and get the worst value Slow1 and the second worst value S low2 ;
[0148] Calculate the deviation value of each system solution to be evaluated based on the worst value and the second worst value;
[0149] According to the deviation values, a deviation matrix is constructed.
[0150] In an optional embodiment, calculating the deviation value of each system solution to be evaluated according to the worst value and the second worst value specifically includes:
[0151] For the i-th system solution to be evaluated, its solution index value is S i , get the deviation value Sx i , and then the deviation values of the system solutions to be evaluated are [Sx0,Sx1,…,Sx N ];
[0152] Among them, when S i Not equal to S low1 When Sx i =S i -S low1 ;
[0153] When S i Equal to S low1 When Sx i =σ·(S low2 -S low1 ).
[0154] In an optional embodiment, constructing a deviation matrix according to the deviation value specifically includes:
[0155] The deviation matrix D is:
[0156]
[0157] in,
[0158] In an optional embodiment, obtaining the relative performance score of each of the system solutions to be evaluated according to the deviation matrix specifically includes:
[0159] Normalizing the deviation matrix to obtain a first relative performance score of each of the system solutions to be evaluated;
[0160] According to the root method, in combination with the deviation matrix, a second relative performance score of each of the system solutions to be evaluated is obtained;
[0161] A relative performance score of each of the system solutions to be evaluated is obtained according to the first relative performance score and the second relative performance score.
[0162] In an optional embodiment, the normalizing the deviation matrix to obtain the first relative performance score of each of the to-be-evaluated system solutions specifically includes:
[0163] After the deviation matrix is normalized by column sum method, the first deviation matrix Da is obtained 1 :
[0164]
[0165] in,
[0166] For the first deviation matrix Da 1 After row summation, the second deviation matrix Da is obtained 2 :
[0167]
[0168] in,
[0169] For the second deviation matrix Da 2 Perform the sum method standardization to obtain the third deviation matrix Da 3 :
[0170]
[0171] in,
[0172] For the i-th system solution to be evaluated, its first relative performance score is Sca i , where Sca i =da 3 i , and then the first relative performance scores of the system solutions to be evaluated are [Sca0, Sca1, …, Sca N ].
[0173] In an optional embodiment, the root method is combined with the deviation matrix to obtain the second relative performance score of each of the system solutions to be evaluated, specifically including:
[0174] The deviation matrix is normalized by row root method to obtain the fourth deviation matrix Db 1 :
[0175]
[0176] in,
[0177] For the fourth deviation matrix Db 1 Perform the sum method standardization to obtain the fifth deviation matrix Db 2 :
[0178]
[0179] in,
[0180] For the i-th system solution to be evaluated, its second relative performance score is Scb i , where Scb i =db 2 i , and then the second relative performance scores of the system solutions to be evaluated are [Scb0,Scb1,…,Scb N ].
[0181] In an optional embodiment, obtaining the relative performance score of each of the to-be-evaluated system solutions according to the first relative performance score and the second relative performance score specifically includes:
[0182] For the i-th system solution to be evaluated, its first relative performance score is Sca i , the second relative performance score is Scb i , with a relative performance score of Sc i ,in, Then the relative performance scores of the system solutions to be evaluated are [Sc0, Sc1, …, Sc N ].
[0183] The absolute performance scoring process proposed in this embodiment takes into account both the absolute value distribution and the sample value distribution of the standard reference value. The standardized process of the relative scoring method adopts both the root method and the sum method, thereby improving the objectivity of the evaluation results.
[0184] Step S105: Obtaining an optimal system solution according to the absolute performance score and the relative performance score.
[0185] In an optional embodiment, obtaining the optimal system solution according to the absolute performance score and the relative performance score specifically includes:
[0186] For the i-th system solution to be evaluated, its absolute performance score is Ss i , with a relative performance score of Sc i ;
[0187] According to the absolute performance score and the relative performance score, the final score of the i-th system solution to be evaluated is Se i ,in,
[0188] When only one system solution is scored, that is, when there is only one system solution to be evaluated, the difference between the final score of the system solution to be evaluated and the benchmark solution is compared; and the optimal system solution is determined according to the difference;
[0189] When multiple system solutions are scored, that is, when there are multiple system solutions to be evaluated, the system solution to be evaluated with the highest final score is selected as the optimal system solution.
[0190] It should be noted that the final score difference between the system solution to be evaluated and the benchmark solution; and determining the optimal system solution according to the difference, specifically includes:
[0191] Calculate the final score of the system solution to be evaluated by A% higher than the benchmark solution;
[0192] When A% is: 0-10% is feasible, 10%-20% is good, and more than 20% is excellent;
[0193] If it is excellent, the system solution to be evaluated is recorded as the optimal system solution.
[0194] This embodiment takes into account both absolute performance and relative performance, ensuring that the evaluation process simultaneously considers the performance level of the system solution in the industry field, as well as the impact of force majeure and personalized factors such as project location, construction conditions, and market factors on project performance, to avoid the solution performance being underrated due to objective difficulties or overestimated due to a favorable environment.
[0195] This embodiment constructs the index values of the system solution to be evaluated and the alternative benchmarking projects through the historical operation data of the energy system, and then obtains the absolute performance score and relative performance score of the system solution to be evaluated, thereby realizing the scoring of the system solution to be evaluated and the screening of the optimal system solution. This embodiment avoids the complicated process and subjective judgment of expert review and scoring by calculating the absolute performance score and the relative performance score, thereby greatly improving the efficiency and accuracy of the scheme scoring. By calculating the index values through the historical operation data of the energy system, the scoring of the scheme is based on the real system operation data, so that it can be scored from multiple angles, which improves the accuracy of the scheme scoring; by correcting the project index values, the rationality of the calculation of the performance score is improved, so that the performance score is more in line with the actual operation of the energy system, thereby improving the accuracy of the optimal system solution, and making the operation of the energy system based on the optimal system solution more efficient and in line with the standards.
[0196] Embodiment 2
[0197] Please refer to Figure 2, which is a structural diagram of a scoring system for an energy system solution provided in an embodiment of the present invention, including: a data acquisition module 201, an index value calculation module 202, an index value correction module 203, a scoring calculation module 204 and an optimal solution acquisition module 205.
[0198] The data acquisition module 201 is used to acquire the historical operation data of the energy system, several system solutions to be evaluated and several candidate benchmarking projects.
[0199] The index value calculation module 202 is used to obtain the solution index value of each system solution to be evaluated and the project index value of each candidate benchmarking project according to the historical operation data, the system solution to be evaluated and the candidate benchmarking project.
[0200] In this embodiment, the index value calculation module 202 includes: an index value calculation unit;
[0201] The index value calculation unit is used to construct an evaluation index based on the historical operation data;
[0202] Calculate the solution index value of each of the system solutions to be evaluated according to the evaluation index;
[0203] According to the evaluation index, the project index value of each candidate benchmarking project is calculated.
[0204] The indicator value correction module 203 is used to correct the project indicator value according to the solution indicator value to obtain a first project indicator value.
[0205] In this embodiment, the index value correction module 203 includes: an index value correction unit;
[0206] The index value correction unit is used to calculate the similarity score of each candidate benchmarking project according to the system characteristics of the energy system;
[0207] According to the similarity score and in combination with the solution index value, the project index value is modified to obtain a first project index value.
[0208] In this embodiment, the index value correction unit includes: a similarity score calculation subunit;
[0209] The similarity score calculation subunit is used for system characteristics of the energy system, including: energy demand type, annual load hours, and technology and equipment type overlap;
[0210] According to the energy demand type, calculating the energy demand type similarity coefficient of each of the candidate benchmarking projects;
[0211] Calculate the similarity coefficient of annual load hours for each candidate benchmarking project based on the annual load hours;
[0212] According to the overlap between the technology and the equipment type, calculate the similarity coefficient of the overlap between the technology and the equipment type of each candidate benchmarking project;
[0213] The similarity score of each of the alternative benchmarking projects is calculated based on the energy demand type similarity coefficient, the annual load hours similarity coefficient and the technology and equipment type overlap similarity coefficient.
[0214] The score calculation module 204 is used to obtain an absolute performance score and a relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value.
[0215] In this embodiment, the score calculation module includes: a score calculation unit;
[0216] The scoring calculation unit is used to obtain a comparison reference value according to the first project indicator value;
[0217] Obtaining an absolute performance score of each of the system solutions to be evaluated according to the comparison reference value;
[0218] Constructing a deviation matrix according to the scheme indicator values;
[0219] According to the deviation matrix, a relative performance score of each of the system solutions to be evaluated is obtained.
[0220] The optimal solution acquisition module 205 is used to obtain the optimal system solution according to the absolute performance score and the relative performance score.
[0221] This embodiment constructs the index values of the system solution to be evaluated and the alternative benchmarking projects through the historical operation data of the energy system, and then obtains the absolute performance score and relative performance score of the system solution to be evaluated, thereby realizing the scoring of the system solution to be evaluated and the screening of the optimal system solution. This embodiment avoids the complicated process and subjective judgment of expert review and scoring by calculating the absolute performance score and the relative performance score, thereby greatly improving the efficiency and accuracy of the scheme scoring. By calculating the index values through the historical operation data of the energy system, the scoring of the scheme is based on the real system operation data, so that it can be scored from multiple angles, which improves the accuracy of the scheme scoring; by correcting the project index values, the rationality of the calculation of the performance score is improved, so that the performance score is more in line with the actual operation of the energy system, thereby improving the accuracy of the optimal system solution, and making the operation of the energy system based on the optimal system solution more efficient and in line with the standards.
[0222] In summary, this embodiment constructs the index values of the system solution to be evaluated and the alternative benchmarking projects through the historical operation data of the energy system, and then obtains the absolute performance score and relative performance score of the system solution to be evaluated, thereby realizing the scoring of the system solution to be evaluated and the screening of the optimal system solution. This embodiment avoids the complicated process and subjective judgment of expert review and scoring by calculating the absolute performance score and the relative performance score, thereby greatly improving the efficiency and accuracy of the scheme scoring. By calculating the index values through the historical operation data of the energy system, the scoring of the scheme is based on the real system operation data, so that it can be scored from multiple angles, which improves the accuracy of the scheme scoring; by correcting the project index values, the rationality of the calculation of the performance score is improved, so that the performance score is more in line with the actual operation of the energy system, thereby improving the accuracy of the optimal system solution, and making the energy system operation based on the optimal system solution more efficient and in line with the standards.
[0223] The specific embodiments described above further illustrate the purpose, technical solutions and beneficial effects of the present invention. It should be understood that the above description is only a specific embodiment of the present invention and is not intended to limit the scope of protection of the present invention. It is particularly pointed out that for those skilled in the art, any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention should be included in the scope of protection of the present invention.
Claims
1. A scoring method for energy system solutions, characterized in that: include: Obtain historical operating data of the energy system, several system solutions to be evaluated, and several alternative benchmarking projects; According to the historical operation data, the system solution to be evaluated and the alternative benchmarking projects, a solution index value of each system solution to be evaluated and a project index value of each alternative benchmarking project are obtained; According to the scheme indicator value, the project indicator value is corrected to obtain a first project indicator value; Obtaining an absolute performance score and a relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value; According to the absolute performance score and the relative performance score, an optimal system solution is obtained.
2. A scoring method for energy system solutions according to claim 1, characterized in that: The step of obtaining, based on the historical operation data, the system solution to be evaluated and the candidate benchmarking projects, the solution index value of each system solution to be evaluated and the project index value of each candidate benchmarking project specifically includes: constructing evaluation indicators based on the historical operation data; Calculate the solution index value of each of the system solutions to be evaluated according to the evaluation index; According to the evaluation index, the project index value of each candidate benchmarking project is calculated.
3. A scoring method for energy system solutions according to claim 1, characterized in that: The step of modifying the project index value according to the scheme index value to obtain the first project index value specifically includes: Calculating a similarity score for each candidate benchmarking project according to system characteristics of the energy system; According to the similarity score and in combination with the solution index value, the project index value is modified to obtain a first project index value.
4. A scoring method for energy system solutions as claimed in claim 3, characterized in that: Calculating the similarity score of each candidate benchmarking project according to the system characteristics of the energy system specifically includes: System characteristics of the energy system, including: type of energy demand, annual load hours, and overlap between technology and equipment types; According to the energy demand type, calculating the energy demand type similarity coefficient of each of the candidate benchmarking projects; Calculate the similarity coefficient of annual load hours for each candidate benchmarking project based on the annual load hours; According to the overlap between the technology and the equipment type, calculate the similarity coefficient of the overlap between the technology and the equipment type of each candidate benchmarking project; The similarity score of each of the alternative benchmarking projects is calculated based on the energy demand type similarity coefficient, the annual load hours similarity coefficient and the technology and equipment type overlap similarity coefficient.
5. A scoring method for energy system solutions according to claim 1 or 3, characterized in that: The step of obtaining the absolute performance score and the relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value specifically includes: According to the index value of the first item, a comparative reference value is obtained; Obtaining an absolute performance score of each of the system solutions to be evaluated according to the comparison reference value; Constructing a deviation matrix according to the scheme indicator values; According to the deviation matrix, a relative performance score of each of the system solutions to be evaluated is obtained.
6. A scoring system for energy system solutions, characterized in that: include: Data acquisition module, index value calculation module, index value correction module, score calculation module and optimal solution acquisition module; The data acquisition module is used to acquire historical operation data of the energy system, several system solutions to be evaluated, and several candidate benchmarking projects; The index value calculation module is used to obtain the scheme index value of each system scheme to be evaluated and the project index value of each candidate benchmarking project according to the historical operation data, the system scheme to be evaluated and the candidate benchmarking project; The index value correction module is used to correct the project index value according to the scheme index value to obtain a first project index value; The scoring calculation module is used to obtain an absolute performance score and a relative performance score of each of the system solutions to be evaluated according to the first project indicator value and the solution indicator value; The optimal solution acquisition module is used to obtain the optimal system solution according to the absolute performance score and the relative performance score.
7. A scoring system for energy system solutions as claimed in claim 6, characterized in that: The index value calculation module includes: an index value calculation unit; The index value calculation unit is used to construct an evaluation index based on the historical operation data; Calculate the solution index value of each of the system solutions to be evaluated according to the evaluation index; According to the evaluation index, the project index value of each candidate benchmarking project is calculated.
8. A scoring system for energy system solutions as claimed in claim 6, characterized in that: The index value correction module includes: an index value correction unit; The index value correction unit is used to calculate the similarity score of each candidate benchmarking project according to the system characteristics of the energy system; According to the similarity score and in combination with the solution index value, the project index value is modified to obtain a first project index value.
9. A scoring system for energy system solutions as claimed in claim 8, characterized in that: The index value correction unit includes: a similarity score calculation subunit; The similarity score calculation subunit is used for system characteristics of the energy system, including: energy demand type, annual load hours, and technology and equipment type overlap; According to the energy demand type, calculating the energy demand type similarity coefficient of each of the candidate benchmarking projects; Calculate the similarity coefficient of annual load hours for each candidate benchmarking project based on the annual load hours; According to the overlap between the technology and the equipment type, calculate the similarity coefficient of the overlap between the technology and the equipment type of each candidate benchmarking project; The similarity score of each of the alternative benchmarking projects is calculated based on the energy demand type similarity coefficient, the annual load hours similarity coefficient and the technology and equipment type overlap similarity coefficient.
10. A scoring system for energy system solutions according to claim 6 or 8, characterized in that: The score calculation module includes: a score calculation unit; The scoring calculation unit is used to obtain a comparison reference value according to the first project indicator value; Obtaining an absolute performance score of each of the system solutions to be evaluated according to the comparison reference value; Constructing a deviation matrix according to the scheme indicator values; According to the deviation matrix, a relative performance score of each of the system solutions to be evaluated is obtained.
