CN116629834A - Operation and maintenance platform based on meta universe - Google Patents
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Abstract
The application discloses an operation and maintenance platform based on meta universe, which belongs to the technical field of platform data processing, and comprises a data acquisition module, a work order module, a single sign-on module, a notification module, a tool module, a programming interface center module, a module authentication module, a module authority management module, an interface change and a data transfer module, wherein the data acquisition module is used for carrying out data acquisition and processing on equipment cabinets and equipment in a machine room, the work order module is used for carrying out self-defined workflow, carrying out ITSM management, carrying out operation management on an operation maintenance robot, carrying out operation execution and man-machine interaction, carrying out user registration, login, log-out, registration and information modification by the single sign-on module, sending information notification to a worker by the notification module, installing various application tools by the tool module, displaying real images by the MR/VR equipment, receiving an access request, returning relevant information, providing relevant functions, setting a programming interface by the programming interface center module, connecting with all the modules, carrying out module authentication, module authority management, interface change and data transfer.
Description
Technical Field
The application belongs to the technical field of platform data processing, and particularly relates to an operation and maintenance platform based on meta universe.
Background
With the development of technology, metauniverse has been gradually implemented. From a technical perspective, the meta universe of technical significance includes content systems, blockchain systems, display systems, operating systems, and is ultimately presented as a 3D interface beyond screen limitations, considered to be a new era following the PC, mobile, and so on. Simply stated, the meta universe is a completely virtual or incompletely virtual multi-person social world, which is not only purely social entertainment, but also a server of a game, and is also a presentation of a financial platform and a real material space.
The technological base of the metauniverse is considered to comprise a computer, a network device, an integrated circuit, a communication component, a novel display system, a mixed reality device, a precise free-form surface optical system and a high-pixel high-definition camera, and is constructed by using a digital technology, and is mapped by or surpassed by the real world, and can interact with the real world, so that the digital living space of a novel social system is provided. Because of the influence of epidemic situation, the operation and maintenance means of the traditional technology can not adapt to the change. The epidemic situation wind control often can lead to operation and maintenance personnel not enough, also can lead to operation and maintenance personnel not to go to the scene to look over operation and maintenance equipment, can not in time get rid of the problem, also can not accurately detect what kind of trouble leads to the problem, can not real-time data capture equipment abnormal point, has reduced the accuracy of investigation problem.
Disclosure of Invention
Problems to be solved
Aiming at the problems that the existing operation and maintenance personnel are not enough, the problems cannot be removed in time, the problems caused by which faults cannot be detected accurately, abnormal points of the data capturing equipment cannot be detected in real time, and the accuracy of the problem detection is reduced, the application provides an operation and maintenance platform based on the meta universe.
Technical proposal
In order to solve the problems, the application adopts the following technical scheme.
An operation and maintenance platform based on meta-universe, comprising: the system comprises a data acquisition module, a work order module, a programming interface center module, an operation and maintenance robot, a single sign-on module, a notification module, a tool module and a meta universe module,
the data acquisition module is used for acquiring and processing data of the equipment cabinet and equipment in the machine room;
the work order module is used for carrying out self-defined workflow and ITSM management;
the operation and maintenance robot is used for carrying out job management, job scheduling, job execution and man-machine interaction;
the single sign-on module is used for registering, logging in, logging out, registering and information modification of the user;
the notification module is used for sending the information notification to the staff;
a tool module for installing a plurality of application tools;
the meta-universe module is used for displaying a real image through the MR/VR equipment, receiving an access request, returning related information and providing related functions;
the programming interface center module is used for setting up programming interfaces, connecting with all the modules, performing module authentication, module authority management, interface change and data transfer.
Preferably, after acquiring the acquired data, the data acquisition module processes the original data, cleans abnormal values and missing values, performs stability test on the data, performs differential operation if the data is unstable, converts the data into a stable sequence, adopts least square estimation to estimate parameter values, selects an autoregressive moving average model, performs detection calculation, predicts the data by using the autoregressive moving average model, gives out statistical information such as standard error, confidence interval and the like, and evaluates risk and formulates strategies.
Further, the autoregressive moving average model is used for improving the effectiveness of the model, performing white noise test, residual autocorrelation and partial autocorrelation graph test, wherein the prediction of the data is to determine whether time sequence data is stable or not, if the data is non-stable, differential processing is required to be performed until the data becomes a stable sequence, and then observing initial parameters selected by a sample autocorrelation function image and a partial autocorrelation function image; estimating parameters of the model by a least square method to obtain a final model; checking and diagnosing the model, including residual analysis and model fitting degree checking; the prediction is performed using a model, gradually predicting the values of the next several time points forward.
Preferably, the ITSM management in the work order module adopts a data analysis technology to perform data management, firstly collects and acquires original data, and then performs data deduplication, missing value filling, outlier processing and data cleaning operation to ensure the accuracy and consistency of the data; preprocessing the original data, and performing feature selection, dimension reduction, data standardization and data discretization to enable the original data to be in a form suitable for an analysis model; exploring the association and distribution inside the data through visualization and statistical analysis, and finding potential data rules and trends; establishing an analysis model, determining a proper statistical analysis learning model to interpret the data and reveal the inherent relationship; applying the model to test data, checking the validity and prediction accuracy of the model, and if the model is found to be poor in effect, improving or adjusting the model; the final results are expressed and reports are generated, and conclusions and suggestions from the data analysis are communicated to the staff by making charts, interactive reports and visual data.
Preferably, the operation and maintenance robot uses an ITIL frame and combines management software to perform log analysis and flow monitoring so as to optimize the operation processing efficiency and ensure the integrity of the operation life cycle and the data stability to perform operation management; the job scheduling is to use job scheduling software to provide a collaborative scheduling and visual graphical user interface, a packaging script and retry, support cross-platform computing resource convergence and ensure efficient and orderly completion of tasks under the diversity of an operating system; the job execution is to select proper programming language, script and operation command according to the requirement, and add authentication, API interface and process resource limitation, so as to reduce potential safety hazard; the man-machine interaction is realized by two modes of providing a graphical user interface and a command line interface, and the unstructured text is converted into a job instruction by adopting a natural language processing technology, so that the automatic processing is realized.
Preferably, the single sign-on module adopts a form verification framework to ensure the correctness of input, checks whether the submitted data contains sensitive or malicious content, selects a relational database and a non-relational database, uses an encryption algorithm and a salt mechanism in the verification process, maintains a login state after login by using a session technology, and automatically exits when leaving a page.
Further, the encryption algorithm is an RSA asymmetric encryption algorithm, a secret key is generated, when an account is established, a pair of public keys and private keys are generated first, the public keys are used for encryption, the private keys are used for decryption and signing, only the system can acquire the secret keys, a user provides the public keys to encrypt plaintext, the encrypted ciphertext is transmitted to the system, and after the system receives the ciphertext, the secret keys are used for decryption, and the plaintext is restored.
Further, in the salt value mechanism, a randomly generated character string is combined with a password in the encryption process of the account password, the random character string is called a salt value, the combined result is encrypted again, the same password is used in different accounts to obtain different ciphertexts, the salt value of one account is determined, a group of random characters is generated for the account when a new account is created, the characters are added to the account password for hash processing after being combined, the password after adding the salt is stored in a database when a specific account is stored, and each account has an independent key.
Preferably, the tool of the tool module comprises GitLab, jenkins, etcd, zabbix, statsd, grafana, graphite, ansible, docker, jumpserver.
Preferably, the notification mode of the notification module comprises telephone, short message, micro message, email, nail and work software notification.
An operation and maintenance platform based on meta universe, which performs data acquisition and processing on equipment cabinets and equipment in a machine room through a data acquisition module, a work order module performs self-defined workflow, performs ITSM management, an operation and maintenance robot performs operation management, operation scheduling, operation execution and man-machine interaction, a single sign-on module performs user registration, login, logout, registration and information modification, a notification module sends information notification to staff, a tool module installs various application tools, the meta universe module displays real images through MR/VR equipment, receives access requests, returns related information, provides related functions, a programming interface center module sets up a programming interface, the intelligent operation and maintenance platform is connected with all the modules, performs module authentication, module authority management, interface change and data transfer, enables a system platform to achieve good service management, establishes perfect service level standards and quality control mechanisms, enables staff to only wear VR glasses when faults occur, enables data seen through the VR glasses to correspond to system platform data in real time, enables software and hardware inspection and fault detection of VR immersive machine room equipment to be achieved, enables system data to be obtained, enables real-time data capturing equipment to be abnormal, enables real-time video data and real-time response to site conditions to be achieved, enables holographic simulation to be intelligent, enables operation and maintenance staff to be not required to be on site, and can solve the problems as well as ultra-strong immersive experience.
Advantageous effects
Compared with the prior art, the application has the beneficial effects that:
(1) After acquiring the acquired data, the data acquisition module processes the original data, cleans abnormal values and missing values, performs stability test on the data, performs differential operation to convert the data into a stable sequence if the data is not stable, and performs white noise test, residual autocorrelation and partial autocorrelation graph test after using an autoregressive moving average model, wherein the data is predicted to determine whether the time sequence data is stable or not firstly, and if the data is not stable, the differential process is required firstly until the data becomes a stable sequence, so that the accuracy of the data can be improved;
(2) The ITSM management in the work order module adopts a data analysis technology to carry out data management, discovers potential data rules and trends through visualization and statistical analysis and exploration of association and distribution in the data, establishes an analysis model, determines a proper statistical analysis learning model to interpret the data and reveal the internal relationship of the data; applying the model to test data, checking the validity and prediction accuracy of the model, and if the model is found to be poor in effect, improving or adjusting the model; finally, the result expression and report generation can help the system platform to realize good service management, and perfect service level standard and quality control mechanism are established, so that the service quality is improved;
(3) The application combines a randomly generated character string and the password in the account password encryption process and participates in operation together in the encryption operation, thereby effectively preventing the attack of the rainbow table, improving the security of the password, and even if an attacker knows one part, the attacker cannot directly deduce the other part, thereby avoiding the password cracking technologies such as violent cracking, rainbow table attack and the like.
Drawings
In order to more clearly illustrate the technical solutions of embodiments or examples of the present application, the drawings that are required to be used in the embodiments or examples description will be briefly described below, and it is apparent that the drawings in the following description are only some embodiments of the present application and should not be construed as limiting the scope, and other drawings may be obtained according to the drawings without inventive effort to those of ordinary skill in the art.
FIG. 1 is a schematic diagram of the structure of the present application;
FIG. 2 is a flow chart of the present application.
Detailed Description
For the purposes of making the objects, technical solutions and advantages of the embodiments of the present application more apparent, the technical solutions of the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings in the embodiments of the present application, and it is apparent that the described embodiments are some embodiments of the present application, but not all embodiments, and that the components of the embodiments of the present application generally described and illustrated in the drawings herein may be arranged and designed in various different configurations.
Thus, the following detailed description of the embodiments of the application, which are provided in the accompanying drawings, is not intended to limit the scope of the application as claimed, but is merely representative of selected embodiments of the application, based on which all other embodiments that may be obtained by one of ordinary skill in the art without making inventive efforts are within the scope of this application.
Example 1
As shown in fig. 1, an operation and maintenance platform based on meta-universe includes: the system comprises a data acquisition module, a work order module, a programming interface center module, an operation and maintenance robot, a single sign-on module, a notification module, a tool module and a meta universe module.
The data acquisition module is used for carrying out data acquisition and processing on equipment cabinets and equipment in a machine room, processing original data after acquiring acquired data, cleaning abnormal values and missing values, carrying out stability test on the data, carrying out differential operation if the data are unstable, converting the data into a stable sequence, adopting a least square estimation parameter value, selecting an autoregressive moving average model, carrying out detection calculation, predicting the data by using the autoregressive moving average model, giving out statistical information such as standard error, confidence interval and the like, carrying out evaluation risk and formulation strategy, carrying out white noise test, residual autocorrelation and partial autocorrelation map test on the autoregressive moving average model for improving the effectiveness of the model, and firstly determining whether time sequence data are stable or not if the data are not stable, carrying out differential processing until the data become a stable sequence, and then observing initial parameters selected by a sample autocorrelation function image and a partial autocorrelation function image; estimating parameters of the model by a least square method to obtain a final model; checking and diagnosing the model, including residual analysis and model fitting degree checking; the prediction is performed using a model, gradually predicting the values of the next several time points forward.
The work order module is used for carrying out self-defined workflow and ITSM management, wherein the ITSM management in the work order module adopts a data analysis technology to carry out data management, firstly collects and acquires original data, and then carries out data deduplication, missing value filling, outlier processing and data cleaning operation to ensure the accuracy and consistency of the data; preprocessing the original data, and performing feature selection, dimension reduction, data standardization and data discretization to enable the original data to be in a form suitable for an analysis model; exploring the association and distribution inside the data through visualization and statistical analysis, and finding potential data rules and trends; establishing an analysis model, determining a proper statistical analysis learning model to interpret the data and reveal the inherent relationship; applying the model to test data, checking the validity and prediction accuracy of the model, and if the model is found to be poor in effect, improving or adjusting the model; the final results are expressed and reports are generated, and conclusions and suggestions from the data analysis are communicated to the staff by making charts, interactive reports and visual data.
The operation and maintenance robot is used for performing job management, job scheduling, job execution and man-machine interaction, and the operation and maintenance robot uses an ITIL frame and combines management software to perform log analysis and flow monitoring so as to optimize job processing efficiency and ensure the integrity of a job life cycle and data stability to perform job management; the job scheduling is to use job scheduling software to provide a collaborative scheduling and visual graphical user interface, a packaging script and retry, support cross-platform computing resource convergence and ensure efficient and orderly completion of tasks under the diversity of an operating system; the job execution is to select proper programming language, script and operation command according to the requirement, and add authentication, API interface and process resource limitation, so as to reduce potential safety hazard; the man-machine interaction is realized by two modes of providing a graphical user interface and a command line interface, and the unstructured text is converted into a job instruction by adopting a natural language processing technology, so that the automatic processing is realized.
The single sign-on module is used for carrying out user registration, login, logout, registration and information modification, and the single sign-on module adopts a form verification framework to ensure the input correctness, checks whether the submitted data contains sensitive or malicious content, selects a relational database and a non-relational database, uses an encryption algorithm and a salt mechanism in the verification process, maintains a login state after login by using a session technology, and automatically exits when leaving a page.
The encryption algorithm is that an RSA asymmetric encryption algorithm is adopted, a pair of public key and private key are firstly generated when an account is established by generating a secret key, the public key is used for encryption, the private key is used for decryption and signing, only the system can acquire the secret key, a user provides the public key to encrypt plaintext, the encrypted ciphertext is transmitted to the system, and after the system receives the ciphertext, the secret key is used for decryption to restore the plaintext.
The salt mechanism is to combine a randomly generated character string with the password in the encryption process of the account password and participate in the operation together when the encryption operation is carried out. The random character string is called as a salt value, the combined result is encrypted again, the same password is used in different accounts to obtain different ciphertexts, the salt value of one account is determined, a group of random characters is generated for the new account when the new account is created, the characters are added to account passwords for combination and then are subjected to hash processing, the password after adding the salt is stored in a database when the specific account is stored, and each account has an independent secret key.
And the notification module is used for sending the information notification to staff, and the notification modes comprise telephone, short message, weChat, email, nail and work software notification.
A tool module for mounting a variety of application tools, the tools of the tool module including GitLab, jenkins, etcd, zabbix, statsd, grafana, graphite, ansible, docker, jumpserver.
And the meta-universe module is used for displaying the real image through the MR/VR equipment, receiving the access request, returning the related information and providing related functions.
The programming interface center module is used for setting up programming interfaces, connecting with all the modules, performing module authentication, module authority management, interface change and data transfer.
When faults occur, workers only need to wear VR glasses, data seen through the VR glasses corresponds to system platform data in real time, software and hardware inspection and fault detection of VR immersive machine room equipment are achieved when the system data is seen, abnormal points of real-time data capturing equipment, real-time video data and real-time response site conditions are obtained, a holographic simulation intelligent operation and maintenance platform is not needed, the problems can be solved as well, and super-strong immersive experience is achieved.
As can be seen from the above description, in this example, the data acquisition module performs data acquisition and processing on the equipment cabinet and equipment in the machine room, the work order module performs custom workflow, performs ITSM management, the operation and maintenance robot performs operation management, operation scheduling, operation execution and man-machine interaction, the single sign-on module performs user registration, login, log-out, registration and information modification, the notification module sends information notification to the staff, the tool module installs various application tools, the meta universe module displays real images through the MR/VR equipment, receives access requests, returns related information, provides related functions, and the programming interface center module sets up programming interfaces, is connected with all the modules, performs module authentication, module authority management, interface modification and data transfer.
The foregoing examples have shown only the preferred embodiments of the application, which are described in more detail and are not to be construed as limiting the scope of the application. It should be noted that modifications, improvements and substitutions can be made by those skilled in the art without departing from the spirit of the application, which are all within the scope of the application.
Claims (10)
1. An operation and maintenance platform based on meta-universe, which is characterized by comprising: the system comprises a data acquisition module, a work order module, a programming interface center module, an operation and maintenance robot, a single sign-on module, a notification module, a tool module and a meta universe module,
the data acquisition module is used for acquiring and processing data of the equipment cabinet and equipment in the machine room;
the work order module is used for carrying out self-defined workflow and ITSM management;
the operation and maintenance robot is used for carrying out job management, job scheduling, job execution and man-machine interaction;
the single sign-on module is used for registering, logging in, logging out, registering and information modification of the user;
the notification module is used for sending the information notification to the staff;
a tool module for installing a plurality of application tools;
the meta-universe module is used for displaying a real image through the MR/VR equipment, receiving an access request, returning related information and providing related functions;
the programming interface center module is used for setting up programming interfaces, connecting with all the modules, performing module authentication, module authority management, interface change and data transfer.
2. The meta-universe based operation and maintenance platform of claim 1 wherein: after acquiring the acquired data, the data acquisition module processes the original data, cleans abnormal values and missing values, performs stability test on the data, performs differential operation if the data is unstable, converts the data into a stable sequence, adopts a least square estimation parameter value to estimate, selects an autoregressive moving average model, performs detection calculation, predicts the data by using the autoregressive moving average model, gives statistical information such as standard errors, confidence intervals and the like, and evaluates risk and formulates strategies.
3. The meta-universe based operation and maintenance platform of claim 2 wherein: the method comprises the steps of carrying out white noise detection, residual autocorrelation and partial autocorrelation graph detection on an autoregressive moving average model to improve the effectiveness of the model, wherein the data is predicted by firstly determining whether time sequence data is stable or not, if the data is non-stable, carrying out differential processing until the data becomes a stable sequence, and then observing initial parameters selected by a sample autocorrelation function image and a partial autocorrelation function image; estimating parameters of the model by a least square method to obtain a final model; checking and diagnosing the model, including residual analysis and model fitting degree checking; the prediction is performed using a model, gradually predicting the values of the next several time points forward.
4. The meta-universe based operation and maintenance platform of claim 1 wherein: the ITSM management in the work order module adopts a data analysis technology to carry out data management, firstly collects and acquires original data, and then carries out data deduplication, missing value filling, outlier processing and data cleaning operation to ensure the accuracy and consistency of the data; preprocessing the original data, and performing feature selection, dimension reduction, data standardization and data discretization to enable the original data to be in a form suitable for an analysis model; exploring the association and distribution inside the data through visualization and statistical analysis, and finding potential data rules and trends; establishing an analysis model, determining a proper statistical analysis learning model to interpret the data and reveal the inherent relationship; applying the model to test data, checking the validity and prediction accuracy of the model, and if the model is found to be poor in effect, improving or adjusting the model; the final results are expressed and reports are generated, and conclusions and suggestions from the data analysis are communicated to the staff by making charts, interactive reports and visual data.
5. The meta-universe based operation and maintenance platform of claim 1 wherein: the operation and maintenance robot uses an ITIL frame and combines management software to perform log analysis and flow monitoring so as to optimize the operation processing efficiency and ensure the integrity of the operation life cycle and the data stability to perform operation management; the job scheduling is to use job scheduling software to provide a collaborative scheduling and visual graphical user interface, a packaging script and retry, support cross-platform computing resource convergence and ensure efficient and orderly completion of tasks under the diversity of an operating system; the job execution is to select proper programming language, script and operation command according to the requirement, and add authentication, API interface and process resource limitation, so as to reduce potential safety hazard; the man-machine interaction is realized by two modes of providing a graphical user interface and a command line interface, and the unstructured text is converted into a job instruction by adopting a natural language processing technology, so that the automatic processing is realized.
6. The meta-universe based operation and maintenance platform of claim 1 wherein: the single sign-on module adopts a form verification framework to ensure the correctness of input, checks whether the submitted data contains sensitive or malicious content, selects a relational database and a non-relational database, uses an encryption algorithm and a salt mechanism in the verification process, maintains a login state after login by using a session technology, and automatically exits when leaving a page.
7. The meta-universe based operation and maintenance platform of claim 6 wherein: the encryption algorithm adopts an RSA asymmetric encryption algorithm, a secret key is generated, when an account is established, a pair of public key and private key is generated first, the public key is used for encryption, the private key is used for decryption and signing, only the system can acquire the secret key, a user provides the public key for encrypting plaintext, the encrypted ciphertext is transmitted to the system, and after the system receives the ciphertext, the secret key is used for decryption, and the plaintext is restored.
8. The meta-universe based operation and maintenance platform of claim 6 wherein: the salt value mechanism is characterized in that a randomly generated character string is combined with a password in the encryption process of an account password and participates in operation together when encryption operation is carried out, the random character string is called a salt value, the combined result is encrypted again, different ciphers can be obtained when the same password is used in different accounts, the salt value of an account is determined, a group of random characters are generated for the account when a new account is created, the characters are added to the account password for combination and then are subjected to hash processing, the password after salt addition is stored in a database when a specific account is stored, and each account has an independent secret key.
9. The meta-universe based operation and maintenance platform of claim 1 wherein: the tools of the tool module include GitLab, jenkins, etcd, zabbix, statsd, grafana, graphite, ansible, docker, jumpserver.
10. The meta-universe based operation and maintenance platform of claim 1 wherein: the notification modes of the notification module comprise telephone, short message, micro message, E-mail, nail and work software notification.
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CN117081758B (en) * | 2023-10-16 | 2024-02-27 | 无锡容智技术有限公司 | Meta universe call method based on block chain |
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