CN115174436B - Control method and system for automatic inspection robot of communication machine room - Google Patents
Control method and system for automatic inspection robot of communication machine room Download PDFInfo
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/08—Configuration management of networks or network elements
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/14—Network analysis or design
- H04L41/145—Network analysis or design involving simulating, designing, planning or modelling of a network
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
- H04L41/14—Network analysis or design
- H04L41/147—Network analysis or design for predicting network behaviour
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L43/00—Arrangements for monitoring or testing data switching networks
- H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters
- H04L43/0876—Network utilisation, e.g. volume of load or congestion level
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Abstract
The invention provides a control method and a system for an automatic inspection robot of a communication machine room, which belong to the technical field of position control and specifically comprise the following steps: obtaining the importance of the communication device based on the importance input set of the communication device; constructing a fault state of the communication device based on the fault data set of the communication device; when the importance of the communication equipment is larger than a first importance threshold value, controlling the inspection robot to inspect according to the importance from large to small, and taking the rest as the remaining important communication equipment; when the fault state of the remaining important communication equipment is larger than the first fault state threshold value, controlling the inspection robot to inspect from large to small according to the fault state, and taking the remaining important communication equipment as the remaining communication equipment; and evaluating the time consumed by the inspection robot for the path of the inspection of the rest communication equipment, and controlling the inspection robot to inspect the rest communication equipment according to the path with the shortest time consumption, so that the inspection becomes efficient and accurate.
Description
Technical Field
The invention belongs to the technical field of position control, and particularly relates to a control method and a system of an automatic inspection robot of a communication machine room.
Background
The method adopts a real-time unmanned robot inspection means, monitors the running state of the server in the communication machine room, not only can provide convenience for workers, but also can improve the accuracy of fault monitoring, reduce troubleshooting errors possibly caused by human factors, avoid a series of problems caused by the fact that the server fails to process in time, further increase the safety of the machine room according to the detection of temperature, and have certain theoretical significance and practical value for monitoring the working state of the server.
In order to solve the control problem of the inspection robot, authors in journal paper "intelligent robot inspection path auxiliary system for transformer substation" permanently search for a shortest path from a charging room to pass through all selected stop points, shorten the inspection distance, and implement efficient and fast dynamic defect inspection, but neglect the importance of devices inside a machine room and the defects of the devices inside the machine room, and do not perform inspection according to the importance of the inside of the machine room and the defect conditions of the devices in the inspection process preferentially, so that the failure of the important devices cannot be discovered at the first time, and do not combine the historical failure conditions of the devices and the temperature of the devices to construct the failure state of the devices, and preferentially inspect the devices with a higher failure state, so that the failure cannot be discovered in time, and therefore, the reliable and stable operation of the devices of the whole communication machine room cannot be ensured, huge time waste is caused in the inspection process, and the efficiency is lower.
Aiming at the technical problem, the invention provides a control method and a system of an automatic inspection robot for a communication machine room.
Disclosure of Invention
In order to realize the purpose of the invention, the invention adopts the following technical scheme:
according to one aspect of the invention, a communication machine room automatic inspection position control method is provided.
The utility model provides a communication computer lab automatic patrol and examine position control method which characterized in that specifically includes:
s11, constructing an importance input set based on the unit time processing data volume of the communication equipment in the communication machine room, the position of the communication equipment in the communication network and the data type processed by the communication equipment, and sending the importance input set into an importance prediction model based on an intelligent algorithm to obtain the importance of the communication equipment;
s12, constructing a fault data set based on historical fault data, operating temperature and unit time operating power consumption of the communication equipment, and sending the fault data set into a fault prediction model based on an intelligent algorithm to construct a fault state of the communication equipment;
s13, when the importance of the communication equipment is larger than a first importance threshold value, controlling the inspection robot to inspect according to the importance of the communication equipment from large to small, taking the communication equipment of which the importance is smaller than or equal to the first importance threshold value as the remaining important communication equipment, and entering the step S14;
s14, when the fault state of the remaining important communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the remaining important communication equipment from large to small, taking the communication equipment of which the fault state is smaller than or equal to the first fault state threshold value as the remaining communication equipment, and entering the step S15;
s15, evaluating the time consumed by the inspection robot for the path of the inspection of the remaining communication equipment, and controlling the inspection robot to inspect the remaining communication equipment according to the path with the shortest time consumption.
The method comprises the steps of firstly adopting the unit time processing data volume of the communication equipment, the position of the communication equipment in a communication network and the data type processed by the communication equipment to construct an importance input set, obtaining the importance of the communication equipment and obtaining the fault state of the communication equipment, firstly carrying out inspection on the communication equipment with the importance greater than a first importance threshold value in a first priority mode, then taking the communication equipment which is not inspected as the rest important communication equipment, then carrying out inspection according to the fault state of the rest important communication equipment, carrying out priority inspection on the communication equipment with the fault state greater than the first fault state threshold value, and finally carrying out shortest inspection on the rest communication equipment according to the inspection time, thereby solving the technical problem that the fault cannot be timely discovered due to the fact that the original inspection is not carried out according to the importance degree inside a machine room and the defect condition of the equipment preferentially when the inspection is carried out, further ensuring that the fault of the important equipment and the fault state risk of the equipment are high in combination, and further ensuring more reliable operation of inspection of the machine room.
By adopting the unit time processing data amount of the communication equipment, the position in the communication network and the data type processed by the communication equipment, the importance evaluation of the communication equipment from the perspective of data and position can be realized, and the final importance prediction result becomes more accurate by adopting an importance prediction model based on an intelligent algorithm.
The fault state of the communication equipment is evaluated by adopting historical fault data, operating temperature and operating power consumption in unit time, so that the fault state of the communication equipment can be evaluated from the perspective of the historical data and the perspective of the actual operating state, and the final evaluation result of the fault state becomes more accurate by adopting an importance prediction model based on an intelligent algorithm.
The communication equipment with the importance greater than the first importance threshold is patrolled and examined firstly, then the communication equipment with the fault state greater than the first state threshold is patrolled and examined, and finally the routing inspection is carried out according to the route with the shortest inspection time, so that the communication equipment with higher importance is patrolled and examined preferentially, and then the communication equipment with higher fault possibility is patrolled and examined preferentially, the reliability of the communication equipment is ensured, the patrolling and examining efficiency is improved, and the reliability and the stability of the state of the whole communication machine room are ensured.
The further technical solution is that the specific steps of the evaluation of the importance of the communication device are:
s21, constructing an importance input set based on the unit time processing data volume of the communication equipment, the position of the communication equipment in a communication network and the data type processed by the communication equipment;
s22, the importance input set is sent to an importance prediction model based on a GWOO-ELM algorithm to obtain an importance prediction result;
s23 obtains the importance of the communication device based on the importance prediction result.
The importance of the communication equipment is predicted by adopting the ELM algorithm optimized based on the GWOO algorithm, so that the advantages of high learning speed and high generalization capability of the ELM algorithm are utilized, and meanwhile, in order to avoid the defect that the output result of the ELM algorithm is unstable, the number of hidden layers and the learning rate of the ELM algorithm are optimized by adopting the GWOO algorithm, so that the output result is more accurate and stable.
The further technical solution is that the calculation formula of the first importance threshold is:
wherein W is a weight determined according to the location of the communication room, the more important the importance degree of the communication room in the communication network is, the larger W is, the value range is between 0 and 1, S is a weight determined according to the data amount processed by the communication room in unit time, the more data amount is, the larger S is, L is a weight determined according to the importance degree of the data type processed by the communication room, the more important the importance degree of the data type is, the larger L is, the value range of L is between 0 and 9.
By constructing the first importance threshold based on the location of the communication room, the amount of data processed per unit time, and the importance level of the type of data, the importance threshold can be combined with the importance of the communication room, and for an important node in the communication network, the smaller the threshold is, the smaller the importance threshold is
The method further comprises the steps that when the number of the remaining important communication devices is smaller than a first number threshold, the fault states of the remaining important communication devices are not judged any more, the time consumed by the inspection robot for inspecting the paths of the remaining important communication devices is evaluated, and the inspection robot is controlled to inspect the remaining important communication devices according to the path with the shortest consumed time.
When the number is smaller than the first number threshold, it indicates that the number of the remaining important communication devices to be inspected is already small, and if the fault states are further distinguished, unnecessary time waste may be caused.
The further technical scheme is that the specific steps for obtaining the fault state of the communication equipment are as follows:
s31, based on the fault data set of the communication equipment, sending the fault data set into a prediction model based on a BA-SVM algorithm to obtain fault classification;
s32, the temperature and the fault classification of the communication equipment are sent to a prediction model based on a GA-GRU algorithm to obtain a GRU fault state;
s33, obtaining the fault state of the communication equipment based on the fault state of the GRU.
The penalty coefficient of the error item of the SVM algorithm is optimized by adopting the BA algorithm, the accuracy and the efficiency of fault classification are improved, the fault classification and the temperature are further sent to a prediction model of the GRU algorithm optimized based on the GA algorithm, the accuracy of fault state evaluation is improved, the characteristic of high convergence speed of the GRU algorithm is utilized, the learning rate of the GRU algorithm is further optimized through the GA algorithm, and the efficiency is further improved.
The further technical scheme is that the calculation formula of the first fault state threshold value is as follows:
w is a weight value determined according to the position of the communication machine room, wherein the more important the importance degree of the communication machine room in a communication network is, the larger W is, the value range is between 0 and 1, and K is 4 、K 5 Are the weights.
The method comprises the following steps of constructing a comprehensive evaluation value according to the importance and the fault state of the communication equipment, and determining the polling sequence of the communication equipment:
s41, when the comprehensive evaluation value of the communication equipment is larger than a first comprehensive threshold value, controlling the inspection robot to inspect according to the comprehensive evaluation value of the communication equipment from large to small, taking the communication equipment of which the comprehensive evaluation value is smaller than or equal to the first comprehensive threshold value as the residual comprehensive communication equipment, and entering the step S42;
s42, when the fault state of the comprehensive communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the comprehensive communication equipment from large to small, taking the communication equipment of which the fault state of the residual comprehensive communication equipment is smaller than or equal to the first fault state threshold value as residual communication equipment, and entering the step S43;
s43, evaluating the time consumed by the inspection robot for the path of the inspection of the remaining communication equipment, and controlling the inspection robot to inspect the remaining communication equipment according to the path with the shortest time consumption.
Through setting of the comprehensive evaluation value, the inspection of the communication equipment is not only considered to be a single factor of fault state or importance, but also the priority of the communication equipment is evaluated from the aspect of multiple aspects, and the accuracy and the reliability of the inspection sequence are further improved.
The further technical scheme is that the calculation formula of the comprehensive evaluation value is as follows:
wherein Z is the importance of the communication device, G 1 The value ranges of the fault states of the communication equipment are all between 0 and 1, and K is 6 、K 7 Are the weights.
The method further comprises the steps that when the number of the residual comprehensive communication devices is smaller than a first number threshold, the fault states of the residual comprehensive communication devices are not judged any more, the time consumed by the inspection robot for inspecting the paths of the residual comprehensive communication devices is evaluated, and the inspection robot is controlled to inspect the residual comprehensive communication devices according to the path with the shortest consumed time.
On the other hand, the invention provides an automatic inspection position control system of a communication machine room, and the automatic inspection position control method of the communication machine room is characterized by comprising the following steps:
the system comprises an importance evaluation module, a fault state evaluation module and a control module;
the importance evaluation module is responsible for constructing an importance input set based on the unit time processing data volume of the communication equipment in the communication machine room, the position of the communication equipment in the communication network and the data type processed by the communication equipment, sending the importance input set into an importance prediction model based on an intelligent algorithm to obtain the importance of the communication equipment, and transmitting the importance to the control module;
the fault state evaluation module is responsible for constructing a fault data set based on historical fault data, operating temperature and unit time operating power consumption of the communication equipment, sending the fault data set into a fault prediction model based on an intelligent algorithm, constructing a fault state of the communication equipment and transmitting the fault state to the control module;
the control module is used for controlling the inspection robot to inspect according to the importance of the communication equipment from large to small when the importance of the communication equipment is larger than a first importance threshold value, and using the communication equipment of which the importance is smaller than or equal to the first importance threshold value as the residual important communication equipment; when the fault state of the remaining important communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the remaining important communication equipment from large to small, and taking the communication equipment of which the fault state is smaller than or equal to the first fault state threshold value as the remaining communication equipment; and evaluating the time consumed by the inspection robot for inspecting the remaining communication equipment, and controlling the inspection robot to inspect the remaining communication equipment according to the shortest time-consuming path.
In another aspect, an embodiment of the present application provides a computer-readable storage medium, on which a computer program is stored, which, when executed in a computer, causes the computer to execute the above-mentioned method for controlling an automatic inspection position of a communication room.
In another aspect, a computer program product is provided in an embodiment of the present application, where the computer program product stores instructions that, when executed by a computer, cause the computer to implement the above method for controlling an automatic inspection position of a communication room.
Drawings
The above and other features and advantages of the present invention will become more apparent by describing in detail exemplary embodiments thereof with reference to the attached drawings.
Fig. 1 is a flowchart of an automatic patrol location control method for a communication room according to embodiment 1;
fig. 2 is a flowchart of specific steps of evaluation of importance of the communication device in embodiment 1;
fig. 3 is a flowchart of specific steps of obtaining a fault state of the communication device in embodiment 1;
fig. 4 is a flowchart of specific steps of determining the polling sequence of the communication device in embodiment 1;
fig. 5 is a frame diagram of an automatic patrol location control system of a communication room according to embodiment 2.
Detailed Description
Example embodiments will now be described more fully with reference to the accompanying drawings. Example embodiments may, however, be embodied in many different forms and should not be construed as limited to the embodiments set forth herein; rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the concept of example embodiments to those skilled in the art. The same reference numerals in the drawings denote the same or similar structures, and thus their detailed description will be omitted.
The terms "a," "an," "the," "said" are used to indicate the presence of one or more elements/components/etc.; the terms "comprising" and "having" are intended to be inclusive and mean that there may be additional elements/components/etc. other than the listed elements/components/etc.
Example 1
In order to solve the above problem, according to an aspect of the present invention, as shown in fig. 1, there is provided an automatic inspection position control method for a communication room.
The utility model provides a communication computer lab automatic patrol and examine position control method which characterized in that specifically includes:
s11, constructing an importance input set based on the unit time processing data volume of the communication equipment in the communication machine room, the position of the communication equipment in the communication network and the data type processed by the communication equipment, and sending the importance input set into an importance prediction model based on an intelligent algorithm to obtain the importance of the communication equipment;
s12, constructing a fault data set based on historical fault data, operating temperature and unit time operating power consumption of the communication equipment, sending the fault data set into a fault prediction model based on an intelligent algorithm, and constructing a fault state of the communication equipment;
specifically, for example, the historical failure data includes the historical failure times of the communication device and the times of the most serious failure levels, and the failure levels can be classified into general, common and serious.
S13, when the importance of the communication equipment is larger than a first importance threshold value, controlling the inspection robot to inspect according to the importance of the communication equipment from large to small, taking the communication equipment of which the importance is smaller than or equal to the first importance threshold value as the remaining important communication equipment, and entering the step S14;
s14, when the fault state of the remaining important communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the remaining important communication equipment from large to small, taking the communication equipment of which the fault state is smaller than or equal to the first fault state threshold value as the remaining communication equipment, and entering the step S15;
s15, evaluating the time consumed by the inspection robot for the path of the inspection of the remaining communication equipment, and controlling the inspection robot to inspect the remaining communication equipment according to the path with the shortest time consumption.
Specifically, for example, the shortest route may be found according to the minimum number of turns of the inspection robot or the longest straight travel distance of the inspection robot.
The method comprises the steps of firstly adopting the unit time processing data volume of the communication equipment, the position of the communication equipment in a communication network and the data type processed by the communication equipment to construct an importance input set, obtaining the importance of the communication equipment, obtaining the fault state of the communication equipment, firstly carrying out inspection on the communication equipment of which the importance is greater than a first importance threshold value in a priority mode, then taking the communication equipment which is not inspected as the remaining important communication equipment, carrying out inspection according to the fault state of the remaining important communication equipment, carrying out inspection on the communication equipment of which the fault state is greater than the first fault state threshold value in a priority mode, and finally carrying out inspection on the remaining communication equipment in a shortest inspection time mode, so that the technical problem that the fault of the important equipment cannot be discovered in time due to the fact that the fault of the equipment cannot be discovered in a priority mode according to the importance degree inside a machine room and the defect condition of the equipment when the inspection is not carried out is solved, and the technical problem that the fault state of the equipment cannot be discovered in the first time is not established in combination with the historical fault condition of the equipment, the fault of the equipment, the fault state of the equipment is not established in combination, the priority, the equipment, the fault condition of the equipment, the fault, the equipment is not established, the equipment is ensured, and the safety of the equipment, and the equipment of the equipment is more reliable inspection of the machine room is more reliable inspection, and the routing inspection of the communication equipment is more reliable and the routing inspection of the equipment is ensured.
By adopting the unit time processing data volume of the communication equipment, the position in the communication network and the data type processed by the communication equipment, the importance evaluation of the communication equipment from the data perspective and the position perspective can be realized, and the final importance prediction result becomes more accurate by adopting an importance prediction model based on an intelligent algorithm.
The fault state of the communication equipment is evaluated by adopting historical fault data, operating temperature and operating power consumption in unit time, so that the fault state of the communication equipment can be evaluated from the perspective of the historical data and the perspective of the actual operating state, and the final evaluation result of the fault state becomes more accurate by adopting an importance prediction model based on an intelligent algorithm.
The communication equipment with the importance greater than the first importance threshold is patrolled and examined firstly, then the communication equipment with the fault state greater than the first state threshold is patrolled and examined, and finally the routing inspection is carried out according to the shortest routing inspection time, so that the communication equipment with higher importance is patrolled and examined preferentially, and then the communication equipment with higher fault possibility is patrolled and examined preferentially, the reliability of the communication equipment is ensured, the patrolling and examining efficiency is also improved, and the reliability and the stability of the state of the whole communication machine room are ensured.
In another possible embodiment, as shown in fig. 2, the specific steps of the evaluation of the importance of the communication device are:
s21, constructing an importance input set based on the unit time processing data volume of the communication equipment, the position of the communication equipment in a communication network and the data type processed by the communication equipment;
s22, the importance input set is sent to an importance prediction model based on a GWOO-ELM algorithm to obtain an importance prediction result;
s23 obtains the importance of the communication device based on the importance prediction result.
The importance of the communication equipment is predicted by adopting the ELM algorithm optimized based on the GWOO algorithm, so that the advantages of high learning speed and high generalization capability of the ELM algorithm are utilized, and meanwhile, in order to avoid the defect of unstable output result of the ELM algorithm, the quantity and learning rate of hidden layers of the ELM algorithm are optimized by adopting the GWOO algorithm, so that the output result is more accurate and stable.
In another possible embodiment, the first importance threshold is calculated by the following formula:
wherein W is a weight determined according to the location of the communication room, the more important the importance degree of the communication room in the communication network is, the larger W is, the value range is between 0 and 1, S is a weight determined according to the data amount processed by the communication room in unit time, the more data amount is, the larger S is, L is a weight determined according to the importance degree of the data type processed by the communication room, the more important the importance degree of the data type is, the larger L is, the value range of L is between 0 and 9.
By constructing the first importance threshold based on the location of the communication room, the amount of data processed per unit time, and the importance level of the type of data, the importance threshold can be combined with the importance of the communication room, and for an important node in the communication network, the smaller the threshold is, the smaller the importance threshold is
In another possible embodiment, when the number of the remaining important communication devices is smaller than the first number threshold, the fault state of the remaining important communication devices is no longer judged, the time consumed by the inspection robot for inspecting the paths of the remaining important communication devices is evaluated, and the inspection robot is controlled to inspect the remaining important communication devices according to the path which consumes the shortest time.
When the number is smaller than the first number threshold, it indicates that the number of the remaining important communication devices to be inspected is already small, and if the fault states are further distinguished, unnecessary time waste may be caused.
In another possible embodiment, as shown in fig. 3, the specific steps of obtaining the fault state of the communication device are:
s31, based on the fault data set of the communication equipment, sending the fault data set into a prediction model based on a BA-SVM algorithm to obtain fault classification;
s32, the temperature and the fault classification of the communication equipment are sent to a prediction model based on a GA-GRU algorithm to obtain a GRU fault state;
s33, obtaining the fault state of the communication equipment based on the fault state of the GRU.
Specifically, for example, the fault state of the communication device is between 0 and 1, wherein the larger the fault state is, the more serious the communication device is, and the importance value of the communication device is between 0 and 1, wherein the larger the importance value is, the more important the communication device is.
The penalty coefficient of the error item of the SVM algorithm is optimized by adopting the BA algorithm, the accuracy and the efficiency of fault classification are improved, the fault classification and the temperature are further sent to a prediction model of a GRU algorithm optimized based on the GA algorithm, the accuracy of fault state evaluation is improved, the characteristic of high convergence rate of the GRU algorithm is utilized, the learning rate of the GRU algorithm is further optimized by the GA algorithm, and the efficiency is further improved.
In another possible embodiment, the first failure state threshold is calculated by the following formula:
w is a weight value determined according to the position of the communication machine room, wherein the more important the importance degree of the communication machine room in a communication network is, the larger W is, the value range is between 0 and 1, and K is 4 、K 5 Is a weight value.
In another possible embodiment, as shown in fig. 4, the specific steps of constructing a comprehensive evaluation value according to the importance and the fault state of the communication device and determining the inspection sequence of the communication device include:
s41, when the comprehensive evaluation value of the communication equipment is larger than a first comprehensive threshold value, controlling the inspection robot to inspect according to the comprehensive evaluation value of the communication equipment from large to small, taking the communication equipment of which the comprehensive evaluation value is smaller than or equal to the first comprehensive threshold value as the residual comprehensive communication equipment, and entering the step S42;
s42, when the fault state of the comprehensive communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the comprehensive communication equipment from large to small, taking the communication equipment of which the fault state of the residual comprehensive communication equipment is smaller than or equal to the first fault state threshold value as residual communication equipment, and entering the step S43;
s43, evaluating the time consumed by the inspection robot for the path of the inspection of the remaining communication equipment, and controlling the inspection robot to inspect the remaining communication equipment according to the path with the shortest time consumption.
Through setting of the comprehensive evaluation value, the inspection of the communication equipment is not only considered to be a single factor of fault state or importance, but also the priority of the communication equipment is evaluated from the aspect of multiple aspects, and the accuracy and the reliability of the inspection sequence are further improved.
In another possible embodiment, the calculation formula of the comprehensive evaluation value is:
wherein Z is the importance of the communication device, G 1 The value ranges of the fault states of the communication equipment are all between 0 and 1, and K 6 、K 7 Is a weight value.
In another possible embodiment, when the number of the remaining integrated communication devices is smaller than the first number threshold, the fault state of the remaining integrated communication devices is not judged any more, the time consumed by the inspection robot for the path to be inspected by the remaining integrated communication devices is evaluated, and the inspection robot is controlled to inspect the remaining integrated communication devices according to the path with the shortest time consumption.
Example 2
As shown in fig. 5, the present invention provides an automatic inspection position control system for a communication machine room, and the automatic inspection position control method for a communication machine room is adopted, and the automatic inspection position control system is characterized by specifically comprising:
the system comprises an importance evaluation module, a fault state evaluation module and a control module;
the importance evaluation module is responsible for constructing an importance input set based on the unit time processing data volume of the communication equipment in the communication machine room, the position of the communication equipment in the communication network and the data type processed by the communication equipment, sending the importance input set into an importance prediction model based on an intelligent algorithm to obtain the importance of the communication equipment, and transmitting the importance to the control module;
the fault state evaluation module is responsible for constructing a fault data set based on historical fault data, operating temperature and unit time operating power consumption of the communication equipment, sending the fault data set into a fault prediction model based on an intelligent algorithm, constructing a fault state of the communication equipment and transmitting the fault state to the control module;
the control module is used for controlling the inspection robot to inspect the communication equipment from high importance to low importance when the importance of the communication equipment is greater than a first importance threshold value, and using the communication equipment of which the importance is less than or equal to the first importance threshold value as the residual important communication equipment; when the fault state of the remaining important communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the remaining important communication equipment from large to small, and taking the communication equipment of which the fault state is smaller than or equal to the first fault state threshold value as the remaining communication equipment; and evaluating the time consumed by the inspection robot for inspecting the paths of the rest communication equipment, and controlling the inspection robot to inspect the rest communication equipment according to the path with the shortest consumed time.
Example 3
The embodiment of the application provides a computer program product, which is characterized in that the computer program product stores instructions, and when the instructions are executed by a computer, the instructions enable the computer to implement the automatic inspection position control method for the communication machine room.
Example 4
The embodiment of the application provides a computer-readable storage medium, on which a computer program is stored, and when the computer program is executed in a computer, the computer is caused to execute the above method for controlling the automatic routing inspection position of a communication room.
In embodiments of the present invention, the term "plurality" means two or more unless explicitly defined otherwise. The terms "mounted," "connected," "secured," and the like are to be construed broadly, and for example, "connected" may be a fixed connection, a removable connection, or an integral connection. Specific meanings of the above terms in the embodiments of the present invention may be understood by those of ordinary skill in the art according to specific situations.
In the description of the embodiments of the present invention, it should be understood that the terms "upper", "lower", and the like indicate orientations or positional relationships based on those shown in the drawings, and are only for convenience in describing the embodiments of the present invention and simplifying the description, but do not indicate or imply that the referred devices or units must have a specific direction, be configured in a specific orientation, and operate, and thus, should not be construed as limiting the embodiments of the present invention.
In the description herein, the appearances of the phrase "one embodiment," "a preferred embodiment," or the like, are intended to mean that a particular feature, structure, material, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the embodiments of the invention. In this specification, the schematic representations of the terms used above do not necessarily refer to the same embodiment or example. Furthermore, the particular features, structures, materials, or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.
The above description is only a preferred embodiment of the present invention, and is not intended to limit the present invention, and various modifications and changes may be made to the present embodiment by those skilled in the art. Any modification, equivalent replacement, or improvement made within the spirit and principle of the embodiments of the present invention should be included in the protection scope of the embodiments of the present invention.
Claims (10)
1. The utility model provides a communication computer lab automatic patrol and examine position control method which characterized in that specifically includes:
s11, constructing an importance input set based on the unit time processing data volume of the communication equipment in the communication machine room, the position of the communication equipment in the communication network and the data type processed by the communication equipment, and sending the importance input set into an importance prediction model based on an intelligent algorithm to obtain the importance of the communication equipment;
s12, constructing a fault data set based on historical fault data, operating temperature and unit time operating power consumption of the communication equipment, sending the fault data set into a fault prediction model based on an intelligent algorithm, and constructing a fault state of the communication equipment;
s13, when the importance of the communication equipment is larger than a first importance threshold value, controlling the inspection robot to inspect according to the importance of the communication equipment from large to small, taking the communication equipment of which the importance is smaller than or equal to the first importance threshold value as the remaining important communication equipment, and entering the step S14;
s14, when the fault state of the remaining important communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect from large to small according to the fault state of the remaining important communication equipment, taking the communication equipment of which the fault state is smaller than or equal to the first fault state threshold value as the remaining communication equipment, and entering S15;
s15, the time consumed by the inspection robot for inspecting the paths of the rest communication equipment is evaluated, and the inspection robot is controlled to inspect the rest communication equipment according to the path with the shortest consumed time.
2. The automatic inspection position control method according to claim 1, wherein the evaluation of the importance of the communication equipment includes the specific steps of:
s21, constructing an importance input set based on the unit time processing data volume of the communication equipment, the position of the communication equipment in a communication network and the data type processed by the communication equipment;
s22, the importance input set is sent to an importance prediction model based on a GWOO-ELM algorithm to obtain an importance prediction result;
s23 obtains the importance of the communication device based on the importance prediction result.
3. The automatic inspection position control method according to claim 1, wherein the first importance threshold is calculated by the formula:
wherein W is a weight determined according to the location of the communication room, the more important the importance degree of the communication room in the communication network is, the larger W is, the value range is between 0 and 1, S is a weight determined according to the data amount processed by the communication room in unit time, the more data amount is, the larger S is, L is a weight determined according to the importance degree of the data type processed by the communication room, the more important the importance degree of the data type is, the larger L is, the value range of L is between 0 and 9.
4. The automatic inspection position control method according to claim 1, wherein when the number of the remaining important communication devices is smaller than a first number threshold, the fault state of the remaining important communication devices is no longer judged, the time consumed by the inspection robot for the path of the inspection of the remaining important communication devices is evaluated, and the inspection robot is controlled to inspect the remaining important communication devices according to the path with the shortest time consumption.
5. The automatic inspection position control method according to claim 1, wherein the specific step of obtaining the fault state of the communication device is:
s31, based on the fault data set of the communication equipment, sending the fault data set into a prediction model based on a BA-SVM algorithm to obtain fault classification;
s32, the temperature and the fault classification of the communication equipment are sent to a prediction model based on a GA-GRU algorithm to obtain a GRU fault state;
s33, obtaining the fault state of the communication equipment based on the fault state of the GRU.
6. The automatic inspection position control method according to claim 1, wherein the first fault status threshold is calculated by the formula:
w is a weight value determined according to the position of the communication machine room, wherein the more important the importance degree of the communication machine room in a communication network is, the larger W is, the value range is between 0 and 1, and K is 4 、K 5 Is a weight value.
7. The automatic inspection position control method according to claim 1, wherein a comprehensive evaluation value is constructed according to the importance and fault state of the communication equipment, and the specific step of determining the inspection sequence of the communication equipment comprises the following steps:
s41, when the comprehensive evaluation value of the communication equipment is larger than a first comprehensive threshold value, controlling the inspection robot to inspect according to the comprehensive evaluation value of the communication equipment from large to small, taking the communication equipment of which the comprehensive evaluation value is smaller than or equal to the first comprehensive threshold value as the residual comprehensive communication equipment, and entering the step S42;
s42, when the fault state of the comprehensive communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the comprehensive communication equipment from large to small, taking the communication equipment of which the fault state of the residual comprehensive communication equipment is smaller than or equal to the first fault state threshold value as residual communication equipment, and entering the step S43;
s43, the time consumed by the inspection robot for inspecting the paths of the rest communication equipment is evaluated, and the inspection robot is controlled to inspect the rest communication equipment according to the path with the shortest consumed time.
8. The automatic inspection position control method according to claim 7, wherein the calculation formula of the comprehensive evaluation value is:
wherein Z is the importance of the communication device, G 1 The value ranges of the fault states of the communication equipment are all between 0 and 1, and K is 6 、K 7 Is a weight value.
9. The automatic inspection position control method according to claim 8, wherein when the number of the remaining integrated communication devices is less than a first number threshold, the fault state of the remaining integrated communication devices is no longer judged, the time consumed by the inspection robot for the path along which the remaining integrated communication devices are inspected is evaluated, and the inspection robot is controlled to inspect the remaining integrated communication devices according to the path with the shortest consumed time.
10. An automatic inspection position control system for a communication machine room, which adopts the automatic inspection position control method for the communication machine room according to any one of claims 1 to 9, is characterized by comprising the following steps:
the system comprises an importance evaluation module, a fault state evaluation module and a control module;
the importance evaluation module is responsible for constructing an importance input set based on the unit time processing data volume of the communication equipment in the communication machine room, the position of the communication equipment in the communication network and the data type processed by the communication equipment, sending the importance input set into an importance prediction model based on an intelligent algorithm to obtain the importance of the communication equipment, and transmitting the importance to the control module;
the fault state evaluation module is responsible for constructing a fault data set based on historical fault data, operating temperature and unit time operating power consumption of the communication equipment, sending the fault data set into a fault prediction model based on an intelligent algorithm, constructing a fault state of the communication equipment and transmitting the fault state to the control module;
the control module is used for controlling the inspection robot to inspect according to the importance of the communication equipment from large to small when the importance of the communication equipment is larger than a first importance threshold value, and using the communication equipment of which the importance is smaller than or equal to the first importance threshold value as the residual important communication equipment; when the fault state of the remaining important communication equipment is larger than a first fault state threshold value, controlling the inspection robot to inspect according to the fault state of the remaining important communication equipment from large to small, and taking the communication equipment of which the fault state is smaller than or equal to the first fault state threshold value as the remaining communication equipment; and evaluating the time consumed by the inspection robot for inspecting the remaining communication equipment, and controlling the inspection robot to inspect the remaining communication equipment according to the shortest time-consuming path.
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