A settlement information push method and device based on settlement model

Abstract

The present application relates to the technical field of information push, and discloses a settlement information push method and device based on a settlement model, the method comprising constructing a settlement model, performing a first reorganization and verifying the completeness of the information, performing a second reorganization and verifying the validity of the information, and pushing. The device corresponds to the method. In the present application, the constructed settlement model processes the settlement information structure and the settlement information value, performs a first reorganization based on the progress information and the corresponding time series, and accurately verifies the completeness of the information, avoiding omissions and delays that are prone to occur in traditional processing, greatly improving the efficiency and accuracy of information screening and reorganization, and based on the consideration of information completeness and information validity, orderly completes information, performs secondary reorganization and validity verification, and optimizes information to ensure the quality of settlement information, solves the problems of lengthy settlement cycles and frequent disputes caused by missing and invalid information in traditional settlements, and provides efficient and reliable information guarantee for engineering settlement work.

Description

Technical Field

[0001] The present application relates to the technical field of information push, and specifically to a settlement information push method and device based on a settlement model. Background Art

[0002] In the field of project settlement, the traditional settlement information processing method faces the current situation that as the scale of projects continues to expand and the complexity continues to rise, the amount of settlement information is exploding and the sources are wide. Settlement information at least includes various documents, reports, change records, etc. in the construction process. In the traditional mode, it is mostly dependent on manual sorting and verification of these massive and complex settlement information, which is not only inefficient but also prone to errors.

[0003] Furthermore, there is a lack of accurate and effective methods for screening and reorganizing settlement information, making it difficult to quickly locate key information and organize it reasonably according to settlement needs, which often leads to delays in the settlement process. At the same time, there is a serious lack of control over the completeness and effectiveness of information. Often, it is discovered that the information is missing or invalid in the late stage of settlement, and a lot of time has to be spent on backtracking and supplementing it, which not only delays the settlement cycle, but may also cause economic disputes due to inaccurate information.

[0004] In the final information push stage, simple document delivery is often used, lacking targeted optimization and modification, making it difficult for the recipient to quickly understand the core content, thus affecting the coordinated advancement of settlement work.

[0005] In summary, a new technical solution for settlement information push based on the settlement model is urgently needed to achieve more intelligent, efficient and accurate settlement information push, thereby improving the overall efficiency and quality of project settlement and reducing potential risks. Summary of the invention

[0006] The purpose of this application is to provide a settlement information push method and device based on a settlement model to solve the technical problems raised in the above background technology.

[0007] To achieve the above objectives, this application discloses the following technical solutions:

[0008] In a first aspect, the present application discloses a settlement information push method based on a settlement model, the method comprising:

[0009] S1: Extracting the settlement information structure and the settlement information value based on the historical settlement information, and constructing a settlement model based on the settlement information structure and the settlement information value; wherein the historical settlement information is a collection of information used in settlement, the settlement information structure is used to characterize the composition of the settlement information necessary for settlement, the settlement information value is used to characterize the content of the settlement information necessary for settlement, and the settlement model is used to reorganize and push the settlement information based on the settlement information structure and the settlement information value;

[0010] S2: Acquire progress information and the corresponding time series, and the settlement model combines the time series and the settlement information structure to perform a first reorganization and verify the information integrity; wherein the progress information is used to characterize the staged settlement of the project, the first reorganization is used to perform a first screening and reorganization of the settlement information based on the settlement information structure, and the information integrity is used to characterize the information integrity of the first screened and reorganized settlement information when performing settlement;

[0011] S3: The settlement model generates a corresponding information completion instruction based on the information completeness, and executes a second reorganization and verifies the information validity when the information completeness meets a preset completeness threshold; wherein the information completion instruction is used to complete the settlement information, the second reorganization is used to perform a second screening and reorganization of the settlement information based on the value of the settlement information, and the information validity is used to characterize the validity of the information when the settlement information is screened and reorganized for the second time;

[0012] S4: The settlement model generates corresponding information optimization instructions based on the information validity, and pushes the information when the information validity meets a preset validity threshold; wherein the information optimization instructions are used to optimize the settlement information.

[0013] Preferably, the process of extracting the settlement information structure includes:

[0014] A1: Based on different historical progress information and corresponding time series, obtain the corresponding historical settlement information;

[0015] A2: Use feature extraction technology to extract corresponding features from the historical settlement information obtained by A1. The extracted features include at least information source, information time series, information category and information content.

[0016] A3: Fix the progress information and the corresponding information source, the information implementation sequence and the information content to obtain a settlement information structure.

[0017] Preferably, the process of extracting the settlement information value includes:

[0018] B1: Based on different historical progress information and corresponding time series, obtain the corresponding historical settlement information;

[0019] B2: Use a preset information value evaluation algorithm to perform a corresponding value evaluation on the historical settlement information obtained in B1 to obtain a corresponding information value; wherein the information value evaluation algorithm is used to evaluate the importance of the settlement information to the settlement, and the information value is used to characterize the importance of the settlement information to the settlement;

[0020] B3: Fix the information value of the progress information and the corresponding settlement information to obtain the settlement information value.

[0021] Preferably, the process of constructing the settlement model includes:

[0022] Acquire the extracted settlement information structure and the settlement information value;

[0023] The settlement model is trained, verified and output using the historical settlement information; wherein the training process is to train the settlement model to execute S2 to S4, and the verification process is to determine whether the settlement information pushed by the settlement model meets a preset push accuracy threshold, and output it when the push accuracy threshold is met.

[0024] Preferably, the first recombinant process comprises:

[0025] C1: Acquire and compare the real-time progress information and the corresponding time series with the historical settlement information for similarity, and output the settlement information structure corresponding to the historical settlement information with the greatest similarity;

[0026] C2: Use the time series and settlement information structure obtained by C1 to retrieve the corresponding settlement information;

[0027] C3: Reorganize the settlement information obtained by C2 based on the time series and settlement information structure obtained by C1.

[0028] Preferably, the process of verifying the integrity of the information includes:

[0029] Based on the settlement information structure, the number of corresponding information categories is obtained, the completeness ratio of information sub-items under the information category is calculated, the weight coefficient corresponding to the information category is obtained, and the corrected completeness ratio of the information category is calculated based on the completeness ratio corresponding to the weight coefficient; based on the settlement information structure, all corresponding corrected completeness ratios are obtained, and the corresponding information completeness is calculated;

[0030] The calculated information completeness is compared with the completeness threshold. When the information completeness does not meet the completeness threshold, the corrected completeness ratio of the information completeness that does not meet the preset independent completeness threshold is located, and the corresponding information completion instruction is generated based on the result of the location.

[0031] Preferably, the second recombination process comprises:

[0032] D1: Obtain and compare the real-time progress information and the corresponding time series with the historical settlement information for similarity, and output the settlement information value corresponding to the historical settlement information with the greatest similarity;

[0033] D2: Use the time series and settlement information value obtained in D1 to filter the corresponding settlement information, and retain the calculation information that meets the preset screening threshold;

[0034] D3: Reorganize the settlement information retained by D2 based on the time series obtained by D1.

[0035] Preferably, the process of verifying the validity of the information includes:

[0036] Based on the settlement information value, the corresponding value dimension is obtained, the effectiveness ratio of the value sub-items under the value dimension is calculated, the weight coefficient corresponding to the value dimension is obtained, and the modified effectiveness ratio of the value dimension is calculated based on the weight coefficient and the effectiveness ratio; based on the information completeness, the adjustment factor of the value dimension is obtained, and the comprehensive effectiveness ratio of the value dimension is calculated based on the adjustment factor and the modified effectiveness ratio; based on the settlement information value, all the corresponding comprehensive effectiveness ratios are obtained, and the corresponding information effectiveness is calculated;

[0037] The calculated information validity is compared with the validity threshold. When the information validity does not meet the validity threshold, the comprehensive validity ratio of the information validity that does not meet the preset independent validity threshold is located, and the corresponding information optimization instruction is generated based on the result of the location.

[0038] Preferably, the push process includes:

[0039] Natural language processing technology is used to modify the result of the second reorganization based on the real-time progress information and the corresponding time series, and the result of the language modification is pushed.

[0040] In a second aspect, the present application discloses a settlement information push device based on a settlement model, the device is applicable to the settlement information push method based on the settlement model as described above, and the device includes:

[0041] A model building module, wherein the model building module is configured to: extract a settlement information structure and a settlement information value based on historical settlement information, and build a settlement model based on the settlement information structure and the settlement information value; wherein the historical settlement information is a collection of information used in settlement, the settlement information structure is used to characterize the composition of the settlement information necessary for settlement, the settlement information value is used to characterize the content of the settlement information necessary for settlement, and the settlement model is used to reorganize and push the settlement information based on the settlement information structure and the settlement information value;

[0042] A first reorganization module, wherein the first reorganization module is configured to: obtain progress information and a corresponding time series, wherein the settlement model performs a first reorganization in combination with the time series and the settlement information structure and verifies the information integrity; wherein the progress information is used to characterize the staged settlement of the project, the first reorganization is used to perform a first screening and reorganization of the settlement information based on the settlement information structure, and the information integrity is used to characterize the information integrity of the first screened and reorganized settlement information when performing settlement;

[0043] A second reorganization module, wherein the second reorganization module is configured as follows: the settlement model generates a corresponding information completion instruction based on the information completeness, and when the information completeness meets a preset completeness threshold, a second reorganization is performed and the information validity is verified; wherein the information completion instruction is used to complete the settlement information, the second reorganization is used to perform a second screening and reorganization of the settlement information based on the value of the settlement information, and the information validity is used to characterize the validity of the information when the settlement information screened and reorganized for the second time is settled;

[0044] A push module, wherein the push module is configured as follows: the settlement model generates corresponding information optimization instructions based on the information validity, and pushes the information when the information validity meets a preset validity threshold; wherein the information optimization instructions are used to optimize the settlement information.

[0045] Beneficial effects: The settlement information push method and device based on the settlement model of the present application use historical settlement information to build a settlement model, and through in-depth analysis and integration of the settlement information structure and settlement information value, realize the intelligentization and standardization of the settlement information processing process. The settlement model can perform the first reorganization based on the progress information and the corresponding time series and accurately verify the completeness of the information, avoiding the omissions and delays that are prone to occur in traditional manual processing, greatly improving the efficiency and accuracy of information screening and reorganization, and based on the dual considerations of information completeness and information validity, the settlement model orderly completes information, reorganizes twice, verifies validity, and optimizes information to ensure that the pushed settlement information is both complete and valid, effectively solving the problems of lengthy settlement cycles and frequent disputes caused by missing and invalid information in traditional settlements, and providing efficient and reliable information guarantee for engineering settlement work. BRIEF DESCRIPTION OF THE DRAWINGS

[0046] 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, the drawings described below are only some embodiments of the present application. For those skilled in the art, other drawings can be obtained based on these drawings without paying any creative work.

[0047] Figure 1 A flowchart of a settlement information push method based on a settlement model provided in an embodiment of the present application;

[0048] Figure 2 A structural block diagram of a settlement information push device based on a settlement model provided in an embodiment of the present application. DETAILED DESCRIPTION

[0049] The technical solutions in the embodiments of the present application are described clearly and completely below. Obviously, the described embodiments are only part of the embodiments of the present application, not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present application.

[0050] In this article, the term "comprising" is intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements includes not only those elements, but also includes other elements not explicitly listed, or also includes elements inherent to such process, method, article or device. In the absence of more restrictions, the elements defined by the sentence "comprising..." do not exclude the presence of other identical elements in the process, method, article or device including the elements.

[0051] The first aspect of this embodiment discloses Figure 1 A settlement information push method based on a settlement model is shown, the method comprising:

[0052] S1: Extract settlement information structure and settlement information value based on historical settlement information, and build a settlement model based on the settlement information structure and settlement information value; wherein, the historical settlement information is a collection of information used in settlement, the settlement information structure is used to represent the composition of the settlement information required for settlement, the settlement information value is used to represent the content of the settlement information required for settlement, and the settlement model is used to reorganize and push the settlement information based on the settlement information structure and settlement information value;

[0053] S2: Obtain progress information and the corresponding time series, and the settlement model combines the time series and the settlement information structure to perform a first reorganization and verify the information integrity; wherein the progress information is used to characterize the staged settlement of the project, the first reorganization is used to perform a first screening and reorganization of the settlement information based on the settlement information structure, and the information integrity is used to characterize the information integrity of the first screened and reorganized settlement information during settlement;

[0054] S3: The settlement model generates corresponding information completion instructions based on the information completeness, and executes the second reorganization and verifies the information validity when the information completeness meets the preset completeness threshold; wherein the information completion instruction is used to complete the settlement information, the second reorganization is used to perform a second screening and reorganization of the settlement information based on the settlement information value, and the information validity is used to characterize the validity of the information when the settlement information is settled after the second screening and reorganization;

[0055] S4: The settlement model generates corresponding information optimization instructions based on the information validity, and pushes them when the information validity meets the preset validity threshold; wherein the information optimization instructions are used to optimize the settlement information.

[0056] In a specific example, the collection method of settlement information of this embodiment may be, but is not limited to, data used for settlement generated by the process of system management, organizational structure, project information, customer management, production management, contract management, progress management, quality management, safety management, measurement management, labor management, material management, financial management, and cost management based on information software. As a preferred method of this embodiment, this embodiment uses existing blockchain technology to manage settlement information, thereby ensuring the security of settlement information push.

[0057] Based on the above, this embodiment uses historical settlement information to build a settlement model, and through in-depth analysis and integration of the settlement information structure and settlement information value, it realizes the intelligence and standardization of the settlement information processing process. The settlement model can perform the first reorganization based on the progress information and the corresponding time series and accurately verify the completeness of the information, avoiding the omissions and delays that are prone to occur in traditional manual processing, greatly improving the efficiency and accuracy of information screening and reorganization, and based on the dual considerations of information completeness and information validity, the settlement model orderly completes information, reorganizes twice, verifies validity, and optimizes information to ensure that the pushed settlement information is both complete and valid, effectively solving the problems of lengthy settlement cycles and frequent disputes caused by missing and invalid information in traditional settlements, and providing efficient and reliable information guarantee for engineering settlement work.

[0058] Specifically, the process of extracting the settlement information structure includes:

[0059] A1: Based on different historical progress information and corresponding time series, obtain the corresponding historical settlement information;

[0060] A2: Use feature extraction technology to extract corresponding features from the historical settlement information obtained by A1. The extracted features include at least information source, information time series, information category and information content.

[0061] A3: Fix the progress information and the corresponding information source, information realization sequence and information content to obtain the settlement information structure.

[0062] Based on the above, this embodiment obtains historical settlement information based on different historical progress information and time series, and extracts corresponding features based on existing feature extraction technology, thereby realizing the precise construction of the settlement information structure, and providing a clear framework for subsequent information screening and reorganization, so that the settlement information can be organized in an orderly manner according to the structure, thereby improving processing efficiency and accuracy.

[0063] Specifically, the process of extracting the settlement information value includes:

[0064] B1: Based on different historical progress information and corresponding time series, obtain corresponding historical settlement information;

[0065] B2: Use a preset information value evaluation algorithm to perform a corresponding value evaluation on the historical settlement information obtained in B1 to obtain the corresponding information value; wherein the information value evaluation algorithm is used to evaluate the importance of the settlement information to the settlement, and the information value is used to represent the importance of the settlement information to the settlement;

[0066] B3: Fix the information value of the progress information and the corresponding settlement information to obtain the settlement information value.

[0067] It should be noted that the information value evaluation algorithm of this embodiment can be any existing algorithm that can analyze the value of information, such as a principal component analysis method, so as to obtain the value of different settlement information in a settlement link.

[0068] Based on the above, this embodiment uses a preset information value evaluation algorithm to evaluate historical settlement information, realizes the quantitative definition of the value of settlement information, can clarify the importance of each information in settlement, is conducive to screening out key information, and improves the quality of settlement information and the targeted nature of settlement work.

[0069] Specifically, the construction process of the settlement model includes:

[0070] Get the extracted settlement information structure and settlement information value;

[0071] The settlement model is trained, verified and output using historical settlement information; wherein the training process is to train the settlement model to execute S2 to S4, and the verification process is to determine whether the settlement information pushed by the settlement model meets the preset push accuracy threshold, and output it when the push accuracy threshold is met.

[0072] It should be noted that this embodiment uses existing model building technology to realize the construction of the settlement model, for example, such as a deep learning model, and the push accuracy threshold of this embodiment is an empirical value of the accuracy of model acceptance known to those skilled in the art.

[0073] Based on the above, this embodiment uses historical settlement information to train and verify the settlement model, realizes efficient construction and performance optimization of the model, ensures that it can accurately push settlement information that meets the requirements when executing the information processing process, and improves the reliability and stability of the overall settlement work.

[0074] Specifically, the first reorganization process includes:

[0075] C1: Obtain and compare the real-time progress information and the corresponding time series with the historical settlement information for similarity, and output the settlement information structure corresponding to the historical settlement information with the greatest similarity;

[0076] C2: Use the time series and settlement information structure obtained by C1 to retrieve the corresponding settlement information;

[0077] C3: Reorganize the settlement information obtained by C2 based on the time series and settlement information structure obtained by C1.

[0078] It should be noted that the similarity comparison in this embodiment is to compare the real-time progress information with the historical progress information in the historical settlement information, and the corresponding similarity calculation method is any existing similarity calculation method, which is not limited in this text.

[0079] Based on the above, this embodiment utilizes the similarity comparison between real-time progress information and historical settlement information to achieve rapid adaptation of the settlement information structure and information retrieval and reorganization during the first reorganization, and can flexibly adjust the settlement information combination according to the actual situation of the project to ensure the timeliness and relevance of the information.

[0080] Specifically, the process of verifying the integrity of information includes:

[0081] Based on the settlement information structure, the number of corresponding information categories is obtained, the completeness ratio of the information sub-items under the information category is calculated, the weight coefficient corresponding to the information category is obtained, and the corrected completeness ratio of the information category is calculated based on the completeness ratio corresponding to the weight coefficient; based on the settlement information structure, all corresponding corrected completeness ratios are obtained, and the corresponding information completeness is calculated;

[0082] The calculated information completeness is compared with the completeness threshold. When the information completeness does not meet the completeness threshold, the corrected completeness ratio of the information completeness that does not meet the preset independent completeness threshold is located, and a corresponding information completion instruction is generated based on the positioning result.

[0083] It should be noted that the independent completeness threshold of this embodiment is based on the completeness requirements corresponding to different information categories obtained through empirical fitting known to those skilled in the art. Furthermore, the information completion instructions of this embodiment may be, but are not limited to, a text-based list of completions for missing settlement information.

[0084] As a preferred implementation of this embodiment, this embodiment uses an information completeness formula to calculate the information completeness, wherein the information completeness formula is specifically:

[0085]

[0086] Where j is the number of information categories, i is the number of the corresponding information category, n i Total information sub-items of information category numbered i, m i is the information sub-item of information category numbered i after the first reorganization, α i is the weight coefficient of the information category numbered i, ∑ is the summation symbol, and C is the information completeness; in the calculation, is the completeness ratio of the information sub-items under the information category numbered i, is the corrected completeness ratio of information category numbered i, and

[0087] Based on the above, this embodiment uses the settlement information structure and weight coefficient to calculate the information completeness, thereby realizing the quantitative evaluation and precise positioning and completion of the settlement information completeness, and can timely discover and solve the problem of missing information, avoiding settlement obstacles and errors caused by incomplete information.

[0088] Specifically, the second reorganization process includes:

[0089] D1: Obtain and compare the real-time progress information and the corresponding time series with the historical settlement information for similarity, and output the settlement information value corresponding to the historical settlement information with the greatest similarity;

[0090] D2: Use the time series and settlement information value obtained in D1 to filter the corresponding settlement information, and retain the calculation information that meets the preset screening threshold;

[0091] D3: Reorganize the settlement information retained by D2 based on the time series obtained by D1.

[0092] It should be noted that the similarity comparison in this embodiment is the same as the similarity comparison in the first reorganization described above, and therefore, this document will not elaborate on it here.

[0093] Based on the above, this embodiment uses the similarity comparison between real-time progress information and historical settlement information to obtain the settlement information value for screening and reorganization, thereby achieving efficient information screening based on the value dimension during the second reorganization, highlighting key information, and improving the effectiveness and pertinence of settlement information.

[0094] Specifically, the process of verifying the validity of information includes:

[0095] Based on the settlement information value, the corresponding value dimension is obtained, the effectiveness ratio of the value sub-items under the value dimension is calculated, the weight coefficient corresponding to the value dimension is obtained, and the modified effectiveness ratio of the value dimension is calculated based on the weight coefficient and the effectiveness ratio; based on the information completeness, the adjustment factor of the value dimension is obtained, and the comprehensive effectiveness ratio of the value dimension is calculated based on the adjustment factor and the modified effectiveness ratio; based on the settlement information value, all the comprehensive effectiveness ratios corresponding to the acquisition are calculated to obtain the corresponding information effectiveness;

[0096] The calculated information validity is compared with the validity threshold. When the information validity does not meet the validity threshold, the comprehensive validity ratio of the information validity that does not meet the preset independent validity threshold is located, and the corresponding information optimization instruction is generated based on the positioning result.

[0097] It should be noted that the independent validity threshold of this embodiment is based on the effectiveness requirements corresponding to different value dimensions obtained through empirical fitting known to those skilled in the art. Furthermore, the information optimization instructions of this embodiment may be, but are not limited to, a text-based list of supplements to high-value settlement information.

[0098] As a preferred implementation of this embodiment, this embodiment uses an information validity formula to calculate information validity, wherein the information validity formula is specifically:

[0099]

[0100] Where q is the number of value dimensions, p is the number of the corresponding value dimension, and t p The total information sub-item of the value dimension numbered p, s p is the information sub-item of the value dimension numbered p after the second reorganization, β p is the weight coefficient of the value dimension numbered p, and ∑ is the summation symbol, C p is the information completeness of the value dimension numbered p, γ p The adjustment parameter obtained by fitting the information completeness of the value dimension numbered p, E is the information effectiveness; when calculating, is the effectiveness ratio of the information sub-item under the value dimension numbered p, is the modified effectiveness ratio of the value dimension numbered p, 1+γ p *C p is the adjustment factor, For the effectiveness of comprehensive information.

[0101] Based on the above, this embodiment uses the settlement information value and information completeness to calculate the information validity, thereby achieving a comprehensive consideration and comprehensive evaluation of the validity of the settlement information, ensuring that the pushed settlement information can effectively support the settlement work and reduce the risks and disputes caused by invalid information.

[0102] Specifically, the push process includes:

[0103] Natural language processing technology is used to modify the result of the second reorganization based on the real-time progress information and the corresponding time series, and the result of the language modification is pushed.

[0104] Based on the above, this embodiment uses existing natural language processing technology to modify and push the reorganization results, thereby achieving readability of the settlement information, facilitating relevant personnel to quickly understand the core content, and promoting information exchange and collaboration in settlement work.

[0105] The first aspect of this embodiment discloses Figure 2 A settlement information push device based on a settlement model is shown, and the device is applicable to the settlement information push method based on a settlement model as described above, and the device includes:

[0106] A model building module, wherein the model building module is configured to: extract the settlement information structure and the settlement information value based on the historical settlement information, and build a settlement model based on the settlement information structure and the settlement information value; wherein the historical settlement information is a collection of information used in settlement, the settlement information structure is used to characterize the composition of the settlement information necessary for settlement, the settlement information value is used to characterize the content of the settlement information necessary for settlement, and the settlement model is used to reorganize and push the settlement information based on the settlement information structure and the settlement information value;

[0107] A first reorganization module, the first reorganization module is configured to: obtain progress information and a corresponding time series, and the settlement model combines the time series and the settlement information structure to perform a first reorganization and verify the information integrity; wherein the progress information is used to characterize the staged settlement of the project, the first reorganization is used to perform a first screening and reorganization of the settlement information based on the settlement information structure, and the information integrity is used to characterize the information integrity of the first screened and reorganized settlement information when the settlement is performed;

[0108] The second reorganization module is configured as follows: the settlement model generates corresponding information completion instructions based on information completeness, and when the information completeness meets the preset completeness threshold, the second reorganization is executed and the information validity is verified; wherein the information completion instruction is used to complete the settlement information, the second reorganization is used to perform a second screening and reorganization of the settlement information based on the settlement information value, and the information validity is used to characterize the validity of the information when the settlement information screened and reorganized for the second time is settled;

[0109] The push module is configured as follows: the settlement model generates corresponding information optimization instructions based on the information validity, and pushes the information when the information validity meets the preset validity threshold; wherein the information optimization instructions are used to optimize the settlement information.

[0110] It should be noted that the settlement information push device based on the settlement model of this embodiment corresponds to the settlement information push method based on the settlement model mentioned above. Therefore, the contents not specifically described in the settlement information push device based on the settlement model of this embodiment may include but are not limited to the function definition, working principle and technical effect, etc., and may refer to the records of the settlement information push method based on the settlement model mentioned above, and this text will not elaborate on them here.

[0111] In summary, the settlement information push method and device based on the settlement model of this embodiment uses historical settlement information to build a settlement model, and through in-depth analysis and integration of the settlement information structure and settlement information value, it realizes the intelligentization and standardization of the settlement information processing process. The settlement model can perform the first reorganization based on the progress information and the corresponding time series and accurately verify the completeness of the information, avoiding the omissions and delays that are prone to occur in traditional manual processing, greatly improving the efficiency and accuracy of information screening and reorganization, and based on the dual considerations of information completeness and information validity, the settlement model orderly completes the information, reorganizes the information twice, verifies the validity, and optimizes the information to ensure that the pushed settlement information is both complete and valid, effectively solving the problems of lengthy settlement cycles and frequent disputes caused by missing and invalid information in traditional settlements, and providing efficient and reliable information guarantee for engineering settlement work.

[0112] In the embodiments provided in the present application, it should be understood that the embodiments described herein can be implemented in hardware, software, firmware, middleware, code or any appropriate combination thereof. For hardware implementation, the processor can be implemented in one or more of the following units: application specific integrated circuit (ASIC), digital signal processor (DSP), digital signal processing device (DSPD), programmable logic device (PLD), field programmable gate array (FPGA), processor, controller, microcontroller, microprocessor, other electronic units designed to implement the functions described herein or their combination. For software implementation, part or all of the flow of the embodiment can be completed by instructing the relevant hardware through a computer program. When implemented, the above program can be stored in a computer-readable storage medium or transmitted as one or more instructions or codes on a computer-readable storage medium. Computer-readable storage media include computer storage media and communication media, wherein the communication medium includes any medium that is convenient for transmitting a computer program from one place to another. The storage medium can be any available medium that a computer can access. The computer-readable storage medium can include but is not limited to RAM, ROM, EEPROM, CD-ROM or other optical disk storage, disk storage medium or other magnetic storage device, or any other medium that can be used to carry or store the desired program code in the form of an instruction or data structure and can be accessed by a computer.

[0113] Finally, it should be noted that the above is only a preferred embodiment of the present application and is not intended to limit the present application. Although the present application has been described in detail with reference to the aforementioned embodiments, it is still possible for those skilled in the art to modify the technical solutions described in the aforementioned embodiments or to make equivalent substitutions for some of the technical features therein. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of the present application shall be included in the protection scope of the present application.

Claims

1. A settlement information push method based on a settlement model, characterized in that: The method includes: S1: Extracting the settlement information structure and the settlement information value based on the historical settlement information, and constructing a settlement model based on the settlement information structure and the settlement information value; wherein the historical settlement information is a collection of information used in settlement, the settlement information structure is used to characterize the composition of the settlement information necessary for settlement, the settlement information value is used to characterize the content of the settlement information necessary for settlement, and the settlement model is used to reorganize and push the settlement information based on the settlement information structure and the settlement information value; S2: Acquire progress information and the corresponding time series, and the settlement model combines the time series and the settlement information structure to perform a first reorganization and verify the information integrity; wherein the progress information is used to characterize the staged settlement of the project, the first reorganization is used to perform a first screening and reorganization of the settlement information based on the settlement information structure, and the information integrity is used to characterize the information integrity of the first screened and reorganized settlement information when performing settlement; S3: The settlement model generates a corresponding information completion instruction based on the information completeness, and executes a second reorganization and verifies the information validity when the information completeness meets a preset completeness threshold; wherein the information completion instruction is used to complete the settlement information, the second reorganization is used to perform a second screening and reorganization of the settlement information based on the value of the settlement information, and the information validity is used to characterize the validity of the information when the settlement information is screened and reorganized for the second time; S4: The settlement model generates corresponding information optimization instructions based on the information validity, and pushes the information when the information validity meets a preset validity threshold; wherein the information optimization instructions are used to optimize the settlement information.

2. The settlement information push method based on the settlement model according to claim 1, characterized in that: The process of extracting the settlement information structure includes: A1: Based on different historical progress information and corresponding time series, obtain the corresponding historical settlement information; A2: Use feature extraction technology to extract corresponding features from the historical settlement information obtained by A1. The extracted features include at least information source, information time series, information category and information content. A3: Fix the progress information and the corresponding information source, the information implementation sequence and the information content to obtain a settlement information structure.

3. The settlement information push method based on the settlement model according to claim 1, characterized in that: The process of extracting the settlement information value includes: B1: Based on different historical progress information and corresponding time series, obtain the corresponding historical settlement information; B2: Use a preset information value evaluation algorithm to perform a corresponding value evaluation on the historical settlement information obtained in B1 to obtain a corresponding information value; wherein the information value evaluation algorithm is used to evaluate the importance of the settlement information to the settlement, and the information value is used to characterize the importance of the settlement information to the settlement; B3: Fix the information value of the progress information and the corresponding settlement information to obtain the settlement information value.

4. The settlement information push method based on the settlement model according to claim 1, characterized in that: The construction process of the settlement model includes: Obtaining the extracted settlement information structure and the settlement information value; The settlement model is trained, verified and output using the historical settlement information; wherein the training process is to train the settlement model to execute S2 to S4, and the verification process is to determine whether the settlement information pushed by the settlement model meets a preset push accuracy threshold, and output it when the push accuracy threshold is met.

5. The settlement information push method based on the settlement model according to claim 1, characterized in that: The first reorganization process includes: C1: Acquire and compare the real-time progress information and the corresponding time series with the historical settlement information for similarity, and output the settlement information structure corresponding to the historical settlement information with the greatest similarity; C2: Use the time series and settlement information structure obtained by C1 to retrieve the corresponding settlement information; C3: Reorganize the settlement information obtained by C2 based on the time series and settlement information structure obtained by C1.

6. The settlement information push method based on the settlement model according to claim 1, characterized in that: The process of verifying the integrity of the information includes: Based on the settlement information structure, the number of corresponding information categories is obtained, the completeness ratio of information sub-items under the information category is calculated, the weight coefficient corresponding to the information category is obtained, and the corrected completeness ratio of the information category is calculated based on the completeness ratio corresponding to the weight coefficient; based on the settlement information structure, all corresponding corrected completeness ratios are obtained, and the corresponding information completeness is calculated; The calculated information completeness is compared with the completeness threshold. When the information completeness does not meet the completeness threshold, the corrected completeness ratio of the information completeness that does not meet the preset independent completeness threshold is located, and the corresponding information completion instruction is generated based on the result of the location.

7. The settlement information push method based on the settlement model according to claim 1, characterized in that: The second reorganization process includes: D1: Obtain and compare the real-time progress information and the corresponding time series with the historical settlement information for similarity, and output the settlement information value corresponding to the historical settlement information with the greatest similarity; D2: Use the time series and settlement information value obtained in D1 to filter the corresponding settlement information, and retain the calculation information that meets the preset screening threshold; D3: Reorganize the settlement information retained by D2 based on the time series obtained by D1.

8. The settlement information push method based on the settlement model according to claim 1, characterized in that: The process of verifying the validity of the information includes: Based on the settlement information value, the corresponding value dimension is obtained, the effectiveness ratio of the value sub-items under the value dimension is calculated, the weight coefficient corresponding to the value dimension is obtained, and the modified effectiveness ratio of the value dimension is calculated based on the weight coefficient and the effectiveness ratio; based on the information completeness, the adjustment factor of the value dimension is obtained, and the comprehensive effectiveness ratio of the value dimension is calculated based on the adjustment factor and the modified effectiveness ratio; based on the settlement information value, all the corresponding comprehensive effectiveness ratios are obtained, and the corresponding information effectiveness is calculated; The calculated information validity is compared with the validity threshold. When the information validity does not meet the validity threshold, the comprehensive validity ratio of the information validity that does not meet the preset independent validity threshold is located, and the corresponding information optimization instruction is generated based on the result of the location.

9. The settlement information push method based on the settlement model according to claim 1, characterized in that: The push process includes: Natural language processing technology is used to modify the result of the second reorganization based on the real-time progress information and the corresponding time series, and the result of the language modification is pushed.

10. A settlement information push device based on a settlement model, the device being applicable to the settlement information push method based on a settlement model as claimed in any one of claims 1 to 9, characterized in that: The device includes: A model building module, wherein the model building module is configured to: extract a settlement information structure and a settlement information value based on historical settlement information, and build a settlement model based on the settlement information structure and the settlement information value; wherein the historical settlement information is a collection of information used in settlement, the settlement information structure is used to characterize the composition of the settlement information necessary for settlement, the settlement information value is used to characterize the content of the settlement information necessary for settlement, and the settlement model is used to reorganize and push the settlement information based on the settlement information structure and the settlement information value; A first reorganization module, wherein the first reorganization module is configured to: obtain progress information and a corresponding time series, wherein the settlement model performs a first reorganization in combination with the time series and the settlement information structure and verifies the information integrity; wherein the progress information is used to characterize the staged settlement of the project, the first reorganization is used to perform a first screening and reorganization of the settlement information based on the settlement information structure, and the information integrity is used to characterize the information integrity of the first screened and reorganized settlement information when performing settlement; A second reorganization module, wherein the second reorganization module is configured as follows: the settlement model generates a corresponding information completion instruction based on the information completeness, and when the information completeness meets a preset completeness threshold, a second reorganization is performed and the information validity is verified; wherein the information completion instruction is used to complete the settlement information, the second reorganization is used to perform a second screening and reorganization of the settlement information based on the value of the settlement information, and the information validity is used to characterize the validity of the information when the settlement information screened and reorganized for the second time is settled; A push module, wherein the push module is configured as follows: the settlement model generates corresponding information optimization instructions based on the information validity, and pushes the information when the information validity meets a preset validity threshold; wherein the information optimization instructions are used to optimize the settlement information.

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