CN108597059B - General aviation flight quality monitoring system based on comprehensive avionics system - Google Patents
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- G07C5/00—Registering or indicating the working of vehicles
- G07C5/08—Registering or indicating performance data other than driving, working, idle, or waiting time, with or without registering driving, working, idle or waiting time
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Abstract
The invention relates to a general aviation flight quality monitoring system based on a comprehensive avionics system. The general aviation flight quality monitoring system based on the integrated avionics system provided by the invention provides an event monitoring engine and an event report engine by collecting navigation operation flight data and combining a general aviation flight expert knowledge base; applying big data computing technology; automatically cleaning, excavating and analyzing flight data, automatically generating a professional flight quality report and providing operation early warning capability; therefore, the problems that in the prior art, flight quality reports are generated manually, so that data sources are incomplete, conclusions are judged manually and unstable, a management mode with large analysis project threshold value difference cannot cover the data sources, the manual analysis period is long, timeliness is poor, few types of analyzable overrun events are generated, errors are prone to occurring and the like are solved.
Description
Technical Field
The invention relates to the field of airborne flight data acquisition, in particular to a general aviation flight quality monitoring system based on a comprehensive avionics system.
Background
With the development of civil aviation science and technology, the comprehensive avionics system with the characteristics of digitization, miniaturization, intellectualization and modularization is increasingly applied to the navigation airplane. The system provides massive instant information and a friendly flight interface for pilots, and simultaneously, the flight data recording card can automatically record flight key information and engine data, so that the flight quality monitoring can play a role in the fields of construction of a general aviation SMS system and safety performance management.
However, in contrast, in the prior art, all general aviation operating units aiming at the flight overrun event can only adopt a manual mode to screen and record; the flight overrun event report is mostly formed by combining the past experience of the recording personnel manually; the accuracy of such artificially generated reports depends heavily on the expertise and working experience of the analysts, and is extremely variable; the reported formation period is long, so that the evaluation result is not time-efficient; in some special cases, due to the fact that data are numerous and calculation amount is large, a general aviation operation unit can only adopt a mode of spot check on the data to form a report, so that comprehensive monitoring on flight data cannot be achieved, and meanwhile, due to the fact that different threshold values of various model analysis items are very different, a set of management modes cannot cover the situation; the result of the analysis cannot be further utilized in subsequent work due to the fact that the result is not reusable.
Disclosure of Invention
The invention aims to provide a general aviation flight quality monitoring system based on a comprehensive avionics system, aiming at the problem of manually forming a flight quality evaluation report in the prior art.
In order to achieve the purpose, the invention adopts the technical scheme that:
a general aviation flight quality monitoring system based on a comprehensive avionics system comprises,
the system comprises a server side, a data processing module and a data processing module, wherein the server side comprises a comprehensive avionics system data item analysis engine module, a general aviation flight expert knowledge base module, a data cleaning analysis engine module, a flight quality evaluation measuring and calculating engine module and an encryption communication module;
the client comprises a basic data module, an event monitoring engine management module, an analysis report engine management module, a data processing module, a data analysis module and a data report module.
Furthermore, the integrated avionics system data item parsing engine module is used for obtaining aircraft identification information and/or flight environment data and/or flight state data and/or engine operation data according to the collected flight data.
Further, the general aviation flight expert knowledge base module is used for storing identification conditions of unsafe flight overrun events and threshold values of the unsafe flight overrun events.
And the general aviation flight expert knowledge base module is also used for carrying out region identification and flight program definition according to the flight data.
Furthermore, the data cleaning and analyzing engine module is used for cleaning data of error data of the airborne avionics equipment when the aircraft runs and meets an accident.
Further, the accident event is one or more of aircraft bump, heavy landing, bird strike and lightning strike.
Furthermore, the flight quality assessment and calculation engine module is used for analyzing the data uploaded by the user according to an analysis engine and an analysis project defined in the system and then performing isolated storage on the data meeting the conditions in the analysis project.
And the system is also used for generating evaluation measurement and calculation in real time according to the customization requirements of the user and feeding back the measurement and calculation results to the client.
Further, the encryption communication module is used for encrypting the communication process of the flight data.
Further, the basic data module is used for performing definition calculation, model management and correspondence definition between the aircraft and the avionic system on the flight area.
Further, the event monitoring engine management module is used for modifying or adding an event monitoring engine.
Further, the analysis report engine management module is used for providing complete report summarization based on time periods, operation units and models.
And also for providing one or more of a time profile, an event type profile versus time rate profile, an event base profile, or an event occurrence rate profile.
Further, the data processing module is used for pre-analyzing the original data uploaded by the user, uploading the valid files to the server side, and simultaneously removing the invalid files.
The data analysis module is used for displaying the analysis result of the effective file, and the analysis result comprises the analyzed out-of-limit event and/or red mark event.
The data report module is used for generating an evaluation report according to the setting of a user.
In summary, due to the adoption of the technical scheme, the invention has the beneficial effects that:
the general aviation flight quality monitoring system based on the integrated avionics system provided by the invention provides an event monitoring engine and an event report engine by collecting navigation operation flight data and combining a general aviation flight expert knowledge base; by applying a big data computing technology, flight data are automatically cleaned, excavated and analyzed, a professional flight quality report is automatically generated, and operation early warning capability is provided, so that the problems that in the prior art, the flight quality report is generated manually, so that the data sources are not comprehensive, the conclusion is judged manually and is unstable, a management mode with large analysis item threshold difference cannot cover, the manual analysis period is long and the timeliness is poor, few types of analyzable overrun events are generated, errors are easy to occur and the like are solved.
Detailed Description
The present invention will be described in further detail in order to make the objects, technical solutions and advantages of the present invention more apparent. It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
The embodiment provides a general aviation flight quality monitoring system based on an integrated avionics system, which comprises a server and a client, which are respectively described below.
Firstly, the method comprises the following steps: service terminal
The server side comprises a comprehensive avionics system data item analysis engine module, a general aviation flight expert knowledge base module, a data cleaning analysis engine module, a flight quality evaluation measuring and calculating engine module and an encryption communication module.
The integrated avionics system data item analysis engine module is used for analyzing aircraft identification information, flight environment data, flight state data and engine operation data from acquired flight data, the flight data can be acquired and recorded by adopting a flight data recording card (SD card), and after acquiring the aircraft identification information and/or the flight environment data and/or the flight state data and/or the engine operation data from the flight data, the integrated avionics system data item analysis engine module provides the corresponding data to other modules for further analysis and use.
And the general aviation flight expert knowledge base module is used for storing identification conditions and threshold values of unsafe flight overrun events. Generally, identification conditions of unsafe flight overrun events and threshold values thereof need to be provided by professional and experienced flight experts, the system integrates all expert knowledge of relevant aspects, most of the knowledge is verified by flight training for more than 5000 hours, and the identification conditions are embedded into a general aviation flight expert knowledge base module as an algorithm model and become core codes of the module. The general aviation flight expert knowledge base module is also used for defining region identification (such as a runway region, an approach region and the like) and flight procedures (such as a cloud penetrating procedure, a visual approach procedure, a pentagonal procedure and the like) according to flight data; these definitions are based on the earth projection coordinate system, and a digital area algorithm model is constructed, and the position and the state of the airplane are identified during system calculation, so that the identified flight overrun event is determined.
The data cleaning and analyzing engine module is used for cleaning data of error data of the airborne avionic equipment when the aircraft runs and meets an accident; the accident event is one or more of aircraft bump, heavy landing, bird strike and lightning strike.
The flight quality evaluation measuring and calculating engine module is used for analyzing the data uploaded by the user according to an analysis engine and an analysis project defined in the system and then carrying out isolated storage on the data meeting the conditions in the analysis project; the system is also used for generating evaluation measurement and calculation in real time according to the customization requirements of the user and feeding back the measurement and calculation results to the client; the encryption communication module is used for encrypting the communication process of the flight data.
II, secondly: client terminal
The client comprises a basic data module, an event monitoring engine management module, an analysis report engine management module, a data processing module, a data analysis module and a data report module. The client naturally includes a user interface module for the user to operate the client.
The basic data module is used for performing definition calculation and model management on the flight area and defining the corresponding relation between the aircraft and the avionic system.
The system comprises an event monitoring engine management module, a user customized event monitoring engine, a custom data analysis program code, a monitoring engine list, a custom data analysis program design language and a custom data analysis program design language, wherein the event monitoring engine management module is used for maintaining, customizing, modifying or adding an event monitoring engine, in the embodiment, 33 event monitoring items are initially provided for more than 5000 hours, and supports the user to customize or add the event monitoring engine, the user customizes the event monitoring engine, namely, the user realizes the flight data analysis program code according to flight data monitoring indexes required by the user and adds the analysis program code into the event monitoring engine list, and the custom data analysis program design language supported by the system is L ua.
The analysis report engine management module is used for providing complete report summarization based on time periods, operation units and models; and also for providing one or more of a time profile, an event type profile versus time rate profile, an event base profile, or an event occurrence rate profile. The chart custom design part uses a report control Fastreport, the Fastreport provides strong report design capability, various indexes in the analysis report including but not limited to characters, tables, notes, column diagrams, pie charts and other report elements can be subjected to custom adjustment, and the maximum flexibility is provided. In the system, the data of the report is provided by the server, and after the client obtains the data of the report, the data is displayed by a Fastreport report display engine and can be additionally stored, printed, exported and the like.
The data processing module is used for pre-analyzing original data to be uploaded by a user, uploading effective files to a server side and simultaneously removing ineffective files; taking the cesna 172R model airplane as an example, the GARMIN1000 system has two display screens, PFD and MFD, in the cockpit. The PFD is mainly used for displaying airplane attitude and navigation data, and the MFD is mainly used for displaying all parameters of an engine, a chart, an electronic checklist and the like. To the right of each display are two slots for the SD card, with the upper slot for the MFD for storing electronic checklists. The SD card of the MFD upper slot may also be used to store flight data when the GARMIN1000 system software is upgraded to version 563.26. The GARMIN1000 system begins recording flight data when the aircraft electronics overhead gate is turned on. The time interval for data recording is one second, and the recorded data includes most of the navigation data and all of the engine data. When the airplane closes the main electric door of the electronic equipment, the data recording function is immediately stopped. The crew member takes off the SD card on the top of the MFD, connects the SD card to the computer by using a common card reader, searches the data _ log folder under the root directory of the SD card, and stores the flight data of all time periods in the folder. The data of each time interval is a single file, and the file name is the time. For example, the file name "log _130421_173630_ zuuu" indicates that the electronic equipment of the airplane starts to be powered on and work at 17: 36/30 seconds in 4/21/2013, the latter four-digit letters indicate the airport closest to the airplane (the airport may not be the airport where the airplane is located because the jeppesen navigation database only contains airports in parts of china), and these are the original data files of the system. Mechanical faults with certain probability exist in the operation process of the comprehensive avionics system of the airplane, so that part of invalid files are generated, and the judgment conditions of the invalid files comprise: files smaller than 50KB, files with key data continuously blank and too long, files with names not conforming to the system format, errors in the format of data in the files and the like. After the user uploads the original data file, the data processing module conducts preliminary invalid file screening through pre-analysis (the invalid file condition is as described above), and the valid file is uploaded to the server to be analyzed. A user with high authority can mount a self-defined analysis engine to be added into an analysis queue for analysis, and an analysis result enters a data analysis module for further reference.
The data analysis module is used for displaying the analysis result of the effective file, and the analysis result comprises the analyzed out-of-limit event and/or red mark event; and because some events have important investigation value, only concern about the situation that the aircraft data can not record the event completely, so can according to the actual situation, to some single overrun event supplement necessary relevant investigation information of flight, the concrete operation is: after a certain event is selected on a client event viewing page, filling related information, such as flight properties (including single flight, take flight, captain training, new teacher take flight, task flight, practice examination and the like), event related personnel and the like, in a supplementary interface at the lower right corner, storing and uploading the information to a server, and completing information supplement. The data report module is used for generating an evaluation report according to the setting of a user.
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 (5)
1. A general aviation flight quality monitoring system based on an integrated avionics system is characterized in that the general aviation flight quality monitoring system applies big data computing technology, automatically cleans, excavates and analyzes flight data, automatically generates a professional flight quality report and provides operation early warning capability, and comprises,
the system comprises a server side, a data processing module and a data processing module, wherein the server side comprises a comprehensive avionics system data item analysis engine module, a general aviation flight expert knowledge base module, a data cleaning analysis engine module, a flight quality evaluation measuring and calculating engine module and an encryption communication module;
the client comprises a basic data module, an event monitoring engine management module, an analysis report engine management module, a data processing module, a data analysis module and a data report module;
the general aviation flight expert knowledge base module is used for storing unsafe flight overrun event identification conditions and threshold values thereof, and performing area identification and flight program definition according to flight data;
the data cleaning and analyzing engine module is used for cleaning data of error data of the airborne avionic equipment when the aircraft runs and meets an accident; the accident event is one or more of aircraft bump, heavy landing, bird strike and lightning strike;
the flight quality evaluation measuring and calculating engine module is used for analyzing the data uploaded by the user according to an analysis engine and an analysis project defined in the system and then carrying out isolated storage on the data meeting the conditions in the analysis project; generating evaluation measurement and calculation in real time according to the customization requirements of the user, and feeding back the measurement and calculation results to the client;
the event monitoring engine management module is used for modifying or adding an event monitoring engine.
2. The integrated avionics system-based generic aviation flight quality monitoring system of claim 1, wherein the integrated avionics system data item parsing engine module is configured to derive aircraft identification information and/or flight environment data and/or flight status data and/or engine operating data from the collected flight data.
3. The integrated avionics system-based general aviation flight quality monitoring system according to claim 1, wherein the basic data module is used for performing definition calculation on a flight area, defining model management and corresponding relation between an aircraft and an avionics system.
4. The integrated avionics system-based generic aviation flight quality monitoring system of claim 1, wherein the analysis report engine management module is configured to provide a time period, run unit, model-based report summary and provide one or more of a time profile, an event type profile, a time rate profile, an event base profile, or an event occurrence rate profile.
5. The integrated avionics system-based general aviation flight quality monitoring system according to claim 1, wherein the data processing module is used for pre-analyzing original data to be uploaded by a user, uploading valid files to a server and simultaneously rejecting invalid files; the analysis result is used for displaying the effective file, and the analysis result comprises the analyzed overrun event and/or red mark event; and the evaluation report is generated according to the setting of the user.
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CN109649676B (en) * | 2019-01-10 | 2020-08-25 | 中国民航科学技术研究院 | Bump risk intensity determination method and device, electronic equipment and readable storage medium |
CN111104782A (en) * | 2019-12-03 | 2020-05-05 | 汉能公务航空有限公司 | Aviation property resource management system |
CN112732687B (en) * | 2020-12-29 | 2023-05-02 | 中国民用航空飞行学院 | Aviation flight data visualization processing system and analysis method based on data cleaning |
CN113325747B (en) * | 2021-04-30 | 2023-06-16 | 中国民用航空总局第二研究所 | General aircraft fixed inspection monitoring and early warning method and system |
CN114741133B (en) * | 2022-04-21 | 2023-10-27 | 中国航空无线电电子研究所 | Comprehensive modularized avionics system resource allocation and assessment method based on model |
CN115314300B (en) * | 2022-08-10 | 2023-06-20 | 东航技术应用研发中心有限公司 | Flight training simulator data analysis system |
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