A method and system for processing environmental data based on large models

Abstract

The present invention provides an environmental data processing method and system based on a large model, which belongs to the field of data processing technology, and specifically includes: verifying and processing environmental data in a verification processing order, and utilizing the deviation of the verification processing results of the current environmental data and the mapping conditions of different current environmental data and report modules during the verification processing process to determine that there is no deviation and the environmental data does not meet the requirements; when determining that the construction reliability coefficients of different report modules meet the requirements based on the processing methods of the environmental data in different report modules and the deviation of the verification results of the environmental data, the large model is utilized to automatically generate an environmental impact report based on the analysis results of the environmental data, thereby improving the efficiency of the generation and processing of the environmental impact report.

Description

Technical Field

[0001] The present invention belongs to the technical field of data processing, and in particular, relates to a method and system for processing environmental data based on a large model. Background Art

[0002] Various types of testing data in the ecological environment field are diverse and complexly correlated. Environmental impact reports involve the analysis and evaluation of these large amounts of data. Staff need to spend a lot of time analyzing and organizing these data and assessing the environmental impact, making it difficult to guarantee issues such as personnel and timeliness.

[0003] In order to improve the processing efficiency of environmental data, a large model is used in the present application to automatically analyze and process environmental data to improve the processing efficiency of environmental data. Specifically, the present invention provides an environmental data processing method and system based on a large model. Summary of the invention

[0004] To achieve the purpose of the present invention, the present invention adopts the following technical solutions:

[0005] According to one aspect of the present invention, a system and method for processing environmental data based on a large model are provided.

[0006] In a first aspect, the present invention provides an environmental data processing method based on a large model, specifically comprising:

[0007] S1 divides the environmental impact report into multiple report modules, determines the environmental data in different report modules, and divides the environmental data in the same report module into the same data module;

[0008] S2 determines the associated environmental data of different environmental data based on the association of different environmental data during verification and processing, and determines the verification and processing order of different environmental data based on the mapping relationship between different environmental data and data modules;

[0009] S3 performs verification processing of the environmental data according to the verification processing sequence, and uses the deviation of the verification processing result of the current environmental data and the mapping of the current environmental data to the reporting module during the verification processing process, and when it is determined that there is no deviation and the environmental data does not meet the requirements, proceeds to the next step;

[0010] S4 determines that when the construction reliability coefficients of different report modules meet the requirements based on the processing methods of environmental data in different report modules and the deviations of the verification results of environmental data, the environmental impact report is automatically generated based on the analysis results of the environmental data using a large model.

[0011] The beneficial effects of the present invention are:

[0012] Based on the deviation of the verification results of the current environmental data during the verification process, and the different mapping conditions of the current environmental data and the reporting module, it is determined whether there is environmental data with deviations that do not meet the requirements. This takes into account both the differences in the degree of deviation of the verification results of the environmental data and the differences in the impact of the differences in the mapping conditions between the current environmental data and the reporting module on the accuracy of the overall environmental impact report. This enables the determination of environmental data with deviations that do not meet the requirements from multiple angles, and also lays the foundation for further improving the efficiency of the verification and processing of environmental data.

[0013] The large model is used to automatically generate an environmental impact report based on the analysis results of the associated environmental data, thereby avoiding the technical problem of slow efficiency in the generation and processing of environmental impact reports caused by the original manual method, and improving the reliability and efficiency of the generation and processing of environmental impact reports.

[0014] A further technical solution is that the environmental data in the report module is determined according to the corresponding environmental data when the report module needs to be built.

[0015] A further technical solution is that the associated environmental data of the environmental data is environmental data that has an associated relationship with the environment.

[0016] A further technical solution is that the method for determining the verification processing order of the environmental data is:

[0017] Determining the quantity of the environmental data associated with the environmental data based on the environmental data associated with the environmental data;

[0018] Determine the data module in which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data module, and use it as the mapping data module;

[0019] A total number is determined based on the number of the mapping data modules and the number of associated environment data, and a verification processing order of the environment data is determined using the total number.

[0020] A further technical solution is to use the total number to determine the verification and processing order of the environmental data, specifically including:

[0021] The verification processing order of the environmental data is determined based on the total quantity from large to small.

[0022] A further technical solution is to use the big model to automatically generate an environmental impact report based on the analysis results of environmental data, including:

[0023] Based on the environmental data of different report modules, the environmental data are analyzed using a large model to obtain analysis results;

[0024] The analysis results and the preset template are used to determine the automatic generation of different report modules for the environmental impact report.

[0025] In a second aspect, the present invention provides a computer system comprising: a memory and a processor that are communicatively connected, and a computer program stored in the memory and capable of running on the processor, wherein the processor executes the above-mentioned large model-based environmental data processing method when running the computer program.

[0026] Other features and advantages will be described in the following description. The objects and other advantages of the present invention are realized and obtained by the structures particularly pointed out in the description and drawings.

[0027] In order to make the above-mentioned objects, features and advantages of the present invention more obvious and easy to understand, preferred embodiments are given below and described in detail with reference to the accompanying drawings. BRIEF DESCRIPTION OF THE DRAWINGS

[0028] The above and other features and advantages of the present invention will become more apparent by describing in detail exemplary embodiments thereof with reference to the accompanying drawings;

[0029] Figure 1 is a flow chart of a method for processing environmental data based on a large model;

[0030] Figure 2 It is a flow chart of a method for determining a verification processing sequence of environmental data;

[0031] Figure 3 It is a flow chart to determine that there is no deviation and the environmental data does not meet the requirements;

[0032] Figure 4 is a flow chart of a method for determining a construction reliability coefficient of a reporting module;

[0033] Figure 5 It is a framework diagram of a computer system. DETAILED DESCRIPTION

[0034] In order to enable those skilled in the art to better understand the technical solutions in this specification, the technical solutions in the embodiments of this specification will be clearly and completely described below in conjunction with the drawings in the embodiments of this specification. Obviously, the described embodiments are only part of the embodiments of this specification, not all of the embodiments. Based on the embodiments of this specification, all other embodiments obtained by ordinary technicians in this field without creative work should fall within the scope of protection of this specification.

[0035] Various types of testing data in the ecological environment field are diverse and complexly correlated. Environmental impact reports involve the analysis and evaluation of these large amounts of data. Staff need to spend a lot of time analyzing and organizing these data and assessing the environmental impact, making it difficult to guarantee issues such as personnel and timeliness.

[0036] Associated environmental data: Environmental data that is associated with environmental data during verification and processing.

[0037] Verification processing order: the verification processing order of the environment data is determined based on the sum of the number of associated environment data and the number of data modules mapped to the environment data;

[0038] Determine whether there is any deviation that does not meet the requirements of environmental data: determine the number of mapping data modules corresponding to the environmental data based on the mapping situation of the current environmental data and the report module, and use the number of mapping data modules to determine the deviation threshold of the environmental data. Based on the deviation amount and the deviation threshold between the environmental data and the associated environmental data, determine whether there is any deviation that does not meet the requirements of environmental data. When the deviation amounts are all less than the deviation threshold, it is determined that the deviation meets the requirements.

[0039] When there are deviations and the environmental data does not meet the requirements, manual data verification is directly carried out.

[0040] Construction reliability coefficient of the report module: obtain the number of environmental data in the report module, and use the ratio of the number of environmental data to the preset number to determine the construction complexity coefficient, use the deviation situation to determine the data deviation amount with different associated environmental data, and determine the construction reliability coefficient of the report module by the ratio of the construction complexity coefficient to the average value of the data deviation amount.

[0041] Embodiment 1 To solve the above-mentioned problem, according to one aspect of the present invention, Figure 1 As shown, a first aspect is provided, and the present invention provides an environmental data processing method based on a large model, specifically comprising:

[0042] S1 divides the environmental impact report into multiple report modules, determines the environmental data in different report modules, and divides the environmental data in the same report module into the same data module;

[0043] S2 determines the associated environmental data of different environmental data based on the association of different environmental data during verification and processing, and determines the verification and processing order of different environmental data based on the mapping relationship between different environmental data and data modules;

[0044] S3 performs verification processing of the environmental data according to the verification processing sequence, and uses the deviation of the verification processing result of the current environmental data and the mapping of the current environmental data to the reporting module during the verification processing process, and when it is determined that there is no deviation and the environmental data does not meet the requirements, proceeds to the next step;

[0045] S4 determines that when the construction reliability coefficients of different report modules meet the requirements based on the processing methods of environmental data in different report modules and the deviations of the verification results of environmental data, the environmental impact report is automatically generated based on the analysis results of the environmental data using a large model.

[0046] Furthermore, the environmental data in the report module is determined according to the corresponding environmental data when the report module needs to be built.

[0047] Specifically, the associated environmental data of the environmental data is environmental data that is associated with the environment.

[0048] It should be noted that if Figure 2 As shown, the method for determining the verification processing order of the environmental data is:

[0049] Determining the quantity of the environmental data associated with the environmental data based on the environmental data associated with the environmental data;

[0050] Determine the data module in which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data module, and use it as the mapping data module;

[0051] A total number is determined based on the number of the mapping data modules and the number of associated environment data, and a verification processing order of the environment data is determined using the total number.

[0052] Further, the total quantity is used to determine the verification processing order of the environmental data, specifically including:

[0053] The verification processing order of the environmental data is determined based on the total quantity from large to small.

[0054] In another embodiment, the method for determining the verification processing order of the environmental data is:

[0055] Determine the data modules with which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data modules, and use them as mapping data modules, and determine the verification processing priority of the environmental data by using the number of mapping data modules;

[0056] Based on the associated environmental data of the environmental data, determining the data volume of the associated environmental data of the environmental data, and determining the verification processing order of the environmental data within the verification processing priority based on the data volume of the associated environmental data;

[0057] Based on the verification processing priority of the environmental data and the verification processing order within the verification processing priority, the verification processing order of the environmental data is determined.

[0058] In another embodiment, the method for determining the verification processing order of the environmental data is:

[0059] S11 determines the data modules with which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data modules, and uses the data modules as mapping data modules, and determines the verification processing requirement coefficient of the environmental data by using the number of mapping data modules;

[0060] S12 determines the quantity of the environmental data associated with the environmental data based on the environmental data associated with the environmental data, and determines the difficulty coefficient of verification processing of the environmental data in combination with the data quantities of different associated environmental data;

[0061] S13 determines the verification processing priority coefficient of the environmental data based on the verification processing requirement coefficient and the verification processing difficulty coefficient of the environmental data, and determines the verification processing order of the environmental data using the verification processing priority coefficient.

[0062] Optionally, the above step S11 includes the following contents:

[0063] S111 determines the data modules with which the environment data has a mapping relationship according to the mapping relationship between the environment data and the data modules, and uses them as mapping data modules. When the number of the mapping data modules is greater than the preset number of data modules, the setting priority of the environment data is set to the first level, and the verification processing order of the environment data is determined by using the number of associated environment data of the environment data. When the number of the mapping data modules is not greater than the preset number of data modules, the process proceeds to step S112.

[0064] S112: when the number of the mapping data modules is within the preset module number interval, the setting priority of the environment data is set to the second level, and the verification processing order of the environment data is determined by using the number of the associated environment data of the environment data and the sum of the number of the associated environment data; when the number of the mapping data modules is not within the preset module number interval, the process proceeds to step S113;

[0065] S113 uses the number of the mapping data modules to determine the verification processing requirement coefficient of the environmental data and proceeds to step S13.

[0066] Optionally, the above step S12 includes the following contents:

[0067] S121 determines the quantity of the associated environment data of the environment data based on the associated environment data of the environment data, and determines the total amount of the associated environment data of the environment data in combination with the amounts of different associated environment data, and when the total amount of the associated environment data is within a preset data amount interval, proceeds to step S122; when the total amount of the associated environment data is not within the preset data amount interval, proceeds to step S123;

[0068] S122: when the verification processing requirement coefficient of the environmental data is greater than the preset requirement coefficient threshold, the setting priority of the environmental data is set to the third level, and the verification processing order of the environmental data is determined by using the total amount of environmental data associated with the surrounding environmental data; when the verification processing requirement coefficient of the environmental data is not greater than the preset requirement coefficient threshold, the process proceeds to step S123;

[0069] S123 determines the verification and processing difficulty coefficient of the environmental data based on the number of environmental data associated with the environmental data and the data volume of different associated environmental data, sets the setting priority of the environmental data to the fourth level, and proceeds to step S13.

[0070] Specifically, Figure 3 As shown, it is determined that there is no deviation and the environmental data does not meet the requirements, including:

[0071] Determine the deviation between the environmental data and the associated environmental data based on the deviation of the verification processing result of the environmental data, and determine the data deviation amount with different associated environmental data based on the deviation;

[0072] Determine an average value of data deviations from different associated environment data according to the data deviations, and use it as the deviation average value;

[0073] According to the mapping relationship between the environmental data and the data module, the data module with which the environmental data has a mapping relationship is determined, and used as the mapping data module, the deviation influence coefficient is determined according to the average value of the deviation amount and the mapping data module, and the deviation influence coefficient is used to determine whether the deviation of the environmental data meets the requirements.

[0074] Furthermore, the deviation influence coefficient is determined according to the product of the deviation average value and the mapping data module.

[0075] Optionally, determining whether the deviation of the environmental data meets the requirement by using the deviation influence coefficient specifically includes:

[0076] When the deviation influence coefficient of the environmental data is greater than a preset deviation coefficient threshold, it is determined that the deviation of the environmental data does not meet the requirements.

[0077] Specifically, during the verification process, if the deviation of the verification result of the current environmental data does not meet the requirements, there is no need to verify the environmental data, and manual verification of the environmental data can be performed directly.

[0078] In another embodiment, determining that there is no deviation and the environmental data does not meet the requirements specifically includes:

[0079] Determine the data module with which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data module, and use it as the mapping data module, and determine the deviation threshold of the environmental data by using the number of the mapping data modules;

[0080] Determine the deviation between the environmental data and the associated environmental data based on the deviation of the verification processing result of the environmental data, and determine the data deviation amount with different associated environmental data based on the deviation;

[0081] Whether the deviation of the environmental data meets the requirement is determined according to the data deviation amount and a deviation amount threshold of the environmental data.

[0082] Further, determining the deviation threshold of the environmental data by using the number of the mapping data modules specifically includes:

[0083] The deviation threshold of the environmental data is determined based on a preset deviation threshold corresponding to the number of mapping data modules.

[0084] It should also be noted that determining whether the deviation of the environmental data meets the requirement based on the data deviation amount and the deviation amount threshold of the environmental data specifically includes:

[0085] When the data deviation from the associated environmental data is greater than the deviation threshold, it is determined that the deviation of the environmental data does not meet the requirements.

[0086] Optionally, determine that there are no deviations that do not meet the required environmental data, including:

[0087] S21 determines the deviation between the environmental data and the associated environmental data based on the deviation of the verification processing result of the environmental data, determines the data deviation amount with different associated environmental data based on the deviation, and determines the data deviation coefficient of the environmental data based on the data deviation amount with different associated environmental data;

[0088] S22 determines the data modules with which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data modules, and uses the data modules as mapping data modules, and determines the deviation impact weight value of the environmental data by using the number of mapping data modules;

[0089] S23 determines a deviation influence coefficient according to the data deviation coefficient of the environmental data and a deviation influence weight value of the environmental data, and uses the deviation influence coefficient to determine whether the deviation of the environmental data meets the requirements.

[0090] Optionally, the above step S21 includes the following contents:

[0091] S211 determines the deviation between the environmental data and the associated environmental data based on the deviation of the verification processing result of the environmental data, and determines the data deviation amount with different associated environmental data by using the deviation. When there is associated environmental data whose data deviation amount does not meet the requirement, it is determined that the deviation of the environmental data does not meet the requirement. When there is no associated environmental data whose data deviation amount does not meet the requirement, the process proceeds to step S212;

[0092] S212: When it is determined that there is associated environment data whose data deviation is within the preset deviation range based on the data deviation with different associated environment data, the process proceeds to step S213; when there is no associated environment data whose data deviation is within the preset deviation range, the process proceeds to step S214;

[0093] S213: taking the associated environmental data whose data deviation amount is within the preset deviation range as the concerned deviation data; when the number of the concerned deviation data does not meet the requirement, determining that the deviation of the environmental data does not meet the requirement; when the number of the concerned deviation data meets the requirement, proceeding to step S214;

[0094] S214 determines the data deviation coefficient of the environmental data according to the data deviation amount with different associated environmental data. When the data deviation coefficient of the environmental data is less than the preset deviation coefficient, it is determined that the deviation of the environmental data meets the requirements. When the data deviation coefficient of the environmental data is not less than the preset deviation coefficient, proceed to step S22.

[0095] Optionally, the above step S22 includes the following contents:

[0096] S221 determines the data modules with which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data modules, and uses the data modules as mapping data modules. When the number of the mapping data modules is greater than the preset data module number threshold, it is determined that the deviation of the environmental data does not meet the requirement. When the number of the mapping data modules is not greater than the preset data module number threshold, the process proceeds to step S222;

[0097] S222: determining error influence coefficients of environmental data of different mapping data modules based on the number of environmental data of different mapping data modules, and when there is a mapping data module whose error influence coefficient does not meet the requirement, proceeding to step S223; when there is no mapping data module whose error influence coefficient does not meet the requirement, proceeding to step S224;

[0098] S223: taking the mapping data modules whose error influence coefficient is greater than the preset influence coefficient threshold as the influence data modules; when the number of the influence data modules is greater than the preset influence module number threshold, determining that the deviation of the environmental data does not meet the requirement; when the number of the influence data modules is not greater than the preset influence module number threshold, proceeding to step S224;

[0099] S224 determines the deviation influence weight value of the environmental data based on the error influence coefficients of different mapping data modules and the number of mapping data modules. When the deviation influence weight value of the environmental data is greater than the preset weight threshold, it is determined that the deviation of the environmental data does not meet the requirements. When the deviation influence weight value of the environmental data is not greater than the preset weight threshold, proceed to step S23.

[0100] Specifically, Figure 4 As shown, the method for determining the construction reliability coefficient of the report module is:

[0101] Determine the amount of environmental data in the reporting module according to the processing method of the environmental data in the reporting module, and determine the processing complexity coefficient of the environmental data in the reporting module in combination with the data amount of different environmental data;

[0102] According to the deviation of the verification result of the environmental data in the report module, using the deviation to determine the data deviation amount with different associated environmental data, and determining the data deviation coefficient of the environmental data according to the data deviation amount with different associated environmental data;

[0103] The data comprehensive deviation coefficient of the reporting module is determined based on the data deviation coefficient of the environmental data in the reporting module, and the construction reliability coefficient of the reporting module is determined in combination with the processing complexity coefficient of the environmental data of the reporting module.

[0104] Furthermore, the construction reliability coefficient of the report module has a value range between 0 and 1, wherein when the construction reliability coefficient of the report module is greater than a preset reliability coefficient threshold, it is determined that the construction reliability coefficient of the report module meets the requirements.

[0105] Specifically, the large model is used to automatically generate an environmental impact report based on the analysis results of environmental data, including:

[0106] Based on the environmental data of different report modules, the environmental data are analyzed using a large model to obtain analysis results;

[0107] The analysis results and the preset template are used to determine the automatic generation of different report modules for the environmental impact report.

[0108] Embodiment 2 The second aspect, as Figure 5 As shown, the present invention provides a computer system, comprising: a memory and a processor that are communicatively connected, and a computer program stored in the memory and capable of running on the processor, wherein the processor executes the above-mentioned large model-based environmental data processing method when running the computer program.

[0109] In another embodiment, the method for determining the construction reliability coefficient of the reporting module is:

[0110] According to the deviation of the verification result of the environmental data in the report module, the data deviation amount with different associated environmental data is determined by using the deviation, and the data deviation coefficient of the environmental data is determined according to the data deviation amount with different associated environmental data, when the average value of the data deviation coefficient of the environmental data in the report module does not meet the requirements, it is determined that the construction reliability coefficient of the report module does not meet the requirements;

[0111] When the average value of the data deviation coefficient of the environmental data in the report module meets the requirements:

[0112] Determine the environmental data in the report module whose data deviation coefficient is within a preset deviation coefficient interval by using data deviation coefficients of different environmental data, and when the number of environmental data whose data deviation coefficient is within the preset deviation coefficient interval does not meet the requirement, determine that the construction reliability coefficient of the report module does not meet the requirement;

[0113] When the number of environmental data with a data deviation coefficient within the preset deviation coefficient range meets the requirements:

[0114] Obtain the number and proportion of environmental data with data deviation coefficients within a preset deviation coefficient interval, and determine the screening deviation coefficient in combination with the data deviation coefficients of environmental data with different data deviation coefficients within the preset deviation coefficient interval; when the screening deviation coefficient does not meet the requirements, determine that the construction reliability coefficient of the report module does not meet the requirements;

[0115] When the screening deviation coefficient meets the requirements:

[0116] Determining the data comprehensive deviation coefficient of the report module based on the data deviation coefficient of the environmental data in the report module and the screening deviation coefficient, and when the data comprehensive deviation coefficient of the report module does not meet the requirements, determining that the construction reliability coefficient of the report module does not meet the requirements;

[0117] When the data comprehensive deviation coefficient of the report module meets the requirements:

[0118] The amount of environmental data in the reporting module is determined by the processing method of the environmental data in the reporting module, and the processing complexity coefficient of the environmental data of the reporting module is determined in combination with the data amount of different environmental data. When the processing complexity coefficient of the environmental data of the reporting module is within the preset complexity coefficient range and the data comprehensive deviation coefficient of the reporting module is within the preset coefficient range:

[0119] It is determined that the construction reliability coefficient of the report module does not meet the requirements;

[0120] When the processing complexity coefficient of the environmental data of the reporting module is not within the preset complexity coefficient interval or the data comprehensive deviation coefficient of the reporting module is not within the preset coefficient interval:

[0121] The data comprehensive deviation coefficient of the reporting module is determined based on the data deviation coefficient of the environmental data in the reporting module, and the construction reliability coefficient of the reporting module is determined in combination with the processing complexity coefficient of the environmental data of the reporting module.

[0122] Each embodiment in this specification is described in a progressive manner, and the same or similar parts between the embodiments can be referred to each other, and each embodiment focuses on the differences from other embodiments. In particular, for the device, equipment, and non-volatile computer storage medium embodiments, since they are basically similar to the method embodiments, the description is relatively simple, and the relevant parts can be referred to the partial description of the method embodiment.

[0123] The above is a description of a specific embodiment of the specification. Other embodiments are within the scope of the appended claims. In some cases, the actions or steps recorded in the claims can be performed in an order different from that in the embodiments and still achieve the desired results. In addition, the processes depicted in the drawings do not necessarily require the specific order or continuous order shown to achieve the desired results. In some embodiments, multitasking and parallel processing are also possible or may be advantageous.

[0124] The above description is only one or more embodiments of this specification and is not intended to limit this specification. For those skilled in the art, one or more embodiments of this specification may have various changes and variations. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of one or more embodiments of this specification shall be included in the scope of the claims of this specification.

Claims

1. A method for processing environmental data based on a large model, characterized in that: Specifically include: Divide the environmental impact report into multiple report modules, identify the environmental data in different report modules, and divide the environmental data in the same report module into the same data module; Determine the associated environmental data of different environmental data based on the association of different environmental data during verification and processing, and determine the verification and processing order of different environmental data based on the mapping relationship between different environmental data and data modules; The environmental data is verified in the verification process sequence, and during the verification process, the deviation of the verification process result of the current environmental data and the mapping of the different current environmental data to the reporting module are used to determine that there is no deviation and the environmental data does not meet the requirements, and then proceed to the next step; When the construction reliability coefficients of different report modules are determined to meet the requirements based on the processing methods of environmental data in different report modules and the deviation of the verification results of environmental data, the environmental impact report is automatically generated based on the analysis results of environmental data using the big model; Determine that there are no deviations and that the environmental data does not meet the requirements, including: Determine the deviation between the environmental data and the associated environmental data based on the deviation of the verification processing result of the environmental data, and determine the data deviation amount with different associated environmental data based on the deviation; Determine an average value of data deviations from different associated environment data according to the data deviations, and use it as the deviation average value; Determine the data module with which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data module, and use it as the mapping data module, determine the deviation influence coefficient according to the average value of the deviation amount and the mapping data module, and use the deviation influence coefficient to determine whether the deviation of the environmental data meets the requirements; The method for determining the construction reliability coefficient of the report module is: Determine the amount of environmental data in the reporting module according to the processing method of the environmental data in the reporting module, and determine the processing complexity coefficient of the environmental data in the reporting module in combination with the data amount of different environmental data; According to the deviation of the verification result of the environmental data in the report module, using the deviation to determine the data deviation amount with different associated environmental data, and determining the data deviation coefficient of the environmental data according to the data deviation amount with different associated environmental data; The data comprehensive deviation coefficient of the reporting module is determined based on the data deviation coefficient of the environmental data in the reporting module, and the construction reliability coefficient of the reporting module is determined in combination with the processing complexity coefficient of the environmental data of the reporting module.

2. The method for processing environmental data based on a large model according to claim 1, characterized in that: The environmental data in the report module is determined according to the corresponding environmental data when the report module needs to be built.

3. The method for processing environmental data based on a large model as claimed in claim 1, characterized in that: The associated environmental data of the environmental data is environmental data that is associated with the environment.

4. The method for processing environmental data based on a large model according to claim 1, characterized in that: The method for determining the verification processing order of the environmental data is: Determining the quantity of the environmental data associated with the environmental data based on the environmental data associated with the environmental data; Determine the data module in which the environmental data has a mapping relationship according to the mapping relationship between the environmental data and the data module, and use it as the mapping data module; A total number is determined based on the number of the mapping data modules and the number of associated environment data, and a verification processing order of the environment data is determined using the total number.

5. The method for processing environmental data based on a large model as claimed in claim 4, characterized in that: The total quantity is used to determine the verification and processing order of the environmental data, specifically including: The verification processing order of the environmental data is determined based on the total quantity from large to small.

6. The method for processing environmental data based on a large model according to claim 1, characterized in that: The deviation influence coefficient is determined according to the product of the deviation average value and the mapping data module.

7. The method for processing environmental data based on a large model according to claim 1, characterized in that: Determining whether the deviation of the environmental data meets the requirements by using the deviation influence coefficient specifically includes: When the deviation influence coefficient of the environmental data is greater than a preset deviation coefficient threshold, it is determined that the deviation of the environmental data does not meet the requirements.

8. The method for processing environmental data based on a large model as claimed in claim 1, characterized in that: The large model is used to automatically generate environmental impact reports based on the analysis results of environmental data, including: Based on the environmental data of different report modules, the environmental data are analyzed using a large model to obtain analysis results; The analysis results and the preset template are used to determine the automatic generation of different report modules for the environmental impact report.

9. A computer system comprising: A memory and a processor that are communicatively connected, and a computer program stored in the memory and capable of running on the processor, characterized in that the processor executes a large model-based environmental data processing method as described in any one of claims 1-8 when running the computer program.

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