CN114511303A - Investigation result examination system, method and equipment - Google Patents
Investigation result examination system, method and equipment Download PDFInfo
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Abstract
The invention discloses a survey result examining system, a method and equipment, relating to the field of digital examination, comprising the following steps: the system comprises a construction unit subsystem, a file transfer subsystem, a survey unit subsystem, an image examination mechanism subsystem and a supervisor unit subsystem. The invention constructs the four directions of the Unicom construction unit, the investigation unit, the examination graph mechanism and the administrative unit, and has the investigation result examination system for the comprehensive file management, on one hand, the whole-process investigation project management from entrustment to result reporting is realized, on the other hand, the whole-process recording and the random supervision of the investigation project are realized, and the accuracy and the traceability of the investigation result examination are ensured.
Description
Technical Field
The invention relates to the field of digital examination, in particular to a survey result examination system, a method and equipment.
Background
The exploration is an indispensable key step in the engineering construction process and is also the most important link in the engineering construction. The accuracy and intuition of the exploration result directly relate to the smooth realization of important targets of safety, quality, progress and cost of engineering construction.
Currently, the inspection work of the survey results has the following main problems:
1) the investigation of the survey results is basically offline review, offline review and offline modification, the process is time-consuming and labor-consuming, and the timeliness is low;
2) the subjectivity and the supervision of the examination process are high, errors and missed examination phenomena are inevitable, and whether the phenomenon of committing illegalities for personal gains occurs in the examination process cannot be guaranteed.
Disclosure of Invention
Aiming at the defects in the prior art, the system, the method and the equipment for inspecting the exploration results solve the problems of low timeliness, large subjectivity and insufficient accuracy of the traditional offline exploration result inspection.
In order to achieve the purpose of the invention, the invention adopts the technical scheme that:
in a first aspect, a survey outcome review system, comprises: the system comprises a construction unit subsystem, a file transfer subsystem, a survey unit subsystem, an image examination mechanism subsystem and a supervisor unit subsystem;
the construction unit subsystem is in communication connection with the rotor system in the file, and is used for creating a survey commission according to the interaction of workers of the construction unit, presenting the survey commission to the rotor system in the file, and acquiring an examination result from the rotor system in the file;
the rotor system in the file is respectively in communication connection with the main unit subsystem, the investigation unit subsystem and the image examination mechanism subsystem, and is used for constructing file interaction of the main unit subsystem, the investigation unit subsystem and the image examination mechanism subsystem and generating log records;
the system comprises a file transfer subsystem, an investigation unit subsystem, a file transfer subsystem and a rotor subsystem, wherein the investigation unit subsystem is used for acquiring an investigation commission according to the interaction of the file transfer subsystem, dispatching an investigation task through the interaction with the staff of the investigation unit, storing an investigation result, and submitting the investigation result and the investigation report audit commission to the file transfer subsystem;
the image examination mechanism subsystem is used for acquiring examination entrustment and an examination result of an examination report according to the interaction of the file transfer subsystem, allocating an image examination task through the interaction with a worker of the image examination mechanism, storing an image examination result and presenting the image examination result to the file transfer subsystem.
And the supervisor unit subsystem is used for inquiring the investigation project condition by traversing the log record of the file transfer subsystem according to the interaction of the staff of the supervisor unit.
The invention has the beneficial effects that: the system has the advantages that the system is communicated with construction units, survey units, examination graph mechanisms and administrative units, and is provided with a survey result auditing system for file comprehensive management, on one hand, the system realizes the whole-process survey project management from delegation to result reporting, on the other hand, the whole-process record and the random supervision of the survey project are realized, and the accuracy and the traceability of survey result auditing are guaranteed.
Further, the reconnaissance unit subsystem comprises: the system comprises an investigation task management unit, an investigation report examination delegation generation unit and an investigation result storage unit;
the survey task management unit is respectively in communication connection with the file transfer subsystem, the survey report examination delegation generation unit and the survey result storage unit, and is used for acquiring a survey delegation according to the interaction of the rotor system in the file and dispatching a survey task through the interaction with the staff of a survey unit;
the reconnaissance report examination delegation generating unit is also in communication connection with the file transfer subsystem and is used for generating a reconnaissance report examination delegation according to the interaction of the staff of a reconnaissance unit and submitting the reconnaissance report examination delegation to the file transfer subsystem;
the reconnaissance result storage unit is also in communication connection with the file transfer subsystem and is used for storing the reconnaissance results according to the interaction of the staff of the reconnaissance unit and presenting the reconnaissance results to the file transfer subsystem.
The beneficial effects of the above further scheme are: the design of the functional units of the subsystem of the survey unit realizes the assignment, supervision and storage of survey tasks and has the function of generating a survey report examination commission, so that the workers of the survey unit can conveniently initiate the examination commission to the examination organization.
Further, the reconnaissance unit subsystem comprises: the automatic survey result pre-examining unit, the examination task management unit and the examination result storage unit are arranged on the survey result storage unit;
the automatic survey result primary inspection unit is respectively in communication connection with the file transfer subsystem and the examination and drawing task management unit and is used for receiving the survey results sent by the rotor system in the files and performing automatic primary inspection on the survey results;
the image examination task management unit is also in communication connection with the file transfer subsystem and the image examination result storage unit respectively, and is used for acquiring an investigation report examination commission according to the interaction of the rotor system in the file, sending the initially examined investigation result to image examination mechanism workers and allocating an image examination task;
the image examination result storage unit is also in communication connection with the file transfer subsystem and is used for storing image examination results according to interaction of staff of an image examination mechanism and presenting the image examination results to the file transfer subsystem.
The beneficial effects of the above further scheme are: in order to reduce the burden of workers of the examination organization and guarantee the examination efficiency, the examination and drawing task management unit for receiving examination and consignment of the examination report and assigning the examination and drawing tasks is arranged, and the automatic primary examination unit for the examination results is also arranged to carry out unmanned fair primary examination on the examination results.
In a second aspect, a survey result review method includes the steps of:
s1, checking whether the files of the survey result are complete, if so, jumping to the step S2, and if not, jumping to the step S4;
s2, identifying whether the naming and format of each file of the survey result are standard, if so, jumping to the step S3, and if not, jumping to the step S4;
s3, classifying the survey result drawing files through the survey drawing classification detection model to obtain a classification result so as to finish primary examination;
and S4, generating and presenting the condition specification which is not up to the initial examination to the rotor system in the file.
The beneficial effects are as follows: the design of the automatic preliminary examination method of the exploration results not only realizes the unattended form examination of each file of the exploration results, but also ensures the complete and complete files and the standardization of naming and format; the survey drawings are classified, so that the survey drawings are assigned to corresponding professional technicians in the subsequent manual examination link to carry out high-quality strict examination.
Further, the survey drawing classification detection model comprises: the device comprises a feature extraction layer, a confidence coefficient operation layer and an output layer;
the input end of the characteristic extraction layer is used as the input end of the classification detection model of the investigation drawing, the output end of the characteristic extraction layer is in communication connection with the input end of the confidence coefficient operation layer and is used for extracting the characteristics of the investigation drawing to obtain a characteristic matrix of the investigation drawing;
the output end of the confidence coefficient operation layer is in communication connection with the input end of the output layer and is used for calculating the confidence coefficient of the characteristic matrix of the survey drawing;
and the output end of the output layer is used as the output end of the classification detection model of the investigation drawing and is used for carrying out threshold judgment on the confidence coefficient to obtain the class detection result of the investigation drawing.
The beneficial effects of the above further scheme are: the classification detection model of the investigation drawing takes the confidence as an index, obtains a class detection Boolean type result of the investigation drawing through threshold judgment, and extracts effective information of the investigation drawing through the feature extraction layer, thereby effectively reducing the calculation amount of confidence solution.
Further, the feature extraction layer of the classification detection model of the exploration drawing carries out feature extraction, and the method comprises the following steps:
a1, storing the data of the survey drawing into a matrix
；
A2, mixing the matrix
Subtracting the mean value of the row vectors of the lines in which the elements are positioned from each other to obtain a matrix
；
A3, according to matrix
Solving the first parameter matrix by
：
Wherein, the first and the second end of the pipe are connected with each other,
is a matrix
The number of columns of (a) is,
performing matrix transposition operation;
a4, calculating to obtain a first parameter matrix
All the characteristic values and the characteristic vector corresponding to each characteristic value;
a5, matching the first parameter matrix
The eigenvectors are arranged in rows from top to bottom according to the sizes of the corresponding eigenvalues, before taking
Constructing a second parameter matrix by using the line feature vectors
Wherein
Is a positive integer;
a6, obtaining a survey drawing feature matrix through calculation according to the following formula:
wherein the content of the first and second substances,
is a characteristic matrix of the survey drawing.
The beneficial effects of the above further scheme are: the scheme is based on the matrix theory, and a second parameter matrix serving as a compression factor is constructed according to the mathematical principle that each eigenvector of the matrix is linearly independent
Performing dimensionality reduction compression on the reconnaissance drawing data, and extracting to obtain
Line of
The characteristic matrix of the column exploration drawing reserves important information data by using a matrix dimension which is smaller than the original image data.
Further, the confidence calculation layer for calculating the confidence of the feature matrix of the survey drawing comprises the following steps:
b1, 2 nd to 2 nd of feature matrix of survey drawing
After row elements are spliced in sequence on the first row element, the row elements are converted into dimensions of
Surveying drawing feature vectors;
b2, calculating the confidence coefficient of the feature matrix of the survey drawing by the following formula:
wherein the content of the first and second substances,
in the form of an inverse cosine function,
in order to investigate the confidence level of the drawing feature matrix,
for investigating feature vectors of drawings
The number of the elements is one,
reference vector for survey drawing category
And (4) each element.
The output layer transfer function of the survey drawing classification detection model is as follows:
wherein the content of the first and second substances,
for the output layer transfer function of the survey drawing classification detection model,
is a confidence threshold.
The beneficial effects of the above further scheme are: the similarity between the survey drawing to be analyzed and the standard category survey drawing is quantized by the design of the confidence coefficient calculation method, the similarity between the survey drawing to be analyzed and the standard category survey drawing is higher when the confidence coefficient value is higher, and the standard of category judgment can be adjusted by adjusting the confidence coefficient threshold value so as to finish the category judgment of the survey drawing, namely the classification of Boolean types. In the specific implementation process, a plurality of different standard type survey drawings are set, corresponding standard vectors of the types of the survey drawings are prestored, and the scheme is reused, so that the complex classification of the survey drawings to be analyzed can be realized.
In a third aspect, a survey result review apparatus, comprising:
a memory for storing a computer program;
and the processor is used for realizing the survey result examining system when executing the computer program.
In a fourth aspect, a computer-readable storage medium has stored thereon a computer program which, when executed by a processor, implements the survey outcome review system described above.
Drawings
Fig. 1 is a block diagram of an investigation result examining system according to an embodiment of the present invention;
FIG. 2 is a flowchart of a survey result review method according to an embodiment of the present invention;
fig. 3 is a structural diagram of an investigation result examining apparatus according to an embodiment of the present invention.
Detailed Description
The following description of the embodiments of the present invention is provided to facilitate the understanding of the present invention by those skilled in the art, but it should be understood that the present invention is not limited to the scope of the embodiments, and it will be apparent to those skilled in the art that various changes may be made without departing from the spirit and scope of the invention as defined and defined in the appended claims, and all matters produced by the invention using the inventive concept are protected.
In one embodiment of the present invention, as shown in fig. 1, a survey outcome review system comprises: the system comprises a construction unit subsystem, a file transfer subsystem, a survey unit subsystem, an image examination mechanism subsystem and a supervisor unit subsystem; the construction unit subsystem is in communication connection with the rotor system in the file, and is used for creating a survey commission according to the interaction of workers of the construction unit, presenting the survey commission to the rotor system in the file, and acquiring an examination result from the rotor system in the file; the rotor system in the file is respectively in communication connection with the main unit subsystem, the reconnaissance unit subsystem and the image examination mechanism subsystem, and is used for constructing file interaction of the main unit subsystem, the reconnaissance unit subsystem and the image examination mechanism subsystem and generating log records; the survey unit subsystem is used for acquiring a survey commission according to the interaction of the file transfer subsystem, dispatching a survey task through the interaction with a survey unit worker, storing the survey result and submitting the survey result and a survey report examination commission to the file transfer subsystem; the image examination mechanism subsystem is used for acquiring examination entrusts and examination results of the examination reports according to the interaction of the file transfer subsystem, assigning image examination tasks through the interaction with workers of the image examination mechanism, storing image examination results and presenting the image examination results to the file transfer subsystem. And the supervisor unit subsystem is used for inquiring the investigation project condition by traversing the log record of the file transfer subsystem according to the interaction of the staff of the supervisor unit.
The reconnaissance unit subsystem comprises: the system comprises an investigation task management unit, an investigation report examination delegation generation unit and an investigation result storage unit; the reconnaissance task management unit is respectively in communication connection with the file transfer subsystem, the reconnaissance report examination delegation generation unit and the reconnaissance result storage unit, and is used for acquiring a reconnaissance delegation according to the interaction of the rotor systems in the files and dispatching a reconnaissance task through the interaction with the staff of a reconnaissance unit; the reconnaissance report examination entrusting generation unit is also in communication connection with the file transfer subsystem and is used for generating a reconnaissance report examination entrust according to the interaction of the staff of the reconnaissance unit and submitting the reconnaissance report examination entrust to the file transfer subsystem; the reconnaissance result storage unit is also in communication connection with the file transfer subsystem and is used for storing the reconnaissance results according to the interaction of the staff of the reconnaissance unit and presenting the reconnaissance results to the file transfer subsystem.
The design of the functional units of the subsystem of the survey unit realizes the assignment, supervision and storage of survey tasks and has the function of generating a survey report examination commission, so that the workers of the survey unit can conveniently initiate the examination commission to the examination organization.
The reconnaissance unit subsystem comprises: the automatic survey result pre-examining unit, the examination task management unit and the examination result storage unit are arranged on the survey result storage unit; the automatic survey result primary inspection unit is respectively in communication connection with the file transfer subsystem and the examination and drawing task management unit and is used for receiving the survey results sent by the rotor system in the files and performing automatic primary inspection on the survey results; the image examination task management unit is also in communication connection with the file transfer subsystem and the image examination result storage unit respectively, and is used for acquiring an examination report examination commission according to the interaction of the rotor system in the file, sending the initially examined investigation result to image examination mechanism workers, and assigning an image examination task; the image examination result storage unit is also in communication connection with the file transfer subsystem and is used for storing image examination results according to interaction of staff of an image examination mechanism and presenting the image examination results to the file transfer subsystem.
In order to reduce the burden of workers of the map reviewing organization and guarantee the map reviewing efficiency, not only a map reviewing task management unit for receiving the reviewing commission of the survey report and assigning the map reviewing task is arranged, but also an automatic preliminary reviewing unit for the survey results is arranged, and the unmanned fair preliminary reviewing is carried out on the survey results.
As shown in fig. 2, when the automated preliminary review unit of the survey result of the embodiment of the present invention performs automated preliminary review on the survey result, a survey result review method is adopted, which includes the following steps:
s1, checking whether the files of the survey result are complete, if so, jumping to the step S2, and if not, jumping to the step S4;
s2, identifying whether the naming and format of each file of the survey result are standard, if so, jumping to the step S3, and if not, jumping to the step S4;
s3, classifying the survey result drawing files through the survey drawing classification detection model to obtain a classification result so as to complete primary examination;
and S4, generating and presenting the condition specification which is not up to the initial examination to the rotor system in the file.
In this embodiment, after receiving the specification of the condition that the preliminary examination does not reach the standard, the file transfer subsystem is issued to the subsystem of the investigation unit, and the subsystem of the investigation unit feeds back the condition to the staff of the investigation unit through human-computer interaction in time.
The design of the automatic preliminary examination method for the exploration results not only realizes the unattended formal examination of all the files of the exploration results, but also ensures the complete and complete files and the standardization of naming and format; the survey drawings are classified, so that the survey drawings are assigned to corresponding professional technicians in the subsequent manual examination link to carry out high-quality strict examination.
In this embodiment, the survey drawing classification detection model includes: the device comprises a feature extraction layer, a confidence coefficient operation layer and an output layer; the input end of the characteristic extraction layer is used as the input end of the classification detection model of the investigation drawing, the output end of the characteristic extraction layer is in communication connection with the input end of the confidence coefficient operation layer and is used for extracting the characteristics of the investigation drawing to obtain a characteristic matrix of the investigation drawing; the output end of the confidence coefficient operation layer is in communication connection with the input end of the output layer and is used for calculating the confidence coefficient of the characteristic matrix of the survey drawing; and the output end of the output layer is used as the output end of the classification detection model of the investigation drawing, and is used for carrying out threshold judgment on the confidence coefficient to obtain the class detection result of the investigation drawing.
The classification detection model of the investigation drawing takes the confidence as an index, obtains a class detection Boolean type result of the investigation drawing through threshold judgment, and extracts effective information of the investigation drawing through the feature extraction layer, thereby effectively reducing the calculation amount of confidence solution.
The characteristic extraction layer of the classification detection model of the exploration drawing carries out characteristic extraction, and the method comprises the following steps:
a1, storing the data of the survey drawing into a matrix
；
A2, mixing the matrix
Subtracting the mean value of the row vectors of the lines in which the elements are positioned from each other to obtain a matrix
；
A3, according to matrix
Solving the first parameter matrix by
：
Wherein, the first and the second end of the pipe are connected with each other,
is a matrix
The number of columns of (a) is,
performing matrix transposition operation;
a4, calculating to obtain a first parameter matrix
All the characteristic values and the characteristic vector corresponding to each characteristic value;
a5, matching the first parameter matrix
The eigenvectors are arranged in rows from top to bottom according to the sizes of the corresponding eigenvalues, before taking
Constructing a second parameter matrix by using the line feature vectors
Wherein
Is a positive integer;
a6, obtaining a survey drawing feature matrix through calculation according to the following formula:
wherein the content of the first and second substances,
is a characteristic matrix of the survey drawing.
The scheme is based on the matrix theory, and a second parameter matrix serving as a compression factor is constructed according to the mathematical principle that each eigenvector of the matrix is linearly independent
Performing dimensionality reduction compression on the reconnaissance drawing data, and extracting to obtain
Line of
The characteristic matrix of the column exploration drawing reserves important information data by using a matrix dimension which is smaller than the original image data.
The confidence coefficient calculation layer for calculating the confidence coefficient of the feature matrix of the survey drawing comprises the following steps:
b1, 2 nd to 2 nd of feature matrix of survey drawing
After row elements are spliced in sequence on the first row element, the row elements are converted into dimensions of
Surveying drawing feature vectors;
b2, calculating the confidence coefficient of the feature matrix of the survey drawing by the following formula:
wherein the content of the first and second substances,
in the form of an inverse cosine function,
in order to investigate the confidence level of the drawing feature matrix,
for investigating feature vectors of drawings
The number of the elements is one,
reference vector for survey drawing category
And (4) each element.
The output layer transfer function of the survey drawing classification detection model is as follows:
wherein the content of the first and second substances,
for the output layer transfer function of the survey drawing classification detection model,
is a confidence threshold.
The similarity degree between the survey drawing to be analyzed and the standard category survey drawing is quantized through the design of the confidence degree calculation method, the similarity degree between the survey drawing to be analyzed and the standard category survey drawing is higher when the confidence degree value is larger, and the standard of category judgment can be adjusted through adjusting the confidence degree threshold value so as to finish the category judgment of the survey drawing, namely the classification of Boolean types. In the specific implementation process, a plurality of different standard type survey drawings are set, corresponding standard vectors of the types of the survey drawings are prestored, and the scheme is reused, so that the complex classification of the survey drawings to be analyzed can be realized.
In this embodiment, four types of survey drawing category basis vectors of house construction engineering survey, underground engineering survey, water engineering survey and line engineering survey are prestored, a confidence operation layer and an output layer are called for four times to identify the categories of survey drawings, and five types of house construction engineering survey drawings, underground engineering survey drawings, water engineering survey drawings, line engineering survey drawings and other engineering survey drawings are classified.
As shown in fig. 3, an embodiment of the present invention further provides an investigation result examining apparatus, including:
a memory for storing a computer program;
and the processor is used for realizing the survey result examining system when executing the computer program.
The embodiment of the invention also provides a computer readable storage medium, wherein a computer program is stored on the computer readable storage medium, and when being executed by a processor, the computer program realizes the survey result examination system.
In conclusion, the invention constructs four directions of communicating construction units, survey units, examination mechanisms and administrative units, and has a survey result review system for file comprehensive management, thereby realizing the full-flow survey project management from entrusting to result reporting, recording and supervising the whole survey project at any time, and ensuring the accuracy and traceability of survey result review.
The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems) and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
The principle and the implementation mode of the invention are explained by applying specific embodiments in the invention, and the description of the embodiments is only used for helping to understand the method and the core idea of the invention; meanwhile, for a person skilled in the art, according to the idea of the present invention, there may be variations in the specific embodiments and the application scope, and in summary, the content of the present specification should not be construed as a limitation to the present invention.
It will be appreciated by those of ordinary skill in the art that the embodiments described herein are intended to assist the reader in understanding the principles of the invention and are to be construed as being without limitation to such specifically recited embodiments and examples. Those skilled in the art can make various other specific changes and combinations based on the teachings of the present invention without departing from the spirit of the invention, and these changes and combinations are within the scope of the invention.
Claims (8)
1. A survey outcome review system, comprising: the system comprises a construction unit subsystem, a file transfer subsystem, a survey unit subsystem, an image examination mechanism subsystem and a supervisor unit subsystem;
the construction unit subsystem is in communication connection with the rotor system in the file, and is used for creating a survey commission according to the interaction of workers of the construction unit, presenting the survey commission to the rotor system in the file, and acquiring an examination result from the rotor system in the file;
the rotor system in the file is respectively in communication connection with the main unit subsystem, the investigation unit subsystem and the image examination mechanism subsystem, and is used for constructing file interaction of the main unit subsystem, the investigation unit subsystem and the image examination mechanism subsystem and generating log records;
the system comprises a file transfer subsystem, an investigation unit subsystem, a file transfer subsystem and a rotor subsystem, wherein the investigation unit subsystem is used for acquiring an investigation commission according to the interaction of the file transfer subsystem, dispatching an investigation task through the interaction with the staff of the investigation unit, storing an investigation result, and submitting the investigation result and the investigation report audit commission to the file transfer subsystem;
the image examination mechanism subsystem is used for acquiring examination entrusts and examination results of the examination reports according to the interaction of the file transfer subsystem, assigning image examination tasks through the interaction with workers of the image examination mechanism, storing image examination results and presenting the image examination results to the file transfer subsystem;
and the supervisor unit subsystem is used for inquiring the investigation project condition by traversing the log record of the file transfer subsystem according to the interaction of the staff of the supervisor unit.
2. The survey outcome review system of claim 1, wherein the survey unit subsystem comprises: the system comprises an investigation task management unit, an investigation report examination delegation generation unit and an investigation result storage unit;
the survey task management unit is respectively in communication connection with the file transfer subsystem, the survey report examination commission generation unit and the survey result storage unit, and is used for acquiring a survey commission according to the interaction of the rotor system in the file and allocating a survey task through the interaction with a survey unit worker;
the reconnaissance report examination delegation generating unit is also in communication connection with the file transfer subsystem and is used for generating a reconnaissance report examination delegation according to the interaction of the staff of a reconnaissance unit and submitting the reconnaissance report examination delegation to the file transfer subsystem;
the reconnaissance result storage unit is also in communication connection with the file transfer subsystem and is used for storing the reconnaissance results according to the interaction of the staff of the reconnaissance unit and presenting the reconnaissance results to the file transfer subsystem.
3. The survey outcome review system of claim 1, wherein the survey unit subsystem comprises: the automatic survey result pre-examining unit, the examination task management unit and the examination result storage unit are arranged on the survey result storage unit;
the automatic survey result primary inspection unit is respectively in communication connection with the file transfer subsystem and the examination and drawing task management unit and is used for receiving the survey results sent by the rotor system in the files and performing automatic primary inspection on the survey results;
the examination task management unit is also in communication connection with the file transfer subsystem and the examination result storage unit respectively, and is used for acquiring examination report examination entrusts according to the interaction of the rotor system in the file, sending the initially examined examination results to examination mechanism workers, and assigning examination tasks;
the image examination result storage unit is also in communication connection with the file transfer subsystem and is used for storing image examination results according to interaction of staff of an image examination mechanism and presenting the image examination results to the file transfer subsystem.
4. A survey result examination method is characterized by comprising the following steps:
s1, checking whether the files of the survey result are complete, if so, jumping to the step S2, and if not, jumping to the step S4;
s2, identifying whether the naming and format of each file of the survey result are standard, if so, jumping to the step S3, and if not, jumping to the step S4;
s3, classifying the survey result drawing files through the survey drawing classification detection model to obtain a classification result so as to finish primary examination;
and S4, generating and presenting the condition specification which is not qualified in the initial examination to the rotor system in the file.
5. The survey result reviewing method of claim 4, wherein said survey drawing classification detection model comprises: the device comprises a feature extraction layer, a confidence coefficient operation layer and an output layer;
the input end of the characteristic extraction layer is used as the input end of the classification detection model of the investigation drawing, the output end of the characteristic extraction layer is in communication connection with the input end of the confidence coefficient operation layer and is used for extracting the characteristics of the investigation drawing to obtain a characteristic matrix of the investigation drawing;
the output end of the confidence coefficient operation layer is in communication connection with the input end of the output layer and is used for calculating the confidence coefficient of the characteristic matrix of the survey drawing;
and the output end of the output layer is used as the output end of the classification detection model of the investigation drawing and is used for carrying out threshold judgment on the confidence coefficient to obtain the class detection result of the investigation drawing.
6. The investigation result auditing method of claim 5, where the feature extraction layer of the investigation drawing classification detection model performing feature extraction comprises the steps of:
a1, storing the data of the survey drawing into a matrix
；
A2, mixing the matrix
Subtracting the mean value of the row vectors of the lines in which each element is positioned from each element to obtain a matrix
；
A3, according to matrix
Solving the first parameter matrix by
：
Wherein the content of the first and second substances,
is a matrix
The number of columns of (a) is,
performing matrix transposition operation;
a4, calculating to obtain a first parameter matrix
All the characteristic values and the characteristic vector corresponding to each characteristic value;
a5, matching the first parameter matrix
The eigenvectors are arranged in rows from top to bottom according to the sizes of the corresponding eigenvalues, before taking
Constructing a second parameter matrix by using the line feature vectors
Wherein
Is a positive integer;
a6, obtaining a survey drawing feature matrix through calculation according to the following formula:
wherein the content of the first and second substances,
is a characteristic matrix of the survey drawing.
7. An investigation result review apparatus, comprising:
a memory for storing a computer program;
a processor for implementing the survey outcome review system of any of claims 1 to 3 when executing the computer program.
8. A computer-readable storage medium, having stored thereon a computer program which, when executed by a processor, implements a survey outcome review system according to any one of claims 1 to 3.
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