CN114970564A - Cloud platform based micro-service civil aviation safety management SOP system - Google Patents

Cloud platform based micro-service civil aviation safety management SOP system Download PDF

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CN114970564A
CN114970564A CN202210679575.5A CN202210679575A CN114970564A CN 114970564 A CN114970564 A CN 114970564A CN 202210679575 A CN202210679575 A CN 202210679575A CN 114970564 A CN114970564 A CN 114970564A
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sop
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CN114970564B (en
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杨宾
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Beijing Hantuan Technology Co ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/40Processing or translation of natural language
    • G06F40/42Data-driven translation
    • G06F40/44Statistical methods, e.g. probability models
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/10File systems; File servers
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    • G06F16/901Indexing; Data structures therefor; Storage structures
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    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/906Clustering; Classification
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/30Semantic analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/40Processing or translation of natural language
    • G06F40/55Rule-based translation
    • G06F40/56Natural language generation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • G06Q10/063Operations research, analysis or management
    • G06Q10/0635Risk analysis of enterprise or organisation activities
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0639Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06393Score-carding, benchmarking or key performance indicator [KPI] analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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Abstract

The invention discloses a cloud platform micro-service-based civil aviation safety management SOP system, which relates to the field of civil aviation safety management and correspondingly solves the technical problem that civil aviation standard files have deviation in execution and monitoring. The invention constructs a safety management standard file library, a file disassembling and translating system carries out structured disassembling and translation, an SOP program compiling system correspondingly classifies, stores and compiles and generates an SOP operation standard program and an SOP operation guide program, and systematically provides standardized, standardized and refined operation guide guidance for aviation professionals.

Description

Cloud platform based micro-service civil aviation safety management SOP system
Technical Field
The invention relates to the field of civil aviation safety management, in particular to a cloud platform-based micro-service civil aviation safety management SOP system.
Background
In order to guarantee the flight safety of civil aviation aircrafts, the safety guarantee of civil aviation service and the safety management of civil aviation, various safety management specification files are issued by the international civil aviation organization, the safety management specification files comprise various types such as airworthiness regulations, consultation announcements, normative files, industrial standards and the like, and the files are important guiding files for carrying out standard operation of aircrafts of various civil aviation field enterprises such as civil aviation enterprises, civil aviation maintenance units and the like. Due to the fact that the file forms are various, the number of files is large, the file languages comprise English and Chinese languages (due to the difference between understanding and translation, personnel do not have ideal file translation effects on aviation safety major, and deviation exists in standard content execution), deviation exists in the aspects of operation standard execution, standard understanding and the like of civil aviation safety management, the problems of performance, monitoring and feedback efficiency of standard files exist, and standardization operation guidance promotion are technical problems which need to be solved urgently in the industry.
Disclosure of Invention
Aiming at the defects in the prior art, the invention aims to provide a cloud platform micro-service civil aviation safety management SOP system, a safety management specification file library is constructed on the basis of safety management specification files of the international civil aviation organization involved, the safety management specification files are classified and stored hierarchically, a file disassembling and translating system is used for structural disassembling and translation, an SOP programming system is used for splitting, correspondingly classifying and storing according to an operation hierarchical framework to obtain an SOP operation program database and compiling and generating an SOP operation standard program and an SOP operation guide program, and standardized, standardized and refined operation guide guidance is systematically provided for aviation professionals.
The purpose of the invention is realized by the following technical scheme:
a cloud platform-based micro-service civil aviation safety management SOP system comprises a safety management standard file library construction system, a file disassembling and translating system and a civil aviation safety management SOP system, wherein the safety management standard file library construction system comprises a safety management standard file acquisition and storage module and a safety management standard file library, the safety management standard file acquisition and storage module is used for acquiring safety management standard files in the civil aviation field and storing the safety management standard files in the safety management standard file library, the safety management standard files comprise a hierarchical structure and standard operation data, and the standard operation data comprise standard operation subjects and standard operation rules; the file disassembling and translating system comprises a file structured disassembling module, an English-Chinese bidirectional translation module and a professional vocabulary English-Chinese comparison database, the professional vocabulary English-Chinese comparison database stores professional vocabulary English-Chinese comparison data in the civil aviation field, the file structured disassembling module is used for carrying out structured, itemized and disassembled on safety management standard files in a safety management standard file library to obtain disassembled standard file data and outputting the disassembled standard file data to the English-Chinese bidirectional translation module, the disassembled standard file data comprises a standard file hierarchy, standard operation data and a standard operation indexing path, and the standard operation indexing path is an indexing path in the safety management standard file library; the English-Chinese bidirectional translation module utilizes a professional vocabulary English-Chinese comparison database to perform uniform language translation operation on the disassembled standard document data to obtain translated standard document data and output the translated standard document data to a civil aviation safety management SOP system, and the uniform language translation operation rule is that only English contents are translated into Chinese or only Chinese contents are translated into English; the civil aviation safety management SOP system comprises an SOP programming system, wherein the SOP programming system comprises an SOP semantic recognition splitting module, an SOP programming module and an operation guide programming module, an SOP program structured frame module is arranged in the SOP programming system, a structured operation level framework is constructed by the SOP program structured frame module, the lowest layer in the operation level framework is an operation guide subject, and the operation guide subject corresponds to a standard operation subject; the SOP semantic recognition splitting module is used for splitting, correspondingly classifying and storing the translated standard file data according to an operation level architecture based on semantic recognition to obtain an SOP operation program database, and the semantic recognition comprises comparison recognition processing of the standard file level architecture and the operation level architecture; the SOP programming module is used for programming and generating an SOP operation standard program based on an SOP operation program database, the operation guide programming module is used for programming a corresponding SOP operation guide program according to an operation guide subject, and the SOP operation guide program comprises an operation guide subject, standard operation data and a standard operation indexing path.
In order to better realize the invention, the English-Chinese bidirectional translation module comprises a training data input module, a detection module, a statistical prediction module and a validity correction module, wherein the training data input module inputs initial training learning data required by training for the English-Chinese bidirectional translation module and helps the English-Chinese bidirectional translation module to perform rapid and accurate translation operation; the statistical prediction module is used for carrying out weight probability statistics and correcting the initial translation data by adopting the word or phrase with the highest weight probability; and the verification correction module is used for outputting the translated standard file data with high weight probability.
The further technical scheme is as follows: the civil aviation safety management SOP system further comprises an SOP execution feedback module, the SOP execution feedback module comprises a task extraction module, the task extraction module is used for extracting SOP operation guide programs from the operation guide compiling module, and the SOP execution feedback module is used for displaying the SOP operation guide programs.
Preferably, the invention further comprises a civil aviation monitoring and management system, the civil aviation monitoring and management system is respectively in communication connection with the file disassembling and translating system and the civil aviation safety management SOP system, the civil aviation monitoring and management system comprises a feedback auditing module, the SOP execution feedback module is also used for inputting execution feedback data and transmitting the execution feedback data to the feedback auditing module, and the feedback auditing module is used for carrying out auditing processing on disassembled standard file data, translated standard file data and data in a safety management standard file library corresponding to a standard operation indexing path of the English-Chinese bidirectional translation module through communication.
Preferably, the disassembled standard document data includes a graph and a text part (the graph and the text part are segmented when the document structured disassembling module is structured and itemized disassembling), the english-chinese bidirectional translation module first translates words or phrases of the text part of the disassembled standard document data into transcoded strings or transcoded string groups, the detection module inputs the weight probability of each transcoded string or transcoded string group in the weight probability table according to the context conformity matching relationship, the statistical prediction module is configured to perform weight probability statistics and output the transcoded strings or transcoded string groups with the highest weight probability to the validation correction module, the validation correction module translates the transcoded strings or transcoded string groups with high weight probability into characters and outputs the translated standard document data (the translated standard document data includes the translated text part and the graph, the graphics are not generally translated, although the text portion of the graphics may be translated).
Preferably, the validation revision module has a validation audit module.
Preferably, the security management specification file library construction system further includes a security management specification file auditing module corresponding to the security management specification file.
Compared with the prior art, the invention has the following advantages and beneficial effects:
(1) the invention constructs a safety management specification file library on the basis of safety management specification files of the related international civil aviation organization, the safety management specification files are classified and hierarchically stored, a file disassembling and translating system is used for structural disassembling and translation, an SOP programming system is used for correspondingly classifying and storing according to an operation hierarchical framework to obtain an SOP operation program database and compiling and generating an SOP operation standard program and an SOP operation guide program, and standardized, standardized and refined operation guide guidance is systematically provided for aviation professionals.
(2) According to the method, the safety management specification file library is established on the basis of the safety management specification files of the related international civil aviation organization, the files are disassembled and translated, and the translation result is intelligently programmed by SOP (sequence of action), so that a standard operation program is formed, the readability of the specification files is improved, the difficulty of landing the specification files is reduced, and aviation professionals can be effectively guided to carry out fine operation.
(3) According to the method, the safety management standard file is disassembled and translated in the analysis process, the translation result is intelligently compiled into an SOP standard operation program to guide professionals in the aviation field to execute tasks, then the task result is fed back, and standard conversion from the file to specific operation implementation in the civil aviation safety field can be realized.
(4) The invention establishes a standard safety management professional vocabulary library, intelligently translates the itemized safety management standard file, converts English dialects into Chinese contents, can convert the Chinese into English for the feedback result in the subsequent execution feedback, realizes Chinese-English bidirectional translation, and improves the accuracy of English-Chinese mutual translation in the civil aviation field.
(5) The invention can lead the SOP standard operation program and the operation guide to be collected and produced by source data, reduces the problem of inconsistent operation standards caused by human understanding errors of each aviation enterprise or maintenance unit, can utilize an execution feedback mechanism to feed back the operation result, and continuously improves the whole civil aviation safety management SOP system.
Drawings
FIG. 1 is a block diagram of the schematic architecture of the system of the present invention;
FIG. 2 is an internal schematic block diagram of the English-Chinese bi-directional translation module;
FIG. 3 is an internal functional block diagram of an SOP programming system;
FIG. 4 is an internal schematic block diagram of the SOP execution feedback module.
Detailed Description
The present invention will be described in further detail with reference to examples.
Examples
As shown in fig. 1 to 4, a cloud platform-based micro-service civil aviation safety management SOP system comprises a safety management standard file library construction system, a file disassembling and translating system, a civil aviation safety management SOP system and a civil aviation monitoring and management system, wherein the safety management standard file library construction system comprises a safety management standard file acquisition and storage module and a safety management standard file library, the safety management standard file acquisition and storage module is used for acquiring safety management standard files in the civil aviation field and storing the safety management standard files in the safety management standard file library, the safety management standard files in the civil aviation field comprise various file types such as airworthiness regulations, consultation announcements, normative files, industry standards, red-headed files and the like, the file formats comprise electronic files such as PDF and XML, and a small amount of paper files (the paper files need image recognition technology to obtain the electronic files). The safety management specification file acquisition and storage module acquires various types of safety management specification files and stores the safety management specification files in a safety management specification file library. The safety management specification file comprises a hierarchical structure and specification operation data, wherein the specification operation data comprises specification operation subjects and specification operation rules (the specification operation data comprises a plurality of specification operation subjects and corresponding specification operation rules), and the hierarchical structure is the hierarchical structure or the entry structure of the safety management specification file.
The file disassembling translation system comprises a file structured disassembling module, an English-Chinese bidirectional translation module and a professional-word English-Chinese comparison database, wherein professional-word English-Chinese comparison data in the civil aviation field are stored in the professional-word English-Chinese comparison database (the professional-word English-Chinese comparison data can be derived from professional-word English-Chinese comparison data in the civil aviation field), the file structured disassembling module is used for carrying out structured and itemizing disassembly on a safety management standard file in a safety management standard file library to obtain disassembled standard file data and outputting the disassembled standard file data to the English-Chinese bidirectional translation module (such as 9859_ cons 4th _ zh), the maintenance safety management direction is judged according to key words and probability statistics in the safety management standard file, then, itemizing disassembly of contents is further carried out according to a file compiling hierarchical format, and the disassembled contents are output as disassembled standard file data, the disassembled standard file data comprises a standard file hierarchy architecture, standard operation data and a standard operation indexing path, and the standard operation indexing path is an index path in a safety management standard file library. The English-Chinese bidirectional translation module utilizes a professional vocabulary English-Chinese comparison database to perform unified language translation operation on disassembled standard document data to obtain translated standard document data and output the translated standard document data to a civil aviation safety management SOP system, the English-Chinese bidirectional translation module utilizes the professional vocabulary English-Chinese comparison data in the professional vocabulary English-Chinese comparison database to establish an English-Chinese comparison recognition model and train the model to improve the translation accuracy of the model, the English-Chinese bidirectional translation module can firstly scan disassembled entry contents to extract non-repetitive sentences and disassemble words in the sentences to form an English word list, the Chinese word list is obtained through translation and verification, if the entry contents are manually checked, an aviation professional English comparison word list is formed and added into the professional vocabulary English-Chinese comparison database (the embodiment can perform entry disassembly of the safety management document to perform English translation, and forming a Chinese version safety management file output, reversely inputting the translated professional vocabulary into the non-repeated sentence by taking the non-repeated sentence and the professional vocabulary English-Chinese comparison database as a reference, and translating the English original text into Chinese content by the combined processing of the English-Chinese bidirectional translation module model so as to realize the translation after the disassembly of the safety management standard file). The unified language translation operation rule is to translate only english contents into chinese or translate only chinese contents into english, and the embodiment introduces the unified language translation operation rule as to translate only english contents into chinese, that is, to translate all english contents into chinese in a unified manner, and to display the translated standard document data in the unified chinese.
The English-Chinese bidirectional translation module comprises a training data input module, a detection module, a statistical prediction module and a validity correction module, wherein the training data input module inputs initial training learning data required by training for the English-Chinese bidirectional translation module and helps the English-Chinese bidirectional translation module to perform rapid and accurate translation operation, the English-Chinese bidirectional translation module performs initial translation on disassembled standard document data to obtain initial translation data (in the embodiment, repeated words or phrases in the disassembled standard document data can be more accurately translated by referring to English-Chinese comparison data of a professional vocabulary English-Chinese comparison database, translated professional words or phrases are input into the disassembled standard document data instead of translated words or phrases, then the detection module constructs a weight probability table, and simultaneously the detection module inputs the weight probability of each word or phrase in the weight probability table according to a context conformity matching relationship, so as to obtain words or phrases with high weight probability in the following, and improve the accuracy and the efficiency of translation. The initial translation data comprises words or phrases, the detection module constructs a weight probability table of coincidence matching related to the initial translation data, and the detection module inputs the weight probability of each word or phrase in the weight probability table according to the context coincidence matching relation. And the statistical prediction module is used for carrying out weight probability statistics and correcting the initial translation data by adopting the word or the phrase with the highest weight probability. And the verification correction module is used for outputting the translated standard file data with high weight probability.
According to a preferred embodiment of this embodiment, the disassembled standard document data includes a graph and a text portion (the file structural disassembling module performs graph and text portion segmentation during structural and itemized disassembling), the english-chinese bidirectional translation module first translates words or phrases of the text portion of the disassembled standard document data into transcoded strings or transcoded strings, the detection module inputs weighted probabilities of each transcoded strings or transcoded strings in the weight probability table according to the context matching relationship, the statistical prediction module is configured to perform weighted probability statistics and output the transcoded strings or transcoded strings with the highest weighted probabilities to the validation correction module, and the validation correction module translates the transcoded strings or transcoded strings with high weighted probabilities into characters and outputs the translated standard document data (the translated standard document data includes the translated text portion and the graph). The English-Chinese bidirectional translation module automatically disassembles layer by layer according to paragraph, sentence and phrase formats to form initial learning data, the preset rule module can self-define rules such as a white list, and the rules are called to execute special translation operation when the English-Chinese bidirectional translation module learns. The definition rules such as ref referential vocabulary do not need translation, and the rules can be screened and filtered when the English-Chinese bidirectional translation module scans files, so that the translation content of the corresponding rules is converted for the content meeting the conditions. The English-Chinese bidirectional translation module translates the visual characters into digital symbols which can be recognized by a system, and each character can be transcoded by a machine by calling data initially stored in a translation data table to be converted into a character string consisting of 0 and 1 for the English-Chinese bidirectional translation module to read for subsequent analysis. The detection module captures a current single transcoding character string and a surrounding transcoded character string (short for character string) which is translated completely to perform context matching, so that a character string or a character string group which is possibly translated from the current character string is obtained, and a weight probability table in a database is updated according to the character string or the character string group. And (3) performing probability combination on the captured transcoding character strings and the existing translation content, if the current context describes that XX is screwed by using a wrench, the XX to be translated can be a character string group of a bolt and a nut, storing the two possible character strings into a weight probability table, and further determining the translation content according to the content enhancement of the subsequent context. The statistical prediction module can eliminate obviously non-conforming items in the string combination and simultaneously eliminate corresponding translated strings in the database and corresponding data in the weight probability table. After the context is strengthened, the character strings with the probability lower than 5% in the weight probability table are preliminarily cleaned, the weight probability of the character strings is adjusted in real time in the continuous operation process, and the non-conforming data are synchronously cleaned. And the statistical prediction module is also used for carrying out probability statistics on the residual character strings meeting the context condition, the counted data is sorted in a database table according to the probability, the translation context is enhanced along with the increase of translation contents, the high-probability character strings in the weight probability table are sorted and then placed at the top, and the low-probability character strings are placed at the bottom and cleaned in real time. The statistical prediction module takes the value with the maximum probability in all output strings as final output, marks the obtained output strings in the weight probability table, and translates the high-probability output strings into corresponding visual characters through transcoding by the English-Chinese bidirectional translation module, so that the process from initial input to translation output for a word can be completed.
According to a preferred embodiment of the present embodiment, the english-chinese bidirectional translation module further includes a verification correction module, and the verification correction module can adjust the high-probability output text compared by the english-chinese bidirectional translation module to form new output content; after word translation is completed, the English-Chinese bidirectional translation module checks and matches translated and output contents according to a preset professional vocabulary English-Chinese comparison database, a translation rule and a basic translation context, adjusts biased contents and then reversely stores the biased contents (the biased contents can be fed back to a weight probability table in the translation process and used as a new context to perform subsequent string probability check, and the biased contents are corrected after translation is completed). The preferred verification correction module is provided with a verification and audit module, the verification correction module prompts that the translated output content is possibly deviated in the verification process to the verification and audit module, and deviation confirmation and verification are carried out through the verification and audit module.
The civil aviation safety management SOP system comprises an SOP programming system, wherein the SOP programming system comprises an SOP semantic recognition splitting module, an SOP programming module and an operation guide programming module, an SOP program structured frame module is arranged in the SOP programming system, a structured operation hierarchy is constructed by the SOP program structured frame module, the bottommost layer in the operation hierarchy is an operation guide subject, and the operation guide subject corresponds to a standard operation subject (standard operation data is stored according to the hierarchy of the standard file hierarchy and generally corresponds to the bottommost standard operation subject of the standard operation subject, the standard operation subject can be related according to the upper and lower levels of the hierarchy, and the operation guide subject can be related to the upper and lower levels of the standard operation subject). The SOP semantic recognition splitting module is used for splitting, correspondingly classifying and storing the translated standard file data according to the operation hierarchical framework based on semantic recognition to obtain an SOP operation program database, and the SOP semantic recognition splitting module is used for performing semantic recognition and splitting on the translated standard file data (the splitting is performed according to the operation hierarchical framework of the SOP program structured framework module). The semantic recognition processing comprises the step of comparing and recognizing the standard file hierarchy and the operation hierarchy; the SOP programming system classifies, semantically converts and recombines the translated standard file data, and after the verification (a verification module can be set for verification, and the verification process can be manually intervened by experts), a standard operation program is formed to guide an executive to complete related tasks; in the SOP programming system, an input source is translated standard file data, the translated standard file data is subjected to early-stage structural disassembly to form itemized data, and the translated standard file data is combed into an executable standard operation program and an operation guide through subsequent semantic conversion, SOP programming and operation guide programming. The SOP programming module is used for programming and generating an SOP operation standard program based on an SOP operation program database, the operation guide programming module is used for programming a corresponding SOP operation guide program according to an operation guide subject, the operation guide programming module is used for respectively programming a plurality of SOP operation guide programs according to the operation guide subject (the SOP operation guide programs comprise executive personnel and can provide display and standard operation guidance for the executive personnel), and the SOP operation guide programs comprise the operation guide subject, standard operation data and standard operation guide paths.
According to a preferred embodiment of the present embodiment, the SOP programming system of the present invention extracts keywords and paraphrases through an SOP semantic recognition and splitting module for post specification, term definition, and the like having standard definitions, to form SOP master data as a basis for subsequent SOP programming. For example, in 9859_ cons 4th _ zh, there is a term definition for the vocabulary of "security target, security supervision", etc., and it can be extracted into the term definition table of the SOP operation program database of the SOP programming system, and combined with the translation text, it forms the definition of the terms of chinese-english-bilingual language. And extracting the post definition, and extracting corresponding data of the content such as responsibility, qualification, working capacity requirement, training requirement, experience and the like to form a post specification. The SOP semantic recognition and splitting module analyzes and splits the contents which are not described clearly or are inaccurate in the safety management specification file, the initial definition data is subjected to semantic conversion by a specially-assigned person, and after the system has the learning data, the semantic conversion of other subsequent contents is performed through intelligent learning. For example, in "9859 _ cons 4th _ zh", the description about "security performance indicator" in "security performance management" is that "information generated by a security management system is used for making decisions about security management, including implementation of security risk control measures and resource allocation", in an SOP semantic recognition splitting module, the description is analyzed and converted, and the security performance indicator is subdivided into multiple dimensions of "indicator type, indicator source, associated hazard source, measurement unit, calculation formula, target value, target control period", and the like, so that the initial semantic can conform to specific implementation requirements of security management. The SOP semantic recognition and splitting module carries out pre-type splitting on SOP programs to be compiled subsequently according to different types and entry requirements of the safety management files, and carries out type refinement from the levels of management directions, responsibility departments, affiliated posts and the like. The SOP semantic recognition splitting module classifies the split safety management file types as SOP main programs, such as flight safety management, maintenance safety management, airport safety management and the like. In each general direction, combining a plurality of security management files of the type, integrating the defined departments, posts and other contents in the SOP operation program database, and storing the security management files after entry disassembly into corresponding attribute definitions to form a preliminary SOP program architecture. The SOP program compiling module compiles a standard operation program on the basis of the split type by taking relative independence as a target, analyzes the safety management file after disassembling and translating by taking a corresponding module (namely an operation hierarchical structure inside an SOP program structured frame module) under a preset SOP program as a reference, stores the itemized content to the corresponding SOP program module (namely the structure to which the operation hierarchical structure inside the SOP program structured frame module corresponds), forms an intelligently compiled SOP operation standard program, and audits and releases the SOP operation standard program by a corresponding quality manager, and the SOP program compiling system or the civil aviation safety management SOP system manages and controls the version of the SOP operation standard program. In the SOP programming module, the SOP programming system presets a plurality of general modules of 'purpose, application range, responsibility, basis, term, definition, stipulation, program and related accessories', and various safety management standard files after being itemized and disassembled are stored in the corresponding module after being subjected to semantic conversion. For example, the security performance management of the maintenance security management direction can be extracted as the title of the SOP program; the purpose is extracted as a purpose description related to safety management performance; extracting the defined department name in the application range, and quickly indexing to the corresponding department description through the link; the responsibility is that a department under the application range is taken as a main body, and the responsibility description of the department in the safety management specification file is extracted; according to the decomposed entry original text title of various safety management files of the international civil aviation organization, the corresponding original text positioning description can be quickly indexed through the link; the terms and definitions extract the related terms and definitions which are defined in advance, and quick jump can be realized; in the regulation, after relevant regulation of safety performance management is extracted, semantically converted and recombined, submodules such as basic principles of safety performance management, management schemes of safety performance management, formulation principles of supplementary action plans, temporary revision principles of safety performance indexes, safety state evaluation and safety performance management work report requirements are formed; in an SOP operation standard program, an operation requirement is divided into a plurality of main programs, such as ' making and issuing an annual safety performance management plan, implementing safety performance management, implementing a supplementary action plan, temporarily revising a safety performance index and evaluating a safety state ', under each main program, the operation to be executed at each post is described and extracted in sequence by taking the post as a target, such as ' making and issuing an annual safety performance management plan ' (in the aspect of safety management of an airline company ') by the main program, a workshop/department manager is required to make an annual safety performance index at the first step, an SMS engineer is required to make a ' company safety performance index list ', a safety general supervision and approval of the annual safety performance index list at the third step, and a workshop/department manager is required to make an activity plan of the annual safety performance index at the fourth step; and finally, automatically adding the attachments in the security management file related to the intelligent programming of the current program into the related attachment modules. The operation guide compiling module is used for describing detailed tasks of all posts needing to participate in an SOP operation standard program (SOP program for short) by taking the posts as targets under the SOP program, carrying out the specification of the SOP operation standard program by taking a preset operation guide corresponding module as a reference, storing the disassembled and converted contents of the safety management file into the corresponding module to form an intelligently compiled operation guide, auditing and releasing the compiled contents by a corresponding quality manager and a service manager, and managing and controlling the version of the operation guide by the system. In the operation guide compiling module, a plurality of general modules of 'risk prompt, corresponding program regulation, corresponding accessories, execution requirements, operation guide, training accessories, required tools and equipment and regulation items' are preset in the system, relevant contents in a corresponding SOP program are quoted, various safety management files after itemization and disassembly are combined, and the safety management files are stored in the corresponding modules after semantic conversion. The subprogram under each post in the SOP programming module can be extracted as a title of an operation guide, such as 'making an annual safety performance index'; extracting risk prompt items of the security management files after semantic conversion by the risk prompt; corresponding to the program specification, extracting the specification description related to the current operation guide in the programmed SOP program; extracting safety management file attachments related to the current operation guide in the programmed SOP program corresponding to the attachments; extracting the content with time efficiency control on the execution task and the feedback result in the safety management file according to the execution requirement; the operation guide extracts the requirements and descriptions for the operation in the safety management file, and forms specific operation steps after semantic conversion, for example, in the operation guide of 'making annual safety performance index', the execution steps of a workshop/department manager are as follows: step one, collecting and analyzing historical operation data of departments, decomposing safety targets of companies, managing requirements of the companies, analyzing unsafe events, an SMS dangerous source database and other information; step two, searching the core risk of the workshop/department, taking the core risk as the management purpose of the next year, and preliminarily finishing the formulation of the operation process indexes in the management scheme; step three, determining department-level safety performance indexes by using forward analysis (event and hypothesis analysis), reverse analysis (fault tree, SHELL model, REASON model, threat and error management), information statistics, Bow-tie, brainstorming method and other methods; step four, compiling department-level safety performance indexes according to specified requirements; and step five, sending the compiled data to an SMS office after compiling. The training accessories are reserved modules for subsequent training managers to upload related training files; required tools and equipment, extracting the tools and equipment required for execution and related in the security management file; and the regulation item extracts the basis related to the current operation guide in the programmed SOP program and can be quickly indexed into the original text positioning of the corresponding safety management file. The task extraction module takes the post as a target to trace and extract the tasks related to the post after the SOP program and the operation guide are intelligently compiled, the executive personnel taking the post can quickly extract the tasks under the corresponding SOP program, and the front and back task linkage between the executive personnel at different posts can be carried out under the same standard operation program through the control of the SOP operation logic. For example, a workshop/department manager, in a safety performance management process, tasks to be executed include 'making an annual safety performance index, making an annual safety performance index action plan, implementing safety performance management and the like', each task is sequentially controlled by an SOP program, and after a post person in a previous task is finished, a prompt is triggered to be given to a post person corresponding to a next task to execute a subsequent task.
According to a preferred embodiment of the present embodiment, the civil aviation safety management SOP system further includes an SOP execution feedback module, the SOP execution feedback module includes a task extraction module, the task extraction module is configured to extract an SOP operation guide program from the operation guide preparation module, and the SOP execution feedback module is configured to display the SOP operation guide program. The civil aviation monitoring and management system is respectively in communication connection with the file disassembling and translating system and the civil aviation safety management SOP system, the civil aviation monitoring and management system comprises a feedback auditing module, the SOP execution feedback module is also used for inputting execution feedback data and transmitting the execution feedback data to the feedback auditing module, and the feedback auditing module is used for performing auditing processing on disassembled standard file data, translated standard file data and data in a safety management standard file library corresponding to a standard operation indexing path of the English-Chinese bidirectional translation module through communication. The executive personnel feeds back the work execution result after working according to the SOP standard operation program, the feedback content is converted into English or Chinese (the general language of the embodiment is Chinese) through the English-Chinese bidirectional translation module, and the feedback auditing module can audit the feedback content after the disassembled standard file data, the translated standard file data and the data in the safety management standard file library corresponding to the standard operation indexing path of the English-Chinese bidirectional translation module are called. After the SOP programming module is programmed, each executive personnel carries out system control on the input and output of each step to be executed by taking an operation guide as an action standard according to the front and back requirements of the program; after the operation is finished, the execution result is fed back, Chinese feedback content is converted into English through the English-Chinese bidirectional translation module, and bilingual output is carried out. And the CAAC related examiners of the feedback auditing module audit and evaluate the results fed back by the executive personnel, the adopted opinions can be used as an input source of the SOP programming system to update the SOP content, and the feedback results are collected and pushed to the international civil aviation organization to perform version iteration of the safety management file.
Preferably, the safety management specification file library construction system further includes a safety management specification file auditing module corresponding to the safety management specification file, and the safety management specification file auditing module can implement auditing (for example, whether to acquire, store, meet the storage requirement, and the like) of the contents of the safety management specification file.
The above description is only for the purpose of illustrating the preferred embodiments of the present invention and is not to be construed as limiting the invention, and any modifications, equivalents and improvements made within the spirit and principle of the present invention are intended to be included within the scope of the present invention.

Claims (7)

1. The utility model provides a micro-service civil aviation safety management SOP system based on cloud platform which characterized in that: the safety management standard file library construction system comprises a safety management standard file acquisition and storage module and a safety management standard file library, wherein the safety management standard file library construction system comprises a safety management standard file acquisition and storage module and a safety management standard file library, the safety management standard file acquisition and storage module is used for acquiring safety management standard files in the civil aviation field and storing the safety management standard files in the safety management standard file library, the safety management standard files comprise a hierarchical structure and standard operation data, and the standard operation data comprise standard operation subjects and standard operation rules; the file disassembling and translating system comprises a file structured disassembling module, an English-Chinese bidirectional translation module and a professional vocabulary English-Chinese comparison database, the professional vocabulary English-Chinese comparison database stores professional vocabulary English-Chinese comparison data in the civil aviation field, the file structured disassembling module is used for carrying out structured, itemized and disassembled on safety management standard files in a safety management standard file library to obtain disassembled standard file data and outputting the disassembled standard file data to the English-Chinese bidirectional translation module, the disassembled standard file data comprises a standard file hierarchy, standard operation data and a standard operation indexing path, and the standard operation indexing path is an indexing path in the safety management standard file library; the English-Chinese bidirectional translation module utilizes a professional vocabulary English-Chinese comparison database to perform uniform language translation operation on the disassembled standard document data to obtain translated standard document data and output the translated standard document data to a civil aviation safety management SOP system, and the uniform language translation operation rule is that only English contents are translated into Chinese or only Chinese contents are translated into English; the civil aviation safety management SOP system comprises an SOP programming system, wherein the SOP programming system comprises an SOP semantic recognition splitting module, an SOP programming module and an operation guide programming module, an SOP program structured frame module is arranged in the SOP programming system, a structured operation level framework is constructed by the SOP program structured frame module, the lowest layer in the operation level framework is an operation guide subject, and the operation guide subject corresponds to a standard operation subject; the SOP semantic recognition splitting module is used for splitting, correspondingly classifying and storing the translated standard file data according to an operation level architecture based on semantic recognition to obtain an SOP operation program database, and the semantic recognition comprises comparison recognition processing of the standard file level architecture and the operation level architecture; the SOP programming module is used for programming and generating an SOP operation standard program based on an SOP operation program database, the operation guide programming module is used for programming a corresponding SOP operation guide program according to an operation guide subject, and the SOP operation guide program comprises an operation guide subject, standard operation data and a standard operation indexing path.
2. The cloud platform based microservices civil aviation security management SOP system of claim 1 wherein: the English-Chinese bidirectional translation module comprises a training data input module, a detection module, a statistical prediction module and a validity correction module, wherein the training data input module inputs initial training learning data required by training for the English-Chinese bidirectional translation module and helps the English-Chinese bidirectional translation module to perform rapid and accurate translation operation; the statistical prediction module is used for carrying out weight probability statistics and correcting the initial translation data by adopting the word or phrase with the highest weight probability; and the verification correction module is used for outputting the translated standard file data with high weight probability.
3. The cloud platform based microservices civil aviation security management SOP system according to claim 1 or 2, characterized by that: the civil aviation safety management SOP system further comprises an SOP execution feedback module, the SOP execution feedback module comprises a task extraction module, the task extraction module is used for extracting SOP operation guide programs from the operation guide compiling module, and the SOP execution feedback module is used for displaying the SOP operation guide programs.
4. The cloud platform based microservices civil aviation security management SOP system of claim 3 wherein: the system comprises a file disassembling and translating system, a civil aviation safety management SOP system and a civil aviation monitoring and managing system, wherein the file disassembling and translating system and the civil aviation safety management SOP system are in communication connection with the civil aviation monitoring and managing system, the civil aviation monitoring and managing system comprises a feedback auditing module, the SOP execution feedback module is further used for inputting execution feedback data and transmitting the execution feedback data to the feedback auditing module, and the feedback auditing module is used for carrying out auditing processing on disassembled standard file data, translated standard file data and data in a safety management standard file library corresponding to a standard operation indexing path of the English-Chinese bidirectional translation module in a communication mode.
5. The cloud platform based microservices civil aviation security management SOP system of claim 2 wherein: the disassembled standard document data comprise graphs and character parts, the English-Chinese bidirectional translation module firstly translates words or phrases of the character parts of the disassembled standard document data into transcoding character strings or transcoding character string groups, the detection module inputs the weight probability of each transcoding character string or transcoding character string group in the weight probability table according to the context conformity matching relationship, the statistical prediction module is used for carrying out weight probability statistics and outputting the transcoding character strings or transcoding character string groups with the highest weight probability to the verification correction module, and the verification correction module translates the transcoding character strings or transcoding character string groups with high weight probability into characters and outputs the translated standard document data.
6. The cloud platform based microservices civil aviation security management SOP system of claim 5 wherein: the verification correction module is provided with a verification module.
7. The cloud platform based microservices civil aviation security management SOP system of claim 1 wherein: the safety management standard file library construction system also comprises a safety management standard file auditing module corresponding to the safety management standard file.
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