Method for acquiring carbon data inspection result and related equipment

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By acquiring multiple sets of carbon data to be tested and processing and mutual verification based on preset relationship models, the problem of low accuracy of carbon data in the prior art is solved, and higher inspection accuracy is achieved.

CN119475444APending Publication Date: 2025-02-18CITIC HLDG CO LTD

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Patent Information

Application Number: CN202411532278.3
Authority / Receiving Office: CN · China
Patent Type: Applications(China)
Current Assignee / Owner
Filing Date: 2024-10-30
Publication Date: 2025-02-18

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Abstract

The invention discloses a method and related equipment for obtaining a carbon data inspection result, and relates to the technical field of data management, and the method comprises the steps: obtaining a plurality of groups of to-be-inspected carbon data, processing the plurality of groups of to-be-inspected carbon data based on a preset carbon data relation model, obtaining the relevance among the plurality of groups of to-be-inspected carbon data, and storing the relevance among the plurality of groups of to-be-inspected carbon data. And performing mutual inspection on the to-be-inspected carbon data with relevance in the multiple groups of to-be-inspected carbon data to obtain an inspection result. According to the method, the correlation among the multiple groups of to-be-detected carbon data is obtained, the to-be-detected carbon data with the correlation is subjected to mutual detection, multiple cross verifications are included in the mutual detection process, the verification result is obtained through the multiple cross verifications, and the detection accuracy is improved.

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Description

Technical Field

[0001] The present application relates to the technical field of carbon data management, and in particular to a method for obtaining carbon data verification results and related equipment. Background Art

[0002] With the rapid development of science and technology, carbon data verification technology is also constantly improving to adapt to the growing amount of carbon data and complex carbon data types. The purpose of carbon data verification is to ensure the accuracy, completeness and consistency of carbon data, which is crucial for front-end development, industrial automation, carbon data warehouse practice, ETL process, and machine learning and artificial intelligence.

[0003] In the relevant carbon data verification technology, the device for obtaining the carbon data verification result receives the carbon data to be verified, compares the carbon data to be verified with the historical carbon data, determines whether the difference between the carbon data to be verified and the historical carbon data is within a preset error range, and then obtains the verification result.

[0004] In the actual inspection process, the equipment for obtaining carbon data inspection results only uses historical carbon data to conduct one inspection on the carbon data to be inspected, and the inspection accuracy is too low.

[0005] The above contents are only used to assist in understanding the technical solution of the present application and do not constitute an admission that the above contents are prior art. Summary of the invention

[0006] The main purpose of this application is to provide a carbon data inspection result acquisition and related equipment, aiming to solve the technical problem that in the actual inspection process, the carbon data inspection result acquisition equipment only uses historical carbon data to conduct a single inspection of the carbon data to be inspected, resulting in too low inspection accuracy.

[0007] To achieve the above purpose, the present application proposes a method for obtaining carbon data verification results, the method comprising:

[0008] Obtain multiple sets of carbon data to be tested;

[0009] Based on a preset carbon data relationship model, the plurality of groups of carbon data to be tested are processed to obtain correlations between the plurality of groups of carbon data to be tested;

[0010] The associated carbon data to be verified in the plurality of groups of carbon data to be verified are mutually verified to obtain a verification result.

[0011] In one embodiment, before the step of obtaining multiple sets of carbon data to be tested, the method further includes:

[0012] Get multiple sets of carbon data;

[0013] Performing anti-tampering inspection on the multiple sets of carbon data to determine whether the multiple sets of carbon data contain tampered carbon data;

[0014] If tampered carbon data exists, re-enter the carbon data associated with the tampered carbon data to obtain untampered carbon data, and save the untampered carbon data as multiple groups of carbon data to be verified; or, if tampered carbon data does not exist, save the multiple groups of carbon data as multiple groups of carbon data to be verified.

[0015] In one embodiment, before the step of processing the plurality of groups of carbon data to be tested based on a preset carbon data relationship model to obtain the correlation between the carbon data to be tested, the step further includes:

[0016] Determine the current carbon data relationship model;

[0017] Acquire multiple groups of sample carbon data, wherein the relationship between the multiple groups of sample carbon data is a first relationship;

[0018] Based on the current carbon data relationship model, the plurality of groups of sample carbon data are processed to obtain a second relationship between the plurality of groups of sample carbon data;

[0019] Based on the first relationship and the second relationship, obtaining a relationship quantization difference, and determining whether the relationship quantization difference is greater than a preset relationship quantization difference;

[0020] If the relationship quantization difference is greater than a preset relationship quantization difference, adjusting the parameters of the current carbon data relationship model, and recording the number of parameter adjustments;

[0021] Based on the current carbon data relationship model after adjusting the parameters, return to the step of processing the multiple groups of sample carbon data based on the current carbon data relationship model to obtain the second relationship between the multiple groups of sample carbon data, until the relationship quantization difference is less than or equal to the preset relationship quantization difference, or the number of parameter adjustments is equal to the preset number of adjustments, and select the current carbon data relationship model corresponding to the minimum value of the relationship quantization difference as the preset carbon data relationship model.

[0022] In one embodiment, the step of mutually verifying the associated carbon data to be verified among the plurality of groups of carbon data to be verified to obtain the verification result further includes:

[0023] Acquire historical carbon data corresponding to the multiple groups of carbon data to be tested;

[0024] Based on the historical carbon data, inspect the plurality of groups of carbon data to be inspected to obtain a first inspection result;

[0025] Based on the correlation, mutually verify the correlated carbon data to be verified among the multiple groups of carbon data to be verified to obtain a second verification result;

[0026] Based on the first inspection result and the second inspection result, an inspection result is obtained.

[0027] In one embodiment, the step of obtaining a test result based on the first test result and the second test result further includes:

[0028] Performing an attribute information extraction operation on the plurality of groups of carbon data to be tested to obtain attribute information of each group of carbon data to be tested, and obtaining a test result of each group of carbon data to be tested based on the first test result and the second test result;

[0029] Constructing a carbon data map based on the correlations among the multiple groups of carbon data to be tested, the test results of each group of carbon data to be tested, and the attribute information of each group of carbon data to be tested;

[0030] Based on the carbon data map, the inspection results of the multiple groups of carbon data to be inspected are obtained.

[0031] In one embodiment, the step of verifying the plurality of groups of to-be-verified carbon data based on the historical carbon data to obtain a first verification result further includes:

[0032] Determine first carbon data in the historical carbon data, and determine second carbon data associated with the first carbon data in the plurality of groups of carbon data to be verified based on the first carbon data;

[0033] Calculating a difference between the first carbon data and the second carbon data to obtain a carbon data difference;

[0034] The carbon data difference value is compared with a preset carbon data difference value to obtain a first inspection result, wherein if the carbon data difference value is less than or equal to the preset carbon data difference value, the first inspection result is that the carbon data is normal.

[0035] In addition, to achieve the above purpose, the present application also proposes a device for obtaining carbon data verification results, the device for obtaining carbon data verification results comprising:

[0036] An acquisition module, the acquisition module is used to acquire multiple groups of carbon data to be tested;

[0037] A carbon data processing module, the carbon data processing module is used to process the multiple groups of carbon data to be tested based on a preset carbon data relationship model to obtain the correlation between the multiple groups of carbon data to be tested;

[0038] The carbon data verification module is used to mutually verify the associated carbon data to be verified among the multiple groups of carbon data to be verified to obtain a verification result.

[0039] In one embodiment, the acquisition module includes:

[0040] A first acquisition unit, used for acquiring multiple groups of carbon data;

[0041] an anti-tampering inspection unit, used to perform an anti-tampering inspection on the multiple sets of carbon data to determine whether the multiple sets of carbon data contain tampered carbon data;

[0042] The first carbon data processing unit re-enters the carbon data associated with the tampered carbon data to obtain the untampered carbon data if there is tampered carbon data, and saves the untampered carbon data as multiple groups of carbon data to be verified; or, if there is no tampered carbon data, saves the multiple groups of carbon data as multiple groups of carbon data to be verified.

[0043] In one embodiment, the carbon data processing module includes:

[0044] A first determining unit, used to determine a current carbon data relationship model;

[0045] A second acquisition unit is used to acquire multiple groups of sample carbon data, wherein the relationship between the multiple groups of sample carbon data is a first relationship;

[0046] A second carbon data processing unit, configured to process the plurality of groups of sample carbon data based on a current carbon data relationship model to obtain a second relationship between the plurality of groups of sample carbon data;

[0047] A relationship quantization difference obtaining unit, configured to obtain a relationship quantization difference based on the first relationship and the second relationship, and determine whether the relationship quantization difference is greater than a preset relationship quantization difference;

[0048] An adjustment unit, if the relationship quantization difference is greater than a preset relationship quantization difference, adjusts the parameters of the current carbon data relationship model and records the number of parameter adjustments;

[0049] A training unit is used to return to the step of processing the multiple groups of sample carbon data based on the current carbon data relationship model after adjusting the parameters to obtain the second relationship between the multiple groups of sample carbon data until the relationship quantization difference is less than or equal to the preset relationship quantization difference, or the number of parameter adjustments is equal to the preset number of adjustments, and select the current carbon data relationship model corresponding to the minimum value of the relationship quantization difference as the preset carbon data relationship model.

[0050] In one embodiment, the carbon data verification module includes:

[0051] A third acquisition unit is used to acquire the historical carbon data corresponding to the multiple groups of carbon data to be tested;

[0052] A first testing unit, configured to test the plurality of groups of to-be-tested carbon data based on the historical carbon data to obtain a first testing result;

[0053] A second verification unit is used to mutually verify the correlated carbon data to be verified among the multiple groups of carbon data to be verified based on the correlation to obtain a second verification result;

[0054] The first test result obtaining unit is used to obtain a test result based on the first test result and the second test result.

[0055] In one embodiment, the carbon data verification module further includes:

[0056] an information extraction unit, configured to perform an attribute information extraction operation on the plurality of groups of carbon data to be inspected, obtain attribute information of each group of carbon data to be inspected, and obtain an inspection result of each group of carbon data to be inspected based on the first inspection result and the second inspection result;

[0057] A carbon data map construction unit, configured to construct a carbon data map based on the correlation between the plurality of groups of carbon data to be tested, the test results of each group of carbon data to be tested, and the attribute information of each group of carbon data to be tested;

[0058] The second unit for obtaining test results is used to obtain the test results of the plurality of groups of carbon data to be tested based on the carbon data map.

[0059] In one embodiment, the carbon data verification module further includes:

[0060] a second determining unit, configured to determine first carbon data in the historical carbon data, and determine second carbon data associated with the first carbon data in the plurality of groups of carbon data to be verified based on the first carbon data;

[0061] a calculation unit, configured to calculate a difference between the first carbon data and the second carbon data to obtain a carbon data difference;

[0062] The comparison unit is used to compare the carbon data difference with a preset carbon data difference to obtain a first inspection result, wherein if the carbon data difference is less than or equal to the preset carbon data difference, the first inspection result is that the carbon data is normal.

[0063] In addition, to achieve the above-mentioned purpose, the present application also proposes a device for obtaining carbon data verification results, the device comprising: a memory, a processor, and a computer program stored in the memory and executable on the processor, the computer program being configured to implement the steps of the method for obtaining carbon data verification results as described above.

[0064] In addition, to achieve the above-mentioned purpose, the present application also proposes a storage medium, which is a computer-readable storage medium, and a computer program is stored on the storage medium. When the computer program is executed by the processor, the steps of the method for obtaining carbon data inspection results as described above are implemented.

[0065] In addition, to achieve the above-mentioned purpose, the present application also provides a computer program product, which includes a computer program, and when the computer program is executed by a processor, the steps of the method for obtaining carbon data verification results as described above are implemented.

[0066] One or more technical solutions proposed in this application have at least the following technical effects:

[0067] The present application proposes a method for obtaining carbon data verification results and related equipment. In related technologies, in the actual verification process, the equipment for obtaining carbon data verification results only uses historical carbon data to verify the carbon data once, and the accuracy of the verification is too low. In the present application, when the equipment for obtaining carbon data verification results verifies carbon data, first, multiple groups of carbon data to be verified are obtained, and then, based on a preset carbon data relationship model, the multiple groups of carbon data to be verified are processed to obtain the correlation between the multiple groups of carbon data to be verified, and finally, the carbon data to be verified that have correlation in the multiple groups of carbon data to be verified are mutually verified to obtain the verification results.

[0068] It can be understood that by obtaining the correlation between multiple groups of carbon data to be tested rather than historical carbon data, the correlated carbon data to be tested will be verified against each other. That is to say, the present application can be verified based on the carbon data to be tested, rather than just based on historical carbon data. The carbon data to be tested is verified, and the mutual verification process includes multiple cross-validations, while the prior art only performs one verification. Through multiple cross-validations, the verification results are obtained to improve the accuracy of the verification. BRIEF DESCRIPTION OF THE DRAWINGS

[0069] The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the present application and, together with the description, serve to explain the principles of the present application.

[0070] In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the drawings required for use in the embodiments or the description of the prior art will be briefly introduced below. Obviously, for ordinary technicians in this field, other drawings can be obtained based on these drawings without paying any creative work.

[0071] Figure 1 A schematic diagram of the process of obtaining carbon data verification results provided for the method of obtaining carbon data verification results for this application;

[0072] Figure 2 A brief schematic diagram of the carbon data verification process provided for obtaining the carbon data verification results for this application;

[0073] Figure 3 A schematic diagram of the carbon data spectrum provided for the method of obtaining carbon data verification results for this application;

[0074] Figure 4 A schematic diagram of a simplified process of obtaining carbon data verification results provided in Example 2 of the present application;

[0075] Figure 5 A schematic diagram of a simplified process for preventing carbon data from being tampered with provided in Example 2 of the present application;

[0076] Figure 6 A schematic diagram of a simplified process of obtaining carbon data verification results provided in Example 3 of the present application;

[0077] Figure 7 This is a schematic diagram of the module structure of the device for obtaining carbon data verification results according to an embodiment of the present application;

[0078] Figure 8 Schematic diagram of the device structure of the hardware operating environment involved in the method for obtaining carbon data verification results in the embodiment of the present application.

[0079] The purpose, features and advantages of this application will be further described in conjunction with the embodiments and with reference to the accompanying drawings. DETAILED DESCRIPTION

[0080] It should be understood that the specific embodiments described herein are only used to explain the technical solutions of the present application and are not used to limit the present application.

[0081] In order to better understand the technical solution of the present application, a detailed description will be given below in conjunction with the accompanying drawings and specific implementation methods.

[0082] The main solution of the embodiment of the present application is: obtain multiple groups of carbon data to be tested, process the multiple groups of carbon data to be tested in a preset carbon data relationship model, obtain the correlation between the multiple groups of carbon data to be tested, and mutually verify the carbon data to be tested that are correlated in the multiple groups of carbon data to be tested to obtain the test results. By obtaining the correlation between the multiple groups of carbon data to be tested, the carbon data to be tested that are correlated are mutually verified, and the mutual verification process includes multiple cross-validations, while the prior art only performs one verification. Through multiple cross-validations, the verification results are obtained, and the accuracy of the verification is improved.

[0083] In this embodiment, for the convenience of description, the device for obtaining the carbon data inspection result is used as the execution subject for explanation below.

[0084] Due to the existing carbon data verification technology, the device for obtaining the carbon data verification result receives the carbon data to be verified, compares the carbon data to be verified with the historical carbon data, and determines whether the difference between the carbon data to be verified and the historical carbon data is within the preset error range, thereby obtaining the verification result. In the actual verification process, the device for obtaining the carbon data verification result only uses the historical carbon data to conduct a single verification of the carbon data to be verified, and the accuracy of the verification is too low.

[0085] It should be noted that the execution subject of this embodiment can be a computing service device with carbon data processing, network communication and program running functions, such as a tablet computer, a personal computer, a mobile phone, etc., or an electronic device capable of realizing the above functions, etc. The following takes the device for obtaining carbon data inspection results as an example to illustrate this embodiment and the following embodiments.

[0086] Based on this, the present application embodiment provides a method for obtaining carbon data verification results, referring to Figure 1 , Figure 1 This is a flow chart of the first embodiment of the method for obtaining carbon data verification results in this application.

[0087] In this embodiment, the method for obtaining carbon data verification results includes steps S100 to S300:

[0088] Step S100, obtaining multiple groups of carbon data to be tested;

[0089] In this embodiment, the execution subject is a device for obtaining carbon data verification results, which may be a computing service device with carbon data processing, network communication and program running functions, such as a tablet computer, a personal computer, a mobile phone, etc., or an electronic device capable of realizing the above functions, etc. The device for obtaining carbon data verification results receives multiple groups of carbon data to be verified.

[0090] It should be noted that the multiple groups of carbon data to be verified are multiple groups of carbon data that need to be verified, among which the carbon data to be verified can be carbon usage carbon data, carbon emission carbon data, the Intergovernmental Panel on Climate Change (IPCC) default values, the default values in the provincial greenhouse gas inventory compilation guidelines, etc.

[0091] In this embodiment, the specific application scenario may be:

[0092] The staff needs to inspect the carbon data to be inspected. When the device for obtaining carbon data inspection results detects that the staff clicks the "detection" button, the device for obtaining carbon data inspection results obtains the carbon data to be inspected. Among them, the carbon data to be inspected are carbon data of carbon usage, carbon data of carbon emissions, and carbon data of carbon calorific value. At this time, the device for obtaining carbon data inspection results inspects carbon data of carbon usage, carbon data of carbon emissions, and carbon data of carbon calorific value.

[0093] In the method for obtaining carbon data inspection results provided in the embodiment of the present application, a device for obtaining carbon data inspection results receives multiple groups of carbon data to be detected, and the multiple groups of carbon data to be detected provide a carbon data basis for subsequent steps.

[0094] Step S200, based on a preset carbon data relationship model, the plurality of groups of carbon data to be tested are processed to obtain the correlation between the plurality of groups of carbon data to be tested;

[0095] In this embodiment, after the carbon data verification result obtaining device receives multiple groups of carbon data to be tested, based on the preset carbon data relationship model, the carbon data verification result obtaining device uses the preset carbon data relationship model to perform carbon data processing on the multiple groups of carbon data to be tested to obtain the correlation between the multiple groups of carbon data to be tested.

[0096] It should be noted that the preset carbon data relationship model is a trained carbon data relationship model. By using the carbon data relationship model to process multiple groups of carbon data, the correlation relationship between the multiple groups of carbon data can be obtained.

[0097] It is understandable that when using the carbon data relationship model to process different types of carbon data, the error between the obtained results and the actual results is different. Therefore, in actual use, before using the carbon data relationship model, the carbon data relationship model is trained in combination with specific application scenarios to obtain a carbon data relationship model that meets the requirements, that is, the preset carbon data relationship model.

[0098] It is understandable that after the carbon data verification result acquisition device acquires the carbon data of carbon usage, carbon data of carbon emission, and carbon data of calorific value, the carbon data verification result acquisition device uses the trained carbon data relationship model (preset carbon data relationship model) to process the carbon data of carbon usage, carbon data of carbon emission, and carbon data of calorific value, and obtains the correlation between the carbon data of carbon usage, carbon data of carbon emission, and carbon data of calorific value. For example, the value of carbon data of calorific value is N times the value of carbon data of carbon usage.

[0099] Step S300, mutually verifying the associated carbon data to be verified among the plurality of groups of carbon data to be verified to obtain a verification result.

[0100] In this embodiment, after the device for obtaining the carbon data verification result obtains the correlation between the multiple groups of carbon data to be verified, the carbon data to be verified that are correlated in the multiple groups of carbon data to be verified are mutually verified to obtain the verification result.

[0101] It is understandable that any group of carbon data to be tested may be associated with one or more other groups of carbon data to be tested, and thus, for the group of carbon data to be tested, the device for obtaining carbon data test results will obtain one or more test results. If one or more test results are all normal carbon data, then the carbon data test result of the group of carbon data to be tested is normal carbon data; if one or more test results are abnormal carbon data, then the carbon data test result of the group of carbon data to be tested is abnormal carbon data.

[0102] It can be understood that after the carbon data inspection result acquisition device obtains the correlation between the carbon data of carbon usage, the carbon data of carbon emission, and the carbon data of carbon calorific value, based on the relationship, the carbon data of carbon usage, the carbon data of carbon emission, and the carbon data of carbon calorific value are inspected. For example, the value of the carbon data of carbon calorific value should be N times the value of the carbon data of carbon usage. The value of the carbon data of carbon usage is multiplied by N to obtain a value M. The value M is compared with the value of the carbon data of carbon calorific value. If the difference between the value M and the value of the carbon data of carbon calorific value is within the preset difference range, it indicates that the carbon data of carbon calorific value and the carbon data of carbon usage are both normal carbon data, that is, the inspection results of the carbon data of carbon calorific value and the carbon data of carbon usage are both normal carbon data.

[0103] It should be noted that, according to different application scenarios, before obtaining the carbon data verification result equipment to verify the carbon data, the staff will set a preset difference range.

[0104] In addition, it should be noted that in the present application, the carbon data inspection results only include "carbon data normal" and "carbon data abnormal".

[0105] Specifically, the step of mutually verifying the correlated carbon data in the plurality of groups of carbon data to be verified based on the correlation to obtain the verification result further includes steps S310 to S340:

[0106] Step S310, obtaining historical carbon data corresponding to the multiple groups of carbon data to be tested;

[0107] In this embodiment, the device for obtaining the carbon data verification result obtains the historical carbon data corresponding to the multiple groups of carbon data to be verified.

[0108] It should be noted that historical carbon data is a plurality of historical groups of carbon data to be verified, and the plurality of historical groups of carbon data to be verified are associated with the plurality of groups of carbon data to be verified. For example, the plurality of groups of carbon data to be verified are carbon data of carbon usage (this quarter), carbon data of carbon emission (this quarter), and carbon data of calorific value (this quarter), and the historical carbon data are carbon data of carbon usage (last quarter), carbon data of carbon emission (last quarter), and carbon data of calorific value (last quarter).

[0109] Step S320, based on the historical carbon data, verify the multiple groups of carbon data to be verified to obtain a first verification result;

[0110] In this embodiment, after the carbon data verification result obtaining device obtains the historical carbon data corresponding to the multiple groups of carbon data to be verified, the carbon data verification result obtaining device verifies the multiple groups of carbon data to be verified based on the historical carbon data to obtain a first verification result.

[0111] It can be understood that based on the carbon emissions carbon data (previous quarter) and the carbon emissions carbon data (this quarter), the difference between the carbon emissions carbon data (previous quarter) and the carbon emissions carbon data (this quarter) is calculated. If the difference is within the preset difference range, it indicates that the carbon emissions carbon data (this quarter) is normal carbon data. At this time, the inspection result of the carbon emissions carbon data (this quarter) is obtained, and the inspection result of the carbon emissions carbon data (this quarter) is that the carbon data is normal.

[0112] Specifically, the step of verifying the plurality of groups of to-be-verified carbon data based on the historical carbon data to obtain a first verification result further includes steps S321 to S323:

[0113] Step S321, determining first carbon data in the historical carbon data, and determining second carbon data associated with the first carbon data in the plurality of groups of carbon data to be checked based on the first carbon data;

[0114] In this embodiment, after the carbon data verification result obtaining device obtains the historical carbon data corresponding to the multiple groups of carbon data to be verified, the carbon data verification result obtaining device determines the first carbon data in the historical carbon data, and based on the first carbon data, determines the second carbon data associated with the first carbon data in the multiple groups of carbon data to be verified.

[0115] It can be understood that the first carbon data is any one group of carbon data in the historical carbon data, the second carbon data is any one group of carbon data in the multiple groups of carbon data to be verified, and the first carbon data corresponds to the second carbon data.

[0116] Step S322, calculating the difference between the first carbon data and the second carbon data to obtain a carbon data difference;

[0117] In this embodiment, after the device for obtaining the carbon data verification result determines the first carbon data and the second carbon data, the device for obtaining the carbon data verification result calculates the difference between the first carbon data and the second carbon data to obtain the carbon data difference.

[0118] Step S323, comparing the carbon data difference with a preset carbon data difference to obtain a first inspection result, wherein if the carbon data difference is less than or equal to the preset carbon data difference, the first inspection result is that the carbon data is normal.

[0119] In this embodiment, after the carbon data inspection result obtaining device obtains the carbon data difference, the carbon data inspection result obtaining device compares the carbon data difference with the preset carbon data difference. If the carbon data difference is less than or equal to the preset carbon data difference, the inspection result of the second carbon data is that the carbon data is normal, and if the carbon data difference is greater than the preset carbon data difference, the inspection result of the second carbon data is that the carbon data is abnormal. The inspection result of the second carbon data is set as the first inspection result.

[0120] Step S330, based on the correlation, mutually verify the correlated carbon data to be verified among the multiple groups of carbon data to be verified to obtain a second verification result;

[0121] In this embodiment, after the device for obtaining the carbon data verification result obtains the correlation, the device for obtaining the carbon data verification result performs mutual verification on the correlated carbon data to be verified in the multiple groups of carbon data to be verified to obtain a second verification result.

[0122] It should be noted that the mutual verification of the correlated carbon data to be verified among the multiple groups of carbon data to be verified is to cross-validate the correlated carbon data to be verified. Cross-validation is a statistical method. During the verification process, any group of carbon data to be verified among the multiple groups of carbon data to be verified is selected as verification data each time, and the remaining one or more groups of carbon data to be verified are used as training data, and then the verification is performed. This method can reduce the deviation of the carbon data verification results.

[0123] Step S340: obtaining an inspection result based on the first inspection result and the second inspection result.

[0124] For example, to help understand this embodiment, please refer to Figure 2 , Figure 2 A simplified process diagram for carbon data verification is provided.

[0125] In this embodiment, after the device for obtaining the carbon data inspection result obtains the second inspection result, it judges each group of carbon data to be inspected in combination with the first inspection result to obtain the final inspection result.

[0126] It can be understood that if the first test result and the second test result both show that the carbon data is normal, then the final test result of the carbon data to be tested corresponding to the first test result and the second test result is that the carbon data is normal; otherwise, the final test result of the carbon data to be tested corresponding to the first test result and the second test result is that the carbon data is abnormal.

[0127] Specifically, the step of obtaining the test result based on the first test result and the second test result further includes steps S341 to S343:

[0128] Step S341, performing an attribute information extraction operation on the plurality of groups of carbon data to be tested, obtaining attribute information of each group of carbon data to be tested, and obtaining a test result of each group of carbon data to be tested based on the first test result and the second test result;

[0129] In this embodiment, the carbon data inspection result obtaining device performs an attribute information extraction operation on the multiple groups of carbon data to be inspected to obtain the attribute information of each group of carbon data to be inspected; and based on the first inspection result and the second inspection result, the carbon data inspection result obtaining device obtains the inspection result of each group of carbon data to be inspected.

[0130] It should be noted that attribute information usually refers to specific features or descriptions related to an entity or object. In fields such as natural language processing (NLP) and knowledge graphs, attribute information is a very important component. In this application, attribute information includes: names of people, places, organizations, dates, times, etc.

[0131] Step S342, constructing a carbon data map based on the correlation between the multiple groups of carbon data to be tested, the test results of each group of carbon data to be tested, and the attribute information of each group of carbon data to be tested;

[0132] For example, to help understand this embodiment, please refer to Figure 3 , Figure 3 A schematic diagram of a carbon data map is provided.

[0133] In this embodiment, after the carbon data inspection result obtaining device obtains the correlation between the multiple groups of carbon data to be inspected, the inspection result of each group of carbon data to be inspected and the attribute information of each group of carbon data to be inspected, the carbon data inspection result obtaining device generates a carbon data map based on the obtained information.

[0134] It should be noted that carbon data maps have many forms, such as bar charts, line charts, scatter plots, pie charts, etc. Each form of carbon data map has its specific uses and advantages. The main function of carbon data maps is to clearly and concisely represent carbon data in images, helping users quickly understand the relationship between carbon data. As a result, carbon data maps are widely used in many fields such as business, science, engineering, and economics. Carbon data maps are used to help make carbon data-driven decisions.

[0135] It can be understood that, in the present application, the carbon data map displays the attribute information of each group of carbon data to be tested, the test results of each group of carbon data to be tested, and the correlation between each group of carbon data to be tested.

[0136] Step S343, based on the carbon data map, obtaining the inspection results of the multiple groups of carbon data to be inspected.

[0137] In this embodiment, after the carbon data verification result obtaining device obtains the carbon data to construct a carbon data map, the carbon data verification result obtaining device obtains the verification results of the multiple groups of carbon data to be verified from the carbon data map.

[0138] One or more technical solutions proposed in this application have at least the following technical effects:

[0139] The present application proposes a method for obtaining carbon data verification results and related equipment. In related technologies, in the actual verification process, the equipment for obtaining carbon data verification results only uses historical carbon data to verify the carbon data once, and the accuracy of the verification is too low. In the present application, when the equipment for obtaining carbon data verification results verifies carbon data, first, multiple groups of carbon data to be verified are obtained, and then, based on a preset carbon data relationship model, the multiple groups of carbon data to be verified are processed to obtain the correlation between the multiple groups of carbon data to be verified, and finally, the carbon data to be verified that have correlation in the multiple groups of carbon data to be verified are mutually verified to obtain the verification results.

[0140] It can be understood that by obtaining the correlation between multiple groups of carbon data to be tested rather than historical carbon data, the correlated carbon data to be tested will be verified against each other. That is to say, the present application can be verified based on the carbon data to be tested, rather than just based on historical carbon data. The carbon data to be tested is verified, and the mutual verification process includes multiple cross-validations, while the prior art only performs one verification. Through multiple cross-validations, the verification results are obtained to improve the accuracy of the verification.

[0141] Based on the first embodiment of the present application, in the second embodiment of the present application, the same or similar contents as those in the above-mentioned embodiment 1 can refer to the above introduction, and will not be repeated later. Figure 4 Before the step of obtaining multiple groups of carbon data to be tested, the step of obtaining carbon data test results further includes steps S10 to S30:

[0142] Step S10, obtaining multiple groups of carbon data;

[0143] In this embodiment, first, the device for obtaining carbon data inspection results obtains multiple groups of carbon data, wherein the multiple groups of carbon data are carbon data that need to be inspected, and one or more groups of carbon data in the multiple groups of carbon data are associated.

[0144] Step S20, performing anti-tampering inspection on the multiple sets of carbon data to determine whether the multiple sets of carbon data contain tampered carbon data;

[0145] For example, to help understand this embodiment, please refer to Figure 5 , Figure 5 A brief flow diagram for preventing carbon data from being tampered with is provided.

[0146] In this embodiment, after the device for obtaining carbon data verification results obtains multiple sets of carbon data, the device for obtaining carbon data verification results performs anti-tampering verification on the multiple sets of carbon data returned to determine whether the multiple sets of carbon data contain tampered carbon data.

[0147] It is understandable that for carbon data that needs to be verified, the authenticity of the carbon data is crucial to the carbon data verification results. Ensuring the authenticity of the carbon data to be verified can effectively improve the accuracy of the verification results.

[0148] Step S30, if tampered carbon data exists, re-enter the carbon data associated with the tampered carbon data to obtain untampered carbon data, and save the untampered carbon data as multiple groups of carbon data to be verified; or, if tampered carbon data does not exist, save the multiple groups of carbon data as multiple groups of carbon data to be verified.

[0149] In this embodiment, after the carbon data verification result obtaining device determines whether there is tampered carbon data among the multiple groups of carbon data, based on the judgment result, if there is tampered carbon data, the carbon data verification result obtaining device re-enters the carbon data associated with the tampered carbon data, the carbon data verification result obtaining device obtains the untampered carbon data, and the carbon data verification result obtaining device saves the untampered carbon data as multiple groups of carbon data to be verified; or, if there is no tampered carbon data, the carbon data verification result obtaining device saves the multiple groups of carbon data as multiple groups of carbon data to be verified.

[0150] Based on the first and second embodiments of the present application, in the third embodiment of the present application, the same or similar contents as those of the first and second embodiments can be referred to the above description, and will not be described in detail later. Figure 6 Before the step of processing the plurality of groups of carbon data to be verified using the preset carbon data relationship model to obtain the relationship between the named entities based on the preset carbon data relationship model, the step of obtaining the carbon data verification result further includes steps S210 to S260:

[0151] Step S210, determining the current carbon data relationship model;

[0152] In this embodiment, first, the device for obtaining the carbon data verification result determines the current carbon data relationship model.

[0153] Step S220, obtaining multiple groups of sample carbon data, wherein the relationship between the multiple groups of sample carbon data is a first relationship;

[0154] In this embodiment, after the device for obtaining carbon data inspection results determines the initial relationship model, multiple groups of sample carbon data are obtained, wherein the multiple groups of sample carbon data are used to train the carbon data relationship model.

[0155] It should be noted that the relationship between the multiple groups of sample carbon data is known, and the relationship between the multiple groups of sample carbon data is a first relationship.

[0156] Step S230, processing the plurality of groups of sample carbon data based on the current carbon data relationship model to obtain a second relationship between the plurality of groups of sample carbon data;

[0157] In this embodiment, the device for obtaining the carbon data verification result uses the current carbon data relationship model to process the multiple groups of sample carbon data to obtain the second relationship between the multiple groups of sample carbon data.

[0158] Step S240, obtaining a relation quantization difference based on the first relation and the second relation, and determining whether the relation quantization difference is greater than a preset relation quantization difference;

[0159] In this embodiment, after the carbon data verification result obtaining device obtains the first relationship and the second relationship, the carbon data verification result obtaining device calculates the difference between the quantized value of the first relationship and the quantized value of the second relationship, obtains the relationship quantization difference, and determines whether the relationship quantization difference is greater than the preset relationship quantization difference.

[0160] It should be noted that the preset relationship quantization difference is a value set by the staff during the training of the carbon data relationship model. When the relationship quantization difference is greater than the preset relationship quantization difference, it indicates that the current carbon data relationship model does not meet the requirements and needs to be trained.

[0161] Step S250, if the relationship quantization difference is greater than the preset relationship quantization difference, adjusting the parameters of the current carbon data relationship model, and recording the number of parameter adjustments;

[0162] In this embodiment, after the carbon data verification result acquisition device obtains the judgment result, it is determined whether to perform training based on the judgment result. If the relationship quantization difference is greater than the preset relationship quantization difference, the parameters of the current carbon data relationship model are adjusted, and the number of parameter adjustments is recorded.

[0163] Step S260, based on the current carbon data relationship model after adjusting the parameters, return to the step of processing the multiple groups of sample carbon data based on the current carbon data relationship model to obtain a fourth relationship between the multiple groups of sample carbon data, until the relationship quantization difference is less than or equal to the preset relationship quantization difference, or the number of parameter adjustments is equal to the preset number of adjustments, and select the current carbon data relationship model corresponding to the minimum value of the relationship quantization difference as the preset carbon data relationship model.

[0164] In this embodiment, after the carbon data verification result acquisition device adjusts the parameters of the current carbon data relationship model, the step of processing the multiple groups of sample carbon data is returned to reacquire the second relationship and obtain a new quantized difference. Until the new quantized difference is less than or equal to the preset relationship quantized difference, or the number of parameter adjustments is equal to the preset number of adjustments, the training is terminated and the preset carbon data relationship model is obtained.

[0165] It can be understood that if the new quantization difference is less than or equal to the preset relationship quantization difference, the training is terminated, and the carbon data relationship model at this time is the preset carbon data relationship model. If the new quantization difference is greater than the preset relationship quantization difference, and the number of parameter adjustments is equal to the preset number of adjustments, the training is terminated, the minimum quantization difference in the training process is counted, and the carbon data relationship model corresponding to the minimum quantization difference in the training process is used as the preset carbon data relationship model.

[0166] It should be noted that the above examples are only used to understand the present application and do not constitute a limitation on the method for obtaining carbon data verification results of the present application. More simple transformations based on this technical concept are all within the scope of protection of the present application.

[0167] This application also provides a device for obtaining carbon data inspection results, please refer to Figure 7 , the device for obtaining carbon data verification results comprises:

[0168] An acquisition module 10, the acquisition module is used to acquire multiple groups of carbon data to be tested;

[0169] A carbon data processing module 20, the carbon data processing module is used to process the multiple groups of carbon data to be tested based on a preset carbon data relationship model to obtain the correlation between the multiple groups of carbon data to be tested;

[0170] The carbon data verification module 30 is used to mutually verify the associated carbon data to be verified among the multiple groups of carbon data to be verified to obtain a verification result.

[0171] In one embodiment, the acquisition module includes:

[0172] A first acquisition unit, used for acquiring multiple groups of carbon data;

[0173] an anti-tampering inspection unit, used to perform an anti-tampering inspection on the multiple sets of carbon data to determine whether the multiple sets of carbon data contain tampered carbon data;

[0174] The first carbon data processing unit re-enters the carbon data associated with the tampered carbon data to obtain the untampered carbon data if there is tampered carbon data, and saves the untampered carbon data as multiple groups of carbon data to be verified; or, if there is no tampered carbon data, saves the multiple groups of carbon data as multiple groups of carbon data to be verified.

[0175] In one embodiment, the carbon data processing module includes:

[0176] A first determining unit, used to determine a current carbon data relationship model;

[0177] A second acquisition unit is used to acquire multiple groups of sample carbon data, wherein the relationship between the multiple groups of sample carbon data is a first relationship;

[0178] A second carbon data processing unit, configured to process the plurality of groups of sample carbon data based on a current carbon data relationship model to obtain a second relationship between the plurality of groups of sample carbon data;

[0179] A relationship quantization difference obtaining unit, configured to obtain a relationship quantization difference based on the first relationship and the second relationship, and determine whether the relationship quantization difference is greater than a preset relationship quantization difference;

[0180] An adjustment unit, if the relationship quantization difference is greater than a preset relationship quantization difference, adjusts the parameters of the current carbon data relationship model and records the number of parameter adjustments;

[0181] A training unit is used to return to the step of processing the multiple groups of sample carbon data based on the current carbon data relationship model after adjusting the parameters to obtain the second relationship between the multiple groups of sample carbon data until the relationship quantization difference is less than or equal to the preset relationship quantization difference, or the number of parameter adjustments is equal to the preset number of adjustments, and select the current carbon data relationship model corresponding to the minimum value of the relationship quantization difference as the preset carbon data relationship model.

[0182] In one embodiment, the carbon data verification module includes:

[0183] A third acquisition unit is used to acquire the historical carbon data corresponding to the multiple groups of carbon data to be tested;

[0184] A first testing unit, configured to test the plurality of groups of to-be-tested carbon data based on the historical carbon data to obtain a first testing result;

[0185] A second verification unit is used to mutually verify the correlated carbon data to be verified among the multiple groups of carbon data to be verified based on the correlation to obtain a second verification result;

[0186] The first test result obtaining unit is used to obtain a test result based on the first test result and the second test result.

[0187] In one embodiment, the carbon data verification module further includes:

[0188] an information extraction unit, configured to perform an attribute information extraction operation on the plurality of groups of carbon data to be inspected, obtain attribute information of each group of carbon data to be inspected, and obtain an inspection result of each group of carbon data to be inspected based on the first inspection result and the second inspection result;

[0189] A carbon data map construction unit, configured to construct a carbon data map based on the correlation between the plurality of groups of carbon data to be tested, the test results of each group of carbon data to be tested, and the attribute information of each group of carbon data to be tested;

[0190] The second unit for obtaining test results is used to obtain the test results of the plurality of groups of carbon data to be tested based on the carbon data map.

[0191] In one embodiment, the carbon data verification module further includes:

[0192] a second determining unit, configured to determine first carbon data in the historical carbon data, and determine second carbon data associated with the first carbon data in the plurality of groups of carbon data to be verified based on the first carbon data;

[0193] a calculation unit, configured to calculate a difference between the first carbon data and the second carbon data to obtain a carbon data difference;

[0194] The comparison unit is used to compare the carbon data difference with a preset carbon data difference to obtain a first inspection result, wherein if the carbon data difference is less than or equal to the preset carbon data difference, the first inspection result is that the carbon data is normal.

[0195] The device for obtaining carbon data verification results provided by the present application adopts the method for obtaining carbon data verification results in the above-mentioned embodiment, which can solve the technical problem of obtaining carbon data verification results. Compared with the prior art, the beneficial effects of the device for obtaining carbon data verification results provided by the present application are the same as the beneficial effects of the method for obtaining carbon data verification results provided by the above-mentioned embodiment, and other technical features in the device for obtaining carbon data verification results are the same as the features disclosed in the above-mentioned embodiment method, which will not be repeated here.

[0196] The present application provides a device for obtaining carbon data verification results, which includes: at least one processor; and a memory that is communicatively connected to the at least one processor; wherein the memory stores instructions that can be executed by the at least one processor, and the instructions are executed by the at least one processor so that the at least one processor can execute the method for obtaining carbon data verification results in the above-mentioned embodiment one.

[0197] Reference below Figure 8 , which shows a schematic diagram of the structure of a device for obtaining carbon data verification results suitable for implementing the embodiment of the present application. The device for obtaining carbon data verification results in the embodiment of the present application may include but is not limited to mobile terminals such as mobile phones, laptop computers, digital broadcast receivers, PDAs (Personal Digital Assistants), PADs (Portable Application Descriptions), PMPs (Portable Media Players), vehicle-mounted terminals (such as vehicle-mounted navigation terminals), etc., and fixed terminals such as digital TVs, desktop computers, etc. Figure 8 The device for obtaining carbon data inspection results shown is only an example and should not bring any limitation to the functions and scope of use of the embodiments of the present application.

[0198] like Figure 8As shown, the device for obtaining carbon data inspection results may include a processing device 1001 (such as a central processing unit, a graphics processing unit, etc.), which can perform various appropriate actions and processes according to a program stored in a read-only memory (ROM: Read Only Memory) 1002 or a program loaded from a storage device 1003 to a random access memory (RAM: Random Access Memory) 1004. In RAM1004, various programs and carbon data required for the operation of the device for obtaining carbon data inspection results are also stored. The processing device 1001, ROM1002 and RAM1004 are connected to each other through a bus 1005. An input / output (I / O) interface 1006 is also connected to the bus. Typically, the following systems may be connected to the I / O interface 1006: input devices 1007 including, for example, a touch screen, a touchpad, a keyboard, a mouse, an image sensor, a microphone, an accelerometer, a gyroscope, etc.; output devices 1008 including, for example, a liquid crystal display (LCD), a speaker, a vibrator, etc.; storage devices 1003 including, for example, a magnetic tape, a hard disk, etc.; and communication devices 1009. The communication device 1009 may allow the carbon data verification result acquisition device to communicate wirelessly or wired with other devices to exchange carbon data. Although the carbon data verification result acquisition device with various systems is shown in the figure, it should be understood that it is not required to implement or have all the systems shown. More or fewer systems may be implemented or have alternatively.

[0199] In particular, according to the embodiments disclosed in the present application, the process described above with reference to the flowchart can be implemented as a computer software program. For example, the embodiments disclosed in the present application include a computer program product, which includes a computer program carried on a computer-readable medium, and the computer program includes a program code for executing the method shown in the flowchart. In such an embodiment, the computer program can be downloaded and installed from a network through a communication device, or installed from a storage device 1003, or installed from a ROM 1002. When the computer program is executed by the processing device 1001, the above-mentioned functions defined in the method of the embodiment disclosed in the present application are executed.

[0200] The device for obtaining carbon data verification results provided by the present application adopts the method for obtaining carbon data verification results in the above-mentioned embodiment, which can solve the technical problem of obtaining carbon data verification results. Compared with the prior art, the beneficial effects of the device for obtaining carbon data verification results provided by the present application are the same as the beneficial effects of the method for obtaining carbon data verification results provided by the above-mentioned embodiment, and other technical features in the device for obtaining carbon data verification results are the same as the features disclosed in the method of the previous embodiment, which will not be repeated here.

[0201] It should be understood that the various parts disclosed in this application can be implemented by hardware, software, firmware or a combination thereof. In the description of the above embodiments, specific features, structures, materials or characteristics can be combined in any one or more embodiments or examples in a suitable manner.

[0202] The above is only a specific implementation of the present application, but the protection scope of the present application is not limited thereto. Any person skilled in the art who is familiar with the present technical field can easily think of changes or substitutions within the technical scope disclosed in the present application, which should be included in the protection scope of the present application. Therefore, the protection scope of the present application should be based on the protection scope of the claims.

[0203] The present application provides a computer-readable storage medium having computer-readable program instructions (ie, computer programs) stored thereon, and the computer-readable program instructions are used to execute the method for obtaining carbon data verification results in the above-mentioned embodiment.

[0204] The computer-readable storage medium provided in the present application may be, for example, a USB flash drive, but is not limited to electrical, magnetic, optical, electromagnetic, infrared, or semiconductor systems or devices, or any combination of the above. More specific examples of computer-readable storage media may include, but are not limited to: an electrical connection with one or more wires, a portable computer disk, a hard disk, a random access memory (RAM: Random Access Memory), a read-only memory (ROM: Read Only Memory), an erasable programmable read-only memory (EPROM: Erasable Programmable Read Only Memory or flash memory), an optical fiber, a portable compact disk read-only memory (CD-ROM: CD-Read Only Memory), an optical storage device, a magnetic storage device, or any suitable combination of the above. In this embodiment, the computer-readable storage medium may be any tangible medium containing or storing a program that can be used by or in combination with an instruction execution system or device. The program code contained on the computer-readable storage medium may be transmitted using any appropriate medium, including but not limited to: wires, optical cables, RF (Radio Frequency: Radio Frequency), etc., or any suitable combination of the above.

[0205] The computer-readable storage medium may be included in the device for obtaining carbon data verification results; or may exist independently without being assembled into the device for obtaining carbon data verification results.

[0206] The computer-readable storage medium carries one or more programs. When the one or more programs are executed by the device for obtaining carbon data verification results, the device for obtaining carbon data verification results:

[0207] Obtain multiple sets of carbon data to be tested;

[0208] Based on a preset carbon data relationship model, the plurality of groups of carbon data to be tested are processed to obtain correlations between the plurality of groups of carbon data to be tested;

[0209] The associated carbon data to be verified in the plurality of groups of carbon data to be verified are mutually verified to obtain a verification result.

[0210] Computer program code for performing the operations of the present application may be written in one or more programming languages or a combination thereof, including object-oriented programming languages such as Java, Smalltalk, C++, and conventional procedural programming languages such as "C" or similar programming languages. The program code may be executed entirely on the user's computer, partially on the user's computer, as a separate software package, partially on the user's computer and partially on a remote computer, or entirely on a remote computer or server. In the case of a remote computer, the remote computer may be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or may be connected to an external computer (e.g., via the Internet using an Internet service provider).

[0211] The flow chart and block diagram in the accompanying drawings illustrate the possible architecture, function and operation of the system, method and computer program product according to various embodiments of the present application. In this regard, each square box in the flow chart or block diagram can represent a module, a program segment or a part of a code, and the module, the program segment or a part of the code contains one or more executable instructions for realizing the specified logical function. It should also be noted that in some alternative implementations, the functions marked in the square box can also occur in a sequence different from that marked in the accompanying drawings. For example, two square boxes represented in succession can actually be executed substantially in parallel, and they can sometimes be executed in the opposite order, depending on the functions involved. It should also be noted that each square box in the block diagram and / or flow chart, and the combination of the square boxes in the block diagram and / or flow chart can be implemented with a dedicated hardware-based system that performs a specified function or operation, or can be implemented with a combination of dedicated hardware and computer instructions.

[0212] The modules involved in the embodiments described in this application may be implemented by software or hardware, wherein the name of the module does not constitute a limitation on the unit itself in some cases.

[0213] The readable storage medium provided in the present application is a computer-readable storage medium, which stores computer-readable program instructions (i.e., computer programs) for executing the above-mentioned method for obtaining carbon data verification results, and can solve the technical problem of obtaining carbon data verification results. Compared with the prior art, the beneficial effects of the computer-readable storage medium provided in the present application are the same as the beneficial effects of the method for obtaining carbon data verification results provided in the above-mentioned embodiment, and will not be repeated here.

[0214] The present application also provides a computer program product, including a computer program, which implements the steps of the method for obtaining carbon data verification results as described above when executed by a processor.

[0215] The computer program product provided by the present application can solve the technical problem of obtaining carbon data verification results. Compared with the prior art, the beneficial effects of the computer program product provided by the present application are the same as the beneficial effects of the method for obtaining carbon data verification results provided by the above embodiment, which will not be repeated here.

[0216] The above descriptions are only some embodiments of the present application, and are not intended to limit the patent scope of the present application. All equivalent structural changes made using the contents of the present application specification and drawings under the technical concept of the present application, or direct / indirect applications in other related technical fields are included in the patent protection scope of the present application.

Claims

1. A method for obtaining carbon data verification results, characterized in that: The obtaining of carbon data verification results includes: Obtain multiple sets of carbon data to be tested; Based on a preset carbon data relationship model, the plurality of groups of carbon data to be tested are processed to obtain correlations between the plurality of groups of carbon data to be tested; The associated carbon data to be verified in the plurality of groups of carbon data to be verified are mutually verified to obtain a verification result.

2. The method for obtaining carbon data verification results according to claim 1, characterized in that: Before the step of obtaining multiple groups of carbon data to be tested, the method further includes: Get multiple sets of carbon data; Performing anti-tampering inspection on the multiple sets of carbon data to determine whether the multiple sets of carbon data contain tampered carbon data; If tampered carbon data exists, re-enter the carbon data associated with the tampered carbon data to obtain untampered carbon data, and save the untampered carbon data as multiple groups of carbon data to be verified; or, if tampered carbon data does not exist, save the multiple groups of carbon data as multiple groups of carbon data to be verified.

3. The method for obtaining carbon data verification results according to claim 1, characterized in that: Before the step of processing the plurality of groups of carbon data to be tested based on the preset carbon data relationship model to obtain the correlation between the carbon data to be tested, the step further includes: Determine the current carbon data relationship model; Acquire multiple groups of sample carbon data, wherein the relationship between the multiple groups of sample carbon data is a first relationship; Based on the current carbon data relationship model, the plurality of groups of sample carbon data are processed to obtain a second relationship between the plurality of groups of sample carbon data; Based on the first relationship and the second relationship, obtaining a relationship quantization difference, and determining whether the relationship quantization difference is greater than a preset relationship quantization difference; If the relationship quantization difference is greater than a preset relationship quantization difference, adjusting the parameters of the current carbon data relationship model, and recording the number of parameter adjustments; Based on the current carbon data relationship model after adjusting the parameters, return to the step of processing the multiple groups of sample carbon data based on the current carbon data relationship model to obtain the second relationship between the multiple groups of sample carbon data, until the relationship quantization difference is less than or equal to the preset relationship quantization difference, or the number of parameter adjustments is equal to the preset number of adjustments, and select the current carbon data relationship model corresponding to the minimum value of the relationship quantization difference as the preset carbon data relationship model.

4. The method for obtaining carbon data verification results according to claim 1, characterized in that: The step of mutually verifying the associated carbon data to be verified among the multiple groups of carbon data to be verified to obtain the verification result also includes: Acquire historical carbon data corresponding to the multiple groups of carbon data to be tested; Based on the historical carbon data, inspect the plurality of groups of carbon data to be inspected to obtain a first inspection result; Based on the correlation, mutually verify the correlated carbon data to be verified among the multiple groups of carbon data to be verified to obtain a second verification result; Based on the first inspection result and the second inspection result, an inspection result is obtained.

5. The method for obtaining carbon data verification results according to claim 4, characterized in that: The step of obtaining a test result based on the first test result and the second test result further includes: Performing an attribute information extraction operation on the plurality of groups of carbon data to be tested to obtain attribute information of each group of carbon data to be tested, and obtaining a test result of each group of carbon data to be tested based on the first test result and the second test result; Constructing a carbon data map based on the correlations among the multiple groups of carbon data to be tested, the test results of each group of carbon data to be tested, and the attribute information of each group of carbon data to be tested; Based on the carbon data map, the inspection results of the multiple groups of carbon data to be inspected are obtained.

6. The method for obtaining carbon data verification results according to claim 4, characterized in that: The step of verifying the plurality of groups of carbon data to be verified based on the historical carbon data to obtain a first verification result further includes: Determine first carbon data in the historical carbon data, and determine second carbon data associated with the first carbon data in the plurality of groups of carbon data to be verified based on the first carbon data; Calculating a difference between the first carbon data and the second carbon data to obtain a carbon data difference; The carbon data difference value is compared with a preset carbon data difference value to obtain a first inspection result, wherein if the carbon data difference value is less than or equal to the preset carbon data difference value, the first inspection result is that the carbon data is normal.

7. A device for obtaining carbon data inspection results, characterized in that: The device for obtaining carbon data inspection results comprises: An acquisition module, the acquisition module is used to acquire multiple groups of carbon data to be tested; A carbon data processing module, the carbon data processing module is used to process the multiple groups of carbon data to be tested based on a preset carbon data relationship model to obtain the correlation between the multiple groups of carbon data to be tested; The carbon data verification module is used to mutually verify the associated carbon data to be verified among the multiple groups of carbon data to be verified to obtain a verification result.

8. A device for obtaining carbon data inspection results, characterized in that: The device comprises: a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein the computer program is configured to implement the steps of the method for obtaining carbon data verification results according to any one of claims 1 to 6.

9. A storage medium, characterized in that: The storage medium is a computer-readable storage medium, and a computer program is stored on the storage medium. When the computer program is executed by a processor, the steps of the method for obtaining carbon data verification results according to any one of claims 1 to 6 are implemented.

10. A computer program product, characterized in that The computer program product comprises a computer program, and when the computer program is executed by a processor, the steps of the method for obtaining carbon data verification results according to any one of claims 1 to 6 are implemented.