CN115686594A - Terminal automatic operation and maintenance management system and method - Google Patents
Terminal automatic operation and maintenance management system and method Download PDFInfo
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- CN115686594A CN115686594A CN202211388240.4A CN202211388240A CN115686594A CN 115686594 A CN115686594 A CN 115686594A CN 202211388240 A CN202211388240 A CN 202211388240A CN 115686594 A CN115686594 A CN 115686594A
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Abstract
The invention discloses a terminal automatic operation and maintenance management system and a method, and the system comprises the following steps: the user requirement analysis module is used for analyzing user requirement information and operating and maintaining client information by an engineer; the user terminal module is used for acquiring operation and maintenance data in real time through the front end and forwarding the data to the engineer programming module; the engineer programming module is used for an engineer to perform an operation platform cluster for short-term software operation and maintenance; the software operation and maintenance module is used for receiving the operation and maintenance instruction and performing software operation and maintenance according to the instruction; and the software operation and maintenance control decision module is used for accessing the pre-stored data information through the software installation address and carrying out corresponding operation according to the control instruction. According to the invention, the software development request sent by the user is received through the software data server, so that the utilization rate of software information and the management strength of software development data are improved, and bugs in software are reduced.
Description
Technical Field
The invention relates to the field of software operation and maintenance, in particular to a terminal automatic operation and maintenance management system and a method.
Background
The IT operation and maintenance management refers to the work of maintaining and managing the operating environment (including a physical network, a software and hardware environment, and the like), the operating system, and the like after the infrastructure construction is completed. For example, the operation status of the network device, the server device and the Linux/Windows system can be changed and managed; monitoring management of various applications, such as databases, middleware, and various general or specific services, is supported. Such as firewalls, dns containers, virtual systems, etc.
With the increasing number of managed devices (also referred to as operation and maintenance management objects, or operation and maintenance objects), different operation and maintenance management objects need to be supported by different operation and maintenance management platforms/tools, but management cracks exist between independent management platforms, and information interaction between the management platforms is not smooth.
In addition, considering that the operation and maintenance management objects are distributed in different machine rooms and network environments, even if the operation and maintenance management objects of the same type are distributed in different machine rooms and network environments, different management platforms/tools are required to be adopted for maintenance due to the physical environment factors of the operation and maintenance management objects, and the maintenance difficulty and cost are further increased. At present, data among different management platforms are difficult to update synchronously, so that the efficiency of operation and maintenance management is low.
Based on the above problems, a new automatic operation and maintenance management mechanism is needed to solve the above problems.
Disclosure of Invention
In order to overcome the defects and shortcomings of the prior art, the invention provides a terminal automation operation and maintenance management system and a terminal automation operation and maintenance management method.
The invention relates to a terminal automation operation and maintenance management system, which is used for executing the process of software development of a user to a technical department and a management department through a terminal server and a cloud remote control platform and comprises a user demand analysis module, a user terminal module, an engineer programming module, a system comprehensive management module, a software operation and maintenance module and a software operation and maintenance control decision module;
the user requirement analysis module is used for analyzing user requirement information and operating and maintaining client information by an engineer;
the user terminal module is used for acquiring operation and maintenance data in real time through the front end and forwarding the data to the engineer programming module;
the engineer programming module is used for an operation platform cluster for short-term software operation and maintenance of engineers, and different independent engineer operation platforms are connected in parallel;
the system comprehensive management module stores the type and size of a system; the system comprehensive management module is used for selecting the types and the quantity of software which is operated and maintained in a short time on the same day from the system information database and sending the types and the quantity to the engineer operation platform cluster for operation and maintenance on the same day;
the software operation and maintenance module is used for receiving the operation and maintenance instruction, performing software operation and maintenance according to the instruction and feeding back the operation and maintenance result;
and the software operation and maintenance control decision module is used for acquiring a software installation address corresponding to the software data access request according to a software installation address software ID corresponding to the software data access request, accessing prestored data information through the software installation address and performing corresponding operation according to the control instruction.
As a preferred technical solution, the operation and maintenance client information is stored in a software data server; the software data server is used for receiving a software development request sent by a user; the software development request comprises a software data request comprising a software code, a software installation address software ID, software data and a control instruction, and the software data request is sent to the corresponding system comprehensive management module according to the software installation address software ID.
As a preferred technical scheme, the operation and maintenance client information sent by the user is converted into an intelligent requirement and a trigger condition, written into a user requirement analysis module, and sent to a terminal server; the terminal server receives client information, writes the client information into an engineer programming module, sends the client information to the cloud remote control platform when receiving an intelligent demand execution instruction of the software operation and maintenance module, and returns inconsistent operation and maintenance information when receiving an operation and maintenance failure instruction of the software operation and maintenance module; the cloud remote control platform receives the client information, writes the client information into the engineer programming module, sends the operation and maintenance client information to a technical department and a management department when receiving an execution intelligent demand instruction of the software operation and maintenance module, and returns inconsistent operation and maintenance information when receiving an operation and maintenance failure instruction of the software operation and maintenance module.
As a preferred technical solution, the software operation and maintenance module receives operation and maintenance client information, writes the operation and maintenance client information into an engineer programming module, transfers software ownership according to the content of a requirement when receiving an intelligent requirement execution instruction of the software operation and maintenance control decision module, and returns operation and maintenance information inconsistency information when receiving an operation and maintenance failure instruction of the software operation and maintenance control decision module; the management department receives the operation and maintenance details, writes the operation and maintenance details into the engineer programming module, modifies and rewrites codes according to the requirement content when receiving the execution intelligent requirement instruction of the operation and maintenance decision unit, and returns the inconsistent information of the operation and maintenance information when receiving the operation and maintenance failure instruction of the software operation and maintenance control decision module; the development and test department receives the information of transferring the ownership of the software, modifying and rewriting the codes and writes the information into the engineering programming module.
As a preferred technical scheme, the software operation and maintenance control decision module calls information in an engineer programming module in the operation and maintenance process to be compared with current operation and maintenance client information, and judges whether the operation and maintenance client information meets the triggering condition of the intelligent requirement, if the update times stored by the system comprehensive management module are equal to the update times appointed in the intelligent requirement; the updating time stored by the system comprehensive management module is equal to the updating time appointed in the intelligent requirement; the size of the updated memory of the system integrated management module is equal to the size of the updated memory agreed in the intelligent requirement; and the operation and maintenance time stored by the system comprehensive management module is equal to the operation and maintenance time appointed in the intelligent requirement, if so, an instruction for executing the intelligent requirement is sent, and otherwise, an instruction for failing the operation and maintenance is sent.
As a preferred technical scheme, the engineer programming module performs bug monitoring on the operation process of each operation and maintenance operation platform, and also performs bug monitoring on the operation and maintenance information set of the data filter screen; in an initial state, an engineer logs in a bug control unit, and performs initial setting on software and bug maintenance rules in the operation and maintenance process according to policy regulations and operation and maintenance bug maintenance rules, wherein the initial setting comprises trigger event rule setting, peak limit interval setting and peak limit initial value setting; the operation and maintenance data analysis server also comprises a bug maintenance analysis unit; the data acquisition device periodically sends the bug maintenance information related data to the operation and maintenance data analysis server; and the system comprehensive management module optimizes the limit peak value of the existing bug maintenance rule according to the actual short-term operation and maintenance data statistical condition and the historical operation and maintenance data statistical condition, generates a new bug maintenance rule, and sends the new bug maintenance rule to the bug control unit to realize bug maintenance optimization of software and the operation and maintenance process.
The invention relates to a terminal automatic operation and maintenance management method, which comprises the following steps:
step S1: a user inputs user information and operation and maintenance client information into a user demand analysis module;
step S2: a software data server receives a software development request sent by a user;
and step S3: the software data server writes the intelligent requirements and the triggering conditions into the user requirement analysis module according to the conversion;
and step S4: the software operation and maintenance module sends operation and maintenance order information to the cloud remote control platform when executing the intelligent demand instruction;
step S5: the software operation and maintenance module sends operation and maintenance client information to a technical department and a management department when executing an intelligent demand instruction;
step S6: when the software operation and maintenance control decision module executes the intelligent demand instruction, the ownership of the software is transferred according to the demand content;
step S7: the management department receives the operation and maintenance details, writes the operation and maintenance details into the engineer programming module, and receives the codes which are modified and rewritten according to the requirement content when the software operation and maintenance control decision module executes the intelligent requirement instruction;
step S8: the software operation and maintenance control decision module calls information in the engineer programming module in the operation and maintenance process to be compared with the current operation and maintenance client information, if the comparison is successful, software development is completed, and the software is stored and recorded;
step S9: and the engineer programming module performs bug monitoring on the operation process of each operation and maintenance operation platform.
As a preferred technical solution, in the step S1, the user requirement analysis module includes a user account management module for managing user account information and an operation and maintenance order management module for managing operation and maintenance client information.
As a preferred technical solution, in step S9, the bug monitoring is performed by bug maintenance rule peak limit processing, the bug maintenance rule peak limit optimization is performed according to a big data analysis manner of operation and maintenance history, a suitable convolutional neural network model is selected, the peak limit value of a specific compliance bug maintenance rule and corresponding software revenue data are used as training sample inputs for operation, and the convolutional neural network model is continuously perfected through machine training and learning, so as to obtain an optimal solution of the peak limit value of the compliance bug maintenance rule.
As a preferred technical solution, the convolutional neural network model is expressed as:
A d ＝B d +Q s W v +H d
in the formula, A d Expressed as the effect of the d-th software run and maintenance, W v Expressed as the feedback rate of the user, B d Expressed as intercept term, H d Expressed as an error term.
The invention has the following beneficial effects:
the software development system receives a software development request sent by a user through the software data server, writes the software development request into the user requirement analysis module according to the intelligent requirement and the triggering condition, and calls information in the engineer programming module to be compared with information of a current operation and maintenance client side by the software operation and maintenance control decision module in the operation and maintenance process to complete software development, so that the utilization rate of software information and the management strength of software development data are improved, and bugs in software are reduced. Of course, it is not necessary for any product in which the invention is practiced to achieve all of the above-described advantages at the same time.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings used in the description of the embodiments will be briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and it is obvious for those skilled in the art that other drawings can be obtained according to the drawings without creative efforts.
FIG. 1 is a first block diagram of the system of the present invention;
FIG. 2 is a second block diagram of the system of the present invention;
FIG. 3 is a third block diagram of the system of the present invention;
FIG. 4 is a fourth block diagram of the system of the present invention;
FIG. 5 is a fifth block diagram of the system of the present invention;
FIG. 6 is a sixth block diagram of the system of the present invention;
FIG. 7 is a seventh block diagram of the system of the present invention;
FIG. 8 is a flow chart of the method of the present invention.
Detailed Description
It should be noted that the embodiments and features of the embodiments can be combined with each other without conflict, and the present application will be further described in detail with reference to the drawings and specific embodiments.
As shown in fig. 1 to 7, the present invention is a terminal automation operation and maintenance management system, which is used for executing a process of software development from a user to a technical department and a management department through a terminal server and a cloud remote control platform, and includes a user demand analysis module, a user terminal module, an engineer programming module, a software management server, a software operation and maintenance module, and a software operation and maintenance control decision module;
the user demand analysis module is used for analyzing user demand information and operating and maintaining client information by an engineer;
the user terminal module is used for acquiring operation and maintenance data in real time through the front end and forwarding the data to the engineer programming module;
the system comprises an engineer programming module, an operation platform cluster and a control module, wherein the engineer programming module is used for an engineer to perform short-term operation and maintenance of software, and different independent engineer operation platforms are connected in parallel;
the system comprehensive management module stores the type and size of the system; the system comprehensive management module is used for selecting the types and the quantities of software which are operated and maintained in a short time on the current day from the system information database and sending the types and the quantities to the trader operation console cluster for operation and maintenance on the current day;
the software operation and maintenance module is used for receiving the operation and maintenance instruction, performing software operation and maintenance according to the instruction and feeding back the operation and maintenance result;
and the software operation and maintenance control decision module is used for acquiring a software installation address corresponding to the software data access request according to the software installation address corresponding to the software data request, accessing the pre-stored data information through the software installation address and carrying out corresponding operation according to the control instruction.
The operation and maintenance client information is stored in the software data server; the software data server is used for receiving a software development request sent by a user; the software development request comprises a software data request comprising a software code, a software installation address software ID, software data and a control instruction, and the software data request is sent to the corresponding system comprehensive management module according to the software installation address software ID.
The method comprises the steps that operation and maintenance client information sent by a user is converted into intelligent requirements and trigger conditions, the intelligent requirements and the trigger conditions are written into a user requirement analysis module, and the operation and maintenance client information is sent to a terminal server; the terminal server receives the client information, writes the client information into the engineer programming module, sends the operation and maintenance client information to the cloud remote control platform when receiving an intelligent demand execution instruction of the software operation and maintenance module, and returns inconsistent operation and maintenance information when receiving an operation and maintenance failure instruction of the software operation and maintenance module; the cloud remote control platform receives the client information, writes the client information into the engineer programming module, sends the operation and maintenance client information to a technical department and a management department when receiving an execution intelligent demand instruction of the software operation and maintenance module, and returns inconsistent operation and maintenance information when receiving an operation and maintenance failure instruction of the software operation and maintenance module.
The software operation and maintenance module receives the operation and maintenance client information, writes the operation and maintenance client information into the engineer programming module, transfers the software ownership according to the required content when receiving the intelligent requirement execution instruction of the software operation and maintenance control decision module, and returns the operation and maintenance information inconsistency information when receiving the operation and maintenance failure instruction of the software operation and maintenance control decision module; the management department receives the operation and maintenance details, writes the operation and maintenance details into the engineer programming module, modifies and rewrites codes according to the demand content when receiving the execution intelligent demand instruction of the software operation and maintenance control decision module, and returns the operation and maintenance information inconsistent information when receiving the operation and maintenance failure instruction of the software operation and maintenance control decision module; the development and test department receives the information of transferring the ownership of the software, modifying and rewriting the codes and writes the information into the engineering programming module.
The software operation and maintenance control decision module calls information in the engineer programming module in the operation and maintenance process to be compared with the current operation and maintenance client information, and judges whether the operation and maintenance client information meets the triggering condition of the intelligent requirement or not, if the updating times stored by the system comprehensive management module are equal to the updating times appointed in the intelligent requirement; the updating time stored by the system comprehensive management module is equal to the updating time appointed in the intelligent requirement; the size of the updating memory of the software management server is equal to the size of the updating memory appointed in the intelligent requirement; and the operation and maintenance time stored by the system comprehensive management module is equal to the operation and maintenance time appointed in the intelligent requirement, if so, an instruction for executing the intelligent requirement is sent, and otherwise, an instruction for failing the operation and maintenance is sent.
The engineer programming module performs bug monitoring on the operation process of each operation and maintenance operation platform and performs bug monitoring on the operation and maintenance information set of the data filter screen; in an initial state, an engineer logs in a bug control unit, and performs initial setting on software and bug maintenance rules in the operation and maintenance process according to policy regulations and operation and maintenance bug maintenance rules, wherein the initial setting comprises setting of trigger event rules, setting of intervals of limiting peak values and setting of initial values of limiting peak values; the operation and maintenance data analysis server also comprises a bug maintenance analysis unit; the data acquisition device periodically sends the bug maintenance information related data to the operation and maintenance data analysis server; and the system comprehensive management module optimizes the limit peak value of the existing bug maintenance rule according to the actual short-term operation and maintenance data statistical condition and the historical operation and maintenance data statistical condition to generate a new bug maintenance rule, and sends the new bug maintenance rule to the bug control unit to realize the bug maintenance optimization of the software and the operation and maintenance process.
As shown in fig. 8, the present invention is a method for terminal automated operation and maintenance management, comprising the following steps:
step S1: a user inputs user information and operation and maintenance client information into a user demand analysis module;
step S2: a software data server receives a software development request sent by a user;
and step S3: the software data server writes the intelligent requirements and the trigger conditions into the user requirement analysis module according to the conversion;
and step S4: the software operation and maintenance module sends operation and maintenance data to the cloud remote control platform when executing the intelligent demand instruction;
step S5: the software operation and maintenance module sends operation and maintenance client information to a technical department and a management department when executing an intelligent demand instruction;
step S6: when the software operation and maintenance control decision module executes the intelligent demand instruction, the ownership of the software is transferred according to the demand content;
step S7: the management department receives the operation and maintenance details, writes the operation and maintenance details into the engineer programming module, and receives the codes which are modified and rewritten according to the requirement content when the operation and maintenance control decision unit executes the intelligent requirement instruction;
step S8: the software operation and maintenance control decision module calls information in the engineer programming module in the operation and maintenance process to be compared with the current operation and maintenance client information, and if the comparison is successful, software development is completed, and the software is stored and recorded;
step S9: and the engineer programming module performs bug monitoring on the operation process of each operation and maintenance operation platform.
In step S1, the user demand analysis module includes a user account management module for managing user account information and an operation and maintenance client management module for managing operation and maintenance client information.
In step S9, the bug monitoring is performed through bug maintenance rule peak limit processing, the bug maintenance rule peak limit optimization is performed according to a big data analysis mode of operation and maintenance history, a suitable convolutional neural network model is selected, the limit peak of the specific compliance bug maintenance rule and corresponding software profit data are input as training samples to perform operation, and the convolutional neural network model is continuously perfected through machine training learning, so as to obtain an optimal solution of the limit peak of the compliance bug maintenance rule.
The convolutional neural network model is represented as:
A d ＝B d +Q s W v +H d
in the formula, A d Expressed as the effect of the d-th software run and maintenance, W v Expressed as the feedback rate of the user, B d Expressed as intercept terms, H d Expressed as an error term.
It should be noted that, in the above system embodiment, each included unit is only divided according to functional logic, but is not limited to the above division as long as the corresponding function can be implemented; in addition, specific names of the functional units are only for convenience of distinguishing from each other, and are not used for limiting the protection scope of the present invention.
In addition, those skilled in the art can understand that all or part of the steps in the method for implementing the embodiments described above can be implemented by a program to instruct related hardware, and the corresponding program can be stored in a computer readable storage medium.
In the description of the present invention, it is to be noted that, unless otherwise explicitly specified or limited, the terms "disposed," "mounted," "connected," and "fixed" are to be construed broadly, e.g., as meaning either fixedly connected, detachably connected, or integrally connected; can be mechanically or electrically connected; they may be connected directly or indirectly through intervening media, or they may be interconnected between two elements. The specific meaning of the above terms in the present invention can be understood by those of ordinary skill in the art through specific situations.
Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various equivalent changes, modifications, substitutions and alterations can be made herein without departing from the principles and spirit of the invention, the scope of which is defined by the appended claims and their equivalents.
Claims (10)
1. The utility model provides a terminal automation fortune dimension management system for the process that execution user carried out software development to technical department and management department through terminal server, high in the clouds remote control platform, its characterized in that, the system includes:
the user requirement analysis module is used for analyzing user requirement information and operating and maintaining client information by an engineer;
the user terminal module is used for acquiring operation and maintenance data in real time through the front end and forwarding the data to the engineer programming module;
the system comprises an engineer programming module, an operation platform cluster and a control module, wherein the engineer programming module is used for an engineer to perform short-term operation and maintenance of software, and different independent engineer operation platforms are connected in parallel;
the system comprehensive management module stores the type and size of a system;
the system comprehensive management module is used for selecting the types and the quantity of software which is operated and maintained for a short time on the same day from the system information database and sending the selected types and the quantity to the engineer operation platform cluster for operation and maintenance on the same day;
the software operation and maintenance module is used for receiving the operation and maintenance instruction, performing software operation and maintenance according to the instruction and feeding back the operation and maintenance result;
and the software operation and maintenance control decision module is used for acquiring a software installation address corresponding to the software data access request through a software installation address corresponding to the software data request, accessing the pre-stored data information through the software installation address and performing corresponding operation according to the control instruction.
2. The terminal automation operation and maintenance management system of claim 1, wherein the operation and maintenance client information is stored in a software data server; the software data server is used for receiving a software development request sent by a user;
the software development request comprises a software data request comprising a software code, a software installation address software ID, software data and a control instruction, and the software data request is sent to the corresponding system comprehensive management module according to the software installation address software ID.
3. The terminal automation operation and maintenance management system of claim 1, wherein the operation and maintenance client information sent by the user is converted into an intelligent requirement and trigger condition, written into the user requirement analysis module, and sent to the terminal server;
the terminal server receives client information, writes the client information into an engineer programming module, sends the client information to the cloud remote control platform when receiving an intelligent demand execution instruction of the software operation and maintenance module, and returns inconsistent operation and maintenance information when receiving an operation and maintenance failure instruction of the software operation and maintenance module;
the cloud remote control platform receives the client information, writes the client information into the engineer programming module, sends the operation and maintenance client information to a technical department and a management department when receiving an execution intelligent demand instruction of the software operation and maintenance module, and returns inconsistent operation and maintenance information when receiving an operation and maintenance failure instruction of the software operation and maintenance module.
4. The terminal automation operation and maintenance management system of claim 1, wherein the software operation and maintenance module receives operation and maintenance client information, writes the operation and maintenance client information into an engineer programming module, transfers software ownership according to the content of the requirement when receiving an intelligent requirement execution instruction of the software operation and maintenance control decision module, and returns operation and maintenance information inconsistency information when receiving an operation and maintenance failure instruction of the software operation and maintenance control decision module;
the management department receives the operation and maintenance details, writes the operation and maintenance details into the engineer programming module, modifies and rewrites codes according to the demand content when receiving the execution intelligent demand instruction of the software operation and maintenance control decision module, and returns the operation and maintenance information inconsistent information when receiving the operation and maintenance failure instruction of the software operation and maintenance control decision module; the development and test department receives the information of transferring the ownership of the software, modifying and rewriting the codes and writes the information into the engineering programming module.
5. The terminal automation operation and maintenance management system of claim 1, wherein the software operation and maintenance control decision module calls information in an engineer programming module during operation and maintenance to compare the information with current operation and maintenance client information, and judges whether the operation and maintenance client information meets the triggering condition of the intelligent requirement, if the update times stored by the system comprehensive management module are equal to the update times appointed in the intelligent requirement;
the updating time stored by the system comprehensive management module is equal to the updating time appointed in the intelligent requirement; the size of the updated memory of the system integrated management module is equal to the size of the updated memory agreed in the intelligent requirement; and the operation and maintenance time stored by the system comprehensive management module is equal to the operation and maintenance time appointed in the intelligent requirement, if so, an instruction for executing the intelligent requirement is sent, and otherwise, an instruction for failing the operation and maintenance is sent.
6. The terminal automation operation and maintenance management system of claim 1, wherein the engineer programming module performs bug monitoring on the operation process of each operation and maintenance operation platform, and performs bug monitoring on the operation and maintenance information set of the data filter screen; in an initial state, an engineer logs in a bug control unit, and performs initial setting on software and bug maintenance rules in the operation and maintenance process according to policy regulations and operation and maintenance bug maintenance rules, wherein the initial setting comprises setting of trigger event rules, setting of intervals of limiting peak values and setting of initial values of limiting peak values;
the operation and maintenance data analysis server also comprises a bug maintenance analysis unit; the data acquisition device periodically sends the bug maintenance information related data to the operation and maintenance data analysis server; and the system comprehensive management module optimizes the limit peak value of the existing bug maintenance rule according to the actual short-term operation and maintenance data statistical condition and the historical operation and maintenance data statistical condition to generate a new bug maintenance rule, and sends the new bug maintenance rule to the bug control unit to realize the bug maintenance optimization of the software and the operation and maintenance process.
7. A terminal automation operation and maintenance management method is characterized by comprising the following steps:
step S1: a user inputs user information and operation and maintenance client information into a user demand analysis module;
step S2: a software data server receives a software development request sent by a user;
and step S3: the software data server writes the intelligent requirements and the triggering conditions into the user requirement analysis module according to the conversion;
and step S4: the software operation and maintenance module sends operation and maintenance client information to the cloud remote control platform when executing the intelligent demand instruction;
step S5: the software operation and maintenance module sends operation and maintenance client information to a technical department and a management department when executing an intelligent demand instruction;
step S6: when the software operation and maintenance control decision module executes the intelligent demand instruction, the ownership of the software is transferred according to the demand content;
step S7: the management department receives the operation and maintenance details, writes the operation and maintenance details into the engineer programming module, and receives the codes which are modified and rewritten according to the requirement content when the software operation and maintenance control decision module executes the intelligent requirement instruction;
step S8: the software operation and maintenance control decision module calls information in the engineer programming module in the operation and maintenance process to be compared with the current operation and maintenance client information, and if the comparison is successful, software development is completed, and the software is stored and recorded;
step S9: and the engineer programming module performs bug monitoring on the operation process of each operation and maintenance operation platform.
8. The method according to claim 7, wherein in step S1, the user requirement analysis module includes a user account management module for managing user account information and an operation and maintenance client management module for managing operation and maintenance client information.
9. The method according to claim 7, wherein in step S9, the bug monitoring is performed by bug maintenance rule peak limit processing, the bug maintenance rule peak limit optimization is performed according to a big data analysis mode of operation and maintenance history, a proper convolutional neural network model is selected, the peak limit values of specific compliance bug maintenance rules and corresponding software revenue data are used as training samples to be input for operation, and the convolutional neural network model is continuously perfected through machine training and learning, so that an optimal solution of the peak limit values of the compliance bug maintenance rules is obtained.
10. The method for managing the terminal automation operation and maintenance according to claim 9, wherein the convolutional neural network model is expressed as:
A d ＝B d +Q s W v +H d
in the formula, A d Expressed as the effect of the d-th software run and maintenance, W v Expressed as the feedback rate of the user, B d Expressed as intercept terms, H d Expressed as an error term.
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| CN116007576A (en) * | 2023-02-14 | 2023-04-25 | 成都建工第三建筑工程有限公司 | Road settlement detection system and method based on artificial intelligence analysis |
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| CN116007576A (en) * | 2023-02-14 | 2023-04-25 | 成都建工第三建筑工程有限公司 | Road settlement detection system and method based on artificial intelligence analysis |
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