CN111027827A - Method and device for analyzing operation risk of bottom-preserving communication network and computer equipment - Google Patents

Method and device for analyzing operation risk of bottom-preserving communication network and computer equipment Download PDF

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Publication number
CN111027827A
CN111027827A CN201911179511.3A CN201911179511A CN111027827A CN 111027827 A CN111027827 A CN 111027827A CN 201911179511 A CN201911179511 A CN 201911179511A CN 111027827 A CN111027827 A CN 111027827A
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risk
guaranteed
communication network
data
environment data
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CN111027827B (en
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胡庭彪
李会庆
张宏伟
刘万开
周玉白
刘丹
胡泽光
李露露
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Guangdong Xintong Communication Co ltd
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Guangdong Xintong Communication Co ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0635Risk analysis of enterprise or organisation activities
    • G06Q50/40
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
    • Y04S10/50Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications

Abstract

The invention discloses a method, a device and computer equipment for analyzing operation risk of a guaranteed-base communication network, wherein the method for analyzing the operation risk of the guaranteed-base communication network is applied to a guaranteed-base power grid communication system, the guaranteed-base power grid communication system comprises a risk analysis model, and the risk analysis model comprises the following steps: acquiring appointed external environment data influencing the operation of a bottom-protected communication network, cleaning the appointed external environment data, and generating effective data; associating the effective data with the geographical location information of the optical cable section corresponding to the external environment data; combining the effective data and the geographical position information, and forming risk early warning information through a risk analysis model; and establishing a risk early warning processing mechanism, and generating an emergency plan according to the risk early warning information. Compared with the prior art, when the disaster affects the normal operation of the guaranteed-base communication network, the operation and maintenance personnel can know the situation at the first time and generate an accurate emergency plan, so that the maintenance efficiency of the guaranteed-base power grid is improved, and the normal operation of the guaranteed-base communication network is guaranteed.

Description

Method and device for analyzing operation risk of bottom-preserving communication network and computer equipment
Technical Field
The invention relates to the field of power communication networks, in particular to a method, a device and computer equipment for analyzing operation risks of a guaranteed-base communication network.
Background
The 'electric network bottom-protecting net rack' is the minimum-scale net rack which can guarantee that central urban areas and important users accord with continuous power supply and guarantee that regional power is sent out when the electric network is damaged by serious external force such as natural disasters. The 'bottom-protected communication network' is a communication network operated in a 'power grid bottom-protected network frame'. The normal operation of the bottom-protected communication network is guaranteed, and the method is an important ring in the operation guarantee of the power grid communication system. In southern areas, the external threat factors damaging the bottom-protected communication network are mainly typhoon, ice coating, thunder and lightning, mountain fire, municipal works and the like. In the prior art, operation and maintenance personnel of a bottom-protecting communication network cannot acquire real-time data of typhoon, ice, thunder, fire, mountain fire and municipal engineering in real time and predict risks received by the bottom-protecting communication network according to the real-time data. Therefore, when external force is seriously damaged due to natural disasters and the like, operation and maintenance personnel of the power communication network cannot predict the damage and influence of environmental comprehensive factors on the guaranteed-base communication network, an accurate emergency plan cannot be formed, and the contents of the plan comprise personnel allocation, resource sharing, first-aid repair plan and the like, so that the overhaul efficiency of the guaranteed-base communication network is reduced.
Disclosure of Invention
The invention mainly aims to provide a method for analyzing the operation risk of a bottom-protected communication network, aiming at solving the technical problems of analyzing the disaster-suffering risk of the bottom-protected communication network and improving the overhaul efficiency of the bottom-protected communication network.
The invention provides a method for analyzing running risk of a guaranteed-base communication network, which is applied to a guaranteed-base power grid communication system, wherein the guaranteed-base power grid communication system comprises a risk analysis model and comprises the following steps:
acquiring appointed external environment data influencing the operation of a bottom-protected communication network, cleaning the appointed external environment data, and generating effective data;
associating the effective data with the geographical location information of the optical cable section corresponding to the external environment data;
combining the effective data and the geographical position information, and forming risk early warning information through a risk analysis model;
and establishing a risk early warning processing mechanism, and generating an emergency plan according to the risk early warning information.
Preferably, the bottom-protected power grid communication system is in communication connection with the cable environment monitoring system, obtains specified external environment data influencing the operation of the bottom-protected communication network, cleans the specified external environment data, and generates effective data, wherein the effective data generation step comprises:
acquiring first external environment data from a cable environment monitoring system;
capturing second external environment data from the internet through a crawler tool;
and cleaning the first external environment data and the second external environment data to generate effective data.
Preferably, the bottom-protecting power grid communication system is in communication connection with the optical cable on-line monitoring system, and the step of forming risk early warning information through a risk analysis model comprises the following steps:
acquiring an alarm grade from the optical cable online monitoring system, wherein the alarm grade is alarm information generated by the optical cable online monitoring system monitoring the bottom-protected communication network;
matching the alarm grade with a first preset risk grade criterion to generate a first risk grade;
calculating a risk value according to the effective data;
matching the risk value with a second preset risk grade criterion to generate a second risk grade;
and comparing the first risk level with the second risk level, and judging the risk level with higher risk as the risk level of the guaranteed-base communication network.
Preferably, the step of calculating a risk value based on the valid data comprises:
acquiring a current environment data value, a disaster risk design value and an optical cable coefficient, wherein the current environment data value is the current environment data value acquired by a guaranteed-base power grid communication system, and the disaster risk design value is the historical maximum value of disaster environment data of an area where a guaranteed-base communication network is located;
and calculating a risk value according to the current environment data value, the disaster risk design value and the optical cable coefficient.
Preferably, the step of establishing a risk early warning processing mechanism by the communication connection between the bottom-guaranteed power grid communication system and the risk emergency system, and generating an emergency plan according to the risk early warning information comprises the following steps:
judging whether the risk level of the bottom-protected communication network reaches a preset standard or not;
if so, sending the risk early warning information to a risk emergency system;
and receiving an emergency plan which is transmitted back to the guaranteed-base power grid communication system by the risk emergency system, wherein the emergency plan is plan information generated by the risk emergency system according to the risk early warning information.
Preferably, after the step of establishing a risk early warning processing mechanism and generating an emergency plan according to the risk early warning information, the method comprises the following steps:
and sending the optical cable state acquisition instruction information to an optical cable on-line monitoring system.
The invention also provides a device for analyzing the operation risk of the bottom-protected communication network, which comprises:
the acquisition module is used for acquiring specified external environment data influencing the operation of the bottom-preserving communication network, cleaning the specified external environment data and generating effective data;
the association module is used for associating the geographic position information of the optical cable section corresponding to the effective data and the external environment data;
the information generation module is used for combining the effective data and the geographical position information and forming risk early warning information through a risk analysis model;
and the execution module is used for establishing a risk early warning processing mechanism and generating an emergency plan according to the risk early warning information.
Preferably, the obtaining module includes:
the first obtaining submodule is used for obtaining first external environment data from the cable environment monitoring system;
the second acquisition submodule is used for capturing second external environment data from the internet through a crawler tool;
and the cleaning submodule is used for cleaning the first external environment data and the second external environment data to generate effective data.
Preferably, the information generating module includes:
the third acquisition submodule is used for acquiring an alarm grade from the optical cable online monitoring system, wherein the alarm grade is alarm information generated by the optical cable online monitoring system monitoring the bottom-protected communication network;
the first matching submodule is used for matching the alarm level with a first preset risk level criterion to generate a first risk level;
the calculation submodule is used for calculating a risk value according to the effective data;
the second matching submodule is used for matching the risk value with a second preset risk level criterion to generate a second risk level;
and the risk judgment submodule is used for comparing the first risk level with the second risk level and judging the risk level with higher risk as the risk level of the guaranteed-base communication network.
The invention also provides a computer device, which comprises a processor, a memory and a computer program stored on the memory and capable of running on the processor, wherein the processor executes the computer program to implement the method for running risk analysis of the guaranteed-base communication network.
The invention has the beneficial effects that: when the guaranteed-base communication network is affected by a disaster, the guaranteed-base power grid communication system analyzes the influence of the disaster on the guaranteed-base power grid communication system, when the disaster affects the normal operation of the guaranteed-base communication network, operation and maintenance personnel can know the condition at the first time and generate an accurate emergency plan, the maintenance efficiency of the guaranteed-base power grid is improved, and the normal operation of the guaranteed-base communication network is guaranteed
Drawings
Fig. 1 is a schematic flow chart of a method for risk analysis of a guaranteed-base communication network according to a first embodiment of the present invention;
fig. 2 is a schematic flow chart of a method for risk analysis of a guaranteed-base communication network according to a second embodiment of the present invention;
fig. 3 is a schematic flow chart of a method for risk analysis of a guaranteed-base communication network according to a third embodiment of the present invention;
fig. 4 is a schematic diagram of a first preset risk level criterion of the method for risk analysis of a guaranteed-base communication network according to the present invention;
FIG. 5 is a schematic diagram of a second preset risk level criterion of the method for risk analysis of a guaranteed-base communication network according to the present invention;
fig. 6 is a schematic flowchart of a fourth embodiment of a method for risk analysis of a guaranteed-base communication network according to the present invention;
fig. 7 is a schematic structural diagram of an apparatus for risk analysis of operation of a guaranteed-base communication network according to the present invention;
FIG. 8 is a block diagram of an embodiment of a storage medium provided in the present invention;
FIG. 9 is a block diagram of an embodiment of a computer device provided by the present invention;
fig. 10 is a schematic diagram of the bottom-protected power grid communication system according to the present invention.
Description of reference numerals:
1. an acquisition module; 2. a correlation module; 3. an information generation module; 4. an execution module;
100. a storage medium; 200. a computer program; 300. a computer device; 400. a processor.
The implementation, functional features and advantages of the objects of the present invention will be further explained with reference to the accompanying drawings.
Detailed Description
It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
Referring to fig. 1, the present invention provides a method for analyzing operational risk of a guaranteed-base communication network, which is applied to a guaranteed-base power grid communication system, wherein the guaranteed-base power grid communication system includes a risk analysis model, and the method includes:
s1: acquiring appointed external environment data influencing the operation of a bottom-protected communication network, cleaning the appointed external environment data, and generating effective data;
s2: associating the effective data with the geographical location information of the optical cable section corresponding to the external environment data;
s3: combining the effective data and the geographical position information, and forming risk early warning information through a risk analysis model;
s4: and establishing a risk early warning processing mechanism, and generating an emergency plan according to the risk early warning information.
In the embodiment of the invention, the guaranteed-base power grid communication system is a software system and comprises a risk analysis model. The guaranteed-base power grid communication system obtains specified external environment data from the outside (such as an electric academy system), wherein the specified external environment data comprises but is not limited to typhoon data, icing data, thunder and lightning data, mountain fire data and municipal engineering data. And the bottom-protecting power grid communication system cleans the specified external environment data, generates effective data, and associates the effective data with the geographical position information of the optical cable section corresponding to the external environment data. The bottom-protecting power grid communication system combines effective data and geographical position information to form risk early warning information through a risk analysis model, wherein the risk early warning information comprises a disaster range, a risk level and reason analysis. And establishing a risk early warning processing mechanism for the guaranteed-base power grid communication system, and generating an accurate emergency plan according to risk early warning information when the risk influences the normal operation of the guaranteed-base communication network, so as to guide operation and maintenance personnel to guarantee the guaranteed-base communication network. Specifically, taking the protected-base communication network suffering from typhoon disasters as an example, the protected-base power grid communication system acquires grid data of typhoons from the electric academy of sciences system, and associates the grid data of the typhoons with the position information of the optical cable section. And the bottom-protecting power grid communication system combines the grid data and the position information of the optical cable section, and generates risk early warning information such as the disaster range, the risk level, the reason analysis and the like of the bottom-protecting communication network through a risk analysis model. When the risk level is larger than the preset standard, the guaranteed-base power grid communication system triggers a risk processing early warning mechanism, an emergency plan is generated according to risk early warning information, the content of the emergency plan comprises personnel allocation, resource sharing, first-aid repair plans and the like, the emergency plan is pushed to a home page of the guaranteed-base power grid communication system in a list form to be displayed, and meanwhile, corresponding communication operation and maintenance personnel are notified in a short message and mail form. Through the setting, when the guaranteed-end communication network is affected by a disaster, the guaranteed-end power grid communication system analyzes the influence of the disaster on the guaranteed-end power grid communication system, when the disaster affects the normal operation of the guaranteed-end communication network, operation and maintenance personnel can know the condition at the first time and generate an accurate emergency plan, the maintenance efficiency of the guaranteed-end power grid is improved, and the normal operation of the guaranteed-end communication network is guaranteed.
Referring to fig. 2, the step S1 of communicatively connecting the bottom-protected power grid communication system with the cable environment monitoring system, acquiring the designated external environment data affecting the operation of the bottom-protected communication network, and cleaning the designated external environment data to generate valid data includes:
s11: acquiring first external environment data from a cable environment monitoring system;
s12: capturing second external environment data from the internet through a crawler tool;
s13: and cleaning the first external environment data and the second external environment data to generate effective data.
In the embodiment of the present invention, the cable environment monitoring system is a system for detecting cable environment data in an electric department, and the monitoring content includes: typhoon data, icing data, lightning data and mountain fire data. The bottom-guaranteeing power grid communication system acquires typhoon data, icing data, thunder and lightning data and mountain fire data from the cable environment monitoring system through the Webservice interface. And carrying out intelligent analysis after the data are acquired, screening out fuzzy data, carrying out data duplication removal and conversion, and associating the meteorological data with the geographical position of the disaster-affected optical cable section through latitude and longitude. In addition, the bottom-guaranteed power grid communication system crawls municipal engineering information (including information such as construction types, construction names, construction ranges, construction time periods, construction states and the like) of a specified local city from a website by applying an internet visual crawler technology, and sets a timing task to perform incremental updating of data. Because the data crawled from the web contains much duplicative and useless information and is cluttered, further data deduplication, data cleansing, and data correlation are required. And judging the cleaned external environment data as effective data, and importing the effective data into a database of the bottom-protected power grid communication system for the bottom-protected power grid communication system to use. Through the arrangement, the disasters of the bottom-protection power grid communication system are divided into natural disasters and artificial disasters, and corresponding data are collected, so that the bottom-protection power grid communication system can respond to various disasters in time, and the application range of the bottom-protection power grid communication system is widened.
Referring to fig. 3 to 5, the step S3 of forming risk early warning information by the risk analysis model through the communication connection between the guaranteed-base power grid communication system and the optical cable online monitoring system includes:
s31, acquiring an alarm grade from the optical cable on-line monitoring system, wherein the alarm grade is alarm information generated by the optical cable on-line monitoring system monitoring the bottom-protected communication network;
s32, matching the alarm grade with a first preset risk grade criterion to generate a first risk grade;
s33, calculating a risk value according to the effective data;
s34, matching the risk value with a second preset risk grade criterion to generate a second risk grade;
and S35, comparing the first risk grade with the second risk grade, and judging the risk grade with higher risk as the risk grade of the guaranteed-base communication network.
In the embodiment of the invention, the optical cable on-line monitoring system is mainly used for monitoring the real-time operation state of the optical cable and carrying out optical cable. The risk information sources of the fault alarm bottom-guaranteeing communication network are two, firstly, the optical cable on-line monitoring system monitors the optical cable running state of the bottom-guaranteeing communication network and generates various types of alarms, and secondly, the bottom-guaranteeing power grid communication system acquires external environment data and generates the risk grade of the bottom-guaranteeing communication network through a risk analysis model, wherein the alarm types comprise port optical power alarm, optical cable interruption alarm, injection alarm, whole-course attenuation alarm, attenuation point alarm, reflectivity alarm and abnormal network element communication. The optical cable on-line monitoring system evaluates various types of alarms and generates corresponding alarm levels. And the bottom-protecting power grid communication system acquires an alarm grade from the optical cable on-line monitoring system, and matches the alarm grade with a first preset risk grade criterion to generate a first risk grade. If the guaranteed-base power grid communication system obtains the port optical power alarm from the optical cable on-line monitoring system, the alarm level of the alarm is four, referring to fig. 4, matching is performed according to a first preset risk level criterion, the guaranteed-base power grid communication system generates a first risk level, and the level value of the first risk level is three. In addition, referring to fig. 3, the guaranteed-base power grid communication system calculates a risk value according to the valid data, and generates a second risk level according to a second preset risk level criterion. If the risk value calculated by the guaranteed-base power grid communication system is 10, the risk level of the guaranteed-base communication network is a first level, wherein the risk levels of the guaranteed-base and the communication network are from low to high and comprise a third level (attention), a second level (early warning) and a first level (disposal); the third level (attention) represents that the risk value of the optical cable reaches a certain height, and the attention of communication operation personnel and the online monitoring frequency of the optical cable need to be enhanced; the second-level (early warning) represents that the risk value is high and is possibly converted into the first-level risk, communication operating personnel are required to be in a warning state, and meanwhile, the on-line monitoring frequency of the optical cable is required to be adjusted upwards and is higher than that of the third-level; the first-level (disposal) indicates that the emergency such as optical cable interruption or imminent optical cable interruption damaging the operation stability of the bottom-protected communication network needs communication operation and maintenance personnel to perform emergency treatment immediately, and the monitoring frequency of the optical cable on-line monitoring system is set to be the highest in the highest standby state. And the bottom-guaranteed power grid communication system judges the first risk level and the second risk level, and judges the risk level with higher risk as the risk level of the bottom-guaranteed communication network. And if the first risk level is three levels and the second risk level is one level, the risk level of the bottom-guaranteed communication network is one level. Through the arrangement, the operation risk of the bottom-protected communication network can be analyzed according to the environmental data by the bottom-protected power grid communication system, and the operation risk information of the bottom-protected communication network can be acquired from the optical cable on-line monitoring system to be supplemented, so that the analysis of the operation risk of the bottom-protected communication network by the bottom-protected power grid communication system is more accurate.
Further, the step S33 of calculating a risk value according to the valid data includes:
s331: acquiring a current environment data value, a disaster risk design value and an optical cable coefficient, wherein the current environment data value is the current environment data value acquired by a guaranteed-base power grid communication system, and the disaster risk design value is the historical maximum value of disaster environment data of an area where a guaranteed-base communication network is located;
s332: and calculating the risk value according to the current environment data value, the disaster risk design value and the optical cable coefficient.
In the embodiment of the invention, different types of environment data have different formulas for calculating the risk value.
For example, the typhoon risk value calculation formula is:
k (Current wind speed-design wind speed)/design wind speed-formula 1
The data acquired from the electric academy system is grid data of wind speed, the grid data is associated with the position information of the optical cable section, and the highest value of the grid data when typhoon passes is taken as the current wind speed in the formula 1 in the embodiment. In addition, the design wind speed in equation 1 is the maximum value of the typhoon wind speed experienced by the area over the years, and K is an internally defined cable coefficient (cable types include duct cable, OPGW, ADSS, which is different according to the degree of the cable affected by the typhoon).
For example, the risk value of icing is calculated by the formula:
k1 (Current icing thickness-design icing thickness)/design icing thickness-equation 2
An ice coating value is obtained from the electric academy system and is associated with the optical cable in position, and the ice coating value is used as the current ice coating thickness in the formula of the embodiment. In formula 2, K1 is an internally defined ice coating coefficient, and is different according to whether the ice melting device is installed on the cable.
For example, the calculation formulas for lightning, mountain fire, municipal works:
M.K 2-equation 3
Acquiring central points and coverage ranges of thunder and lightning and mountain fire from an electric academy system, judging the optical cable segment influenced by the lightning strike and the mountain fire according to the distance, and calculating the distance M1 between the optical cable segment and the central points of the thunder and the mountain fire; after the municipal construction information crawled from the website is processed, a construction area is defined on a map, and the vertical distance M2 from the optical cable section to the construction section is calculated. K2 is the internal definition coefficient, has different values according to the type difference of thunder and lightning/mountain fire/municipal works, only needs to substitute corresponding M and K2 into formula 3 when calculating the risk value of thunder and lightning, mountain fire, municipal works.
Through the setting, the guaranteed-end power grid communication system calculates the corresponding risk level according to different types of external environment data, and the accuracy of risk analysis of the guaranteed-end communication network is improved.
Referring to fig. 6 and 10, the step S4 of establishing a risk early warning processing mechanism by communicatively connecting the warranty power grid communication system and the risk emergency system, and generating an emergency plan according to the risk early warning information includes:
s41: judging whether the risk level of the bottom-protected communication network reaches a preset standard or not;
s42: if so, sending the risk early warning information to a risk emergency system;
s43: and receiving an emergency plan which is transmitted back to the guaranteed-base power grid communication system by the risk emergency system, wherein the emergency plan is plan information generated by the risk emergency system according to the risk early warning information.
In the embodiment of the invention, whether the risk level of the bottom-protected communication network reaches the preset standard or not is judged, and if yes, the risk early warning information is sent to the risk emergency system. And the insurance bottom power grid communication system receives the emergency plan which is transmitted back to the insurance bottom power grid communication system by the risk emergency system. For example, when the risk level of the guaranteed-base communication network is two or more levels, the guaranteed-base power grid communication system sends the risk early warning information to the risk emergency system, the risk emergency system performs risk analysis and judgment according to an internal mechanism and generates an emergency plan, and the risk emergency system transmits the document of the emergency plan back to the guaranteed-base power grid communication system, wherein the emergency plan comprises information such as risk points, personnel material arrangement, fault handling arrangement and the like. In other embodiments of the present invention, when the risk level of the guaranteed infrastructure communication network does not reach the preset standard, the guaranteed infrastructure communication system does not generate an emergency plan. Through the arrangement, the bottom-guaranteeing power grid communication system generates the emergency plan only when the risk of the bottom-guaranteeing communication network influences the normal operation of the bottom-guaranteeing communication network, and the emergency plan is not generated at risk, so that the resource allocation is reasonable, and unnecessary loss of manpower and resources is reduced.
Further, after step S4 of establishing a risk early warning processing mechanism and generating an emergency plan according to the risk early warning information, the method includes:
s5: and sending the optical cable state acquisition instruction information to an optical cable on-line monitoring system.
In the embodiment of the invention, after the bottom-protected power grid communication system generates the emergency plan, the optical cable state acquisition instruction information is sent to the optical cable on-line monitoring system. The optical cable on-line monitoring system acquires the real-time state information of the optical cable to confirm the actual running state of the optical cable, so that the bottom-guaranteed power grid communication system acquires the running state of the optical cable in real time.
Referring to fig. 7, the present invention provides a device for analyzing operational risk of a guaranteed-base communication network, including:
the system comprises an acquisition module 1, a data processing module and a data processing module, wherein the acquisition module is used for acquiring specified external environment data which influence the operation of a bottom-preserving communication network, cleaning the specified external environment data and generating effective data;
the association module 2 is used for associating the geographic position information of the optical cable section corresponding to the effective data and the external environment data;
the information generation module 3 is used for combining the effective data and the geographical position information to form risk early warning information through a risk analysis model;
and the execution module 4 is used for establishing a risk early warning processing mechanism and generating an emergency plan according to the risk early warning information.
In the embodiment of the invention, the guaranteed-base power grid communication system is a software system and comprises a risk analysis model. The guaranteed-base power grid communication system obtains specified external environment data from the outside (such as an electric academy system), wherein the specified external environment data comprises but is not limited to typhoon data, icing data, thunder and lightning data, mountain fire data and municipal engineering data. And the bottom-protecting power grid communication system cleans the specified external environment data, generates effective data, and associates the effective data with the geographical position information of the optical cable section corresponding to the external environment data. The bottom-protecting power grid communication system combines effective data and geographical position information to form risk early warning information through a risk analysis model, wherein the risk early warning information comprises a disaster range, a risk level and reason analysis. And establishing a risk early warning processing mechanism for the guaranteed-base power grid communication system, and generating an accurate emergency plan according to risk early warning information when the risk influences the normal operation of the guaranteed-base communication network, so as to guide operation and maintenance personnel to guarantee the guaranteed-base communication network. Specifically, taking the protected-base communication network suffering from typhoon disasters as an example, the protected-base power grid communication system acquires grid data of typhoons from the electric academy of sciences system, and associates the grid data of the typhoons with the position information of the optical cable section. And the bottom-protecting power grid communication system combines the grid data and the position information of the optical cable section, and generates risk early warning information such as the disaster range, the risk level, the reason analysis and the like of the bottom-protecting communication network through a risk analysis model. When the risk level is larger than the preset standard, the guaranteed-base power grid communication system triggers a risk processing early warning mechanism, an emergency plan is generated according to risk early warning information, the content of the emergency plan comprises personnel allocation, resource sharing, first-aid repair plans and the like, the emergency plan is pushed to a home page of the guaranteed-base power grid communication system in a list form to be displayed, and meanwhile, corresponding communication operation and maintenance personnel are notified in a short message and mail form. Through the setting, when the guaranteed-end communication network is affected by a disaster, the guaranteed-end power grid communication system analyzes the influence of the disaster on the guaranteed-end power grid communication system, when the disaster affects the normal operation of the guaranteed-end communication network, operation and maintenance personnel can know the condition at the first time and generate an accurate emergency plan, the maintenance efficiency of the guaranteed-end power grid is improved, and the normal operation of the guaranteed-end communication network is guaranteed.
Further, the acquisition module 1 includes:
the first obtaining submodule is used for obtaining first external environment data from the cable environment monitoring system;
the second acquisition submodule is used for capturing second external environment data from the internet through a crawler tool;
and the cleaning submodule is used for cleaning the first external environment data and the second external environment data to generate effective data.
In the embodiment of the present invention, the cable environment monitoring system is a system for detecting cable environment data in an electric department, and the monitoring content includes: typhoon data, icing data, lightning data and mountain fire data. The bottom-guaranteeing power grid communication system acquires typhoon data, icing data, thunder and lightning data and mountain fire data from the cable environment monitoring system through the Webservice interface. And carrying out intelligent analysis after the data are acquired, screening out fuzzy data, carrying out data duplication removal and conversion, and associating the meteorological data with the geographical position of the disaster-affected optical cable section through latitude and longitude. In addition, the bottom-guaranteed power grid communication system crawls municipal engineering information (including information such as construction types, construction names, construction ranges, construction time periods, construction states and the like) of a specified local city from a website by applying an internet visual crawler technology, and sets a timing task to perform incremental updating of data. Because the data crawled from the web contains much duplicative and useless information and is cluttered, further data deduplication, data cleansing, and data correlation are required. And judging the cleaned external environment data as effective data, and importing the effective data into a database of the bottom-protected power grid communication system for the bottom-protected power grid communication system to use. Through the arrangement, the disasters of the bottom-protection power grid communication system are divided into natural disasters and artificial disasters, and corresponding data are collected, so that the bottom-protection power grid communication system can respond to various disasters in time, and the application range of the bottom-protection power grid communication system is widened.
Further, the information generation module 3 includes:
the third acquisition submodule is used for acquiring an alarm grade from the optical cable online monitoring system, wherein the alarm grade is alarm information generated by the optical cable online monitoring system monitoring the bottom-protected communication network;
the first matching submodule is used for matching the alarm level with a first preset risk level criterion to generate a first risk level;
the calculation submodule is used for calculating a risk value according to the effective data;
the second matching submodule is used for matching the risk value with a second preset risk level criterion to generate a second risk level;
and the risk judgment submodule is used for comparing the first risk level with the second risk level and judging the risk level with higher risk as the risk level of the guaranteed-base communication network.
In the embodiment of the invention, the optical cable on-line monitoring system is mainly used for monitoring the real-time operation state of the optical cable and carrying out optical cable. The risk information sources of the fault alarm bottom-guaranteeing communication network are two, firstly, the optical cable on-line monitoring system monitors the optical cable running state of the bottom-guaranteeing communication network and generates various types of alarms, and secondly, the bottom-guaranteeing power grid communication system acquires external environment data and generates the risk grade of the bottom-guaranteeing communication network through a risk analysis model, wherein the alarm types comprise port optical power alarm, optical cable interruption alarm, injection alarm, whole-course attenuation alarm, attenuation point alarm, reflectivity alarm and abnormal network element communication. The optical cable on-line monitoring system evaluates various types of alarms and generates corresponding alarm levels. And the bottom-protecting power grid communication system acquires an alarm grade from the optical cable on-line monitoring system, and matches the alarm grade with a first preset risk grade criterion to generate a first risk grade. If the guaranteed-base power grid communication system obtains the port optical power alarm from the optical cable on-line monitoring system, the alarm level of the alarm is four, referring to fig. 4, matching is performed according to a first preset risk level criterion, the guaranteed-base power grid communication system generates a first risk level, and the level value of the first risk level is three. In addition, referring to fig. 3, the guaranteed-base power grid communication system calculates a risk value according to the valid data, and generates a second risk level according to a second preset risk level criterion. If the risk value calculated by the guaranteed-base power grid communication system is 10, the risk level of the guaranteed-base communication network is a first level, wherein the risk levels of the guaranteed-base and the communication network are from low to high and comprise a third level (attention), a second level (early warning) and a first level (disposal); the third level (attention) represents that the risk value of the optical cable reaches a certain height, and the attention of communication operation personnel and the online monitoring frequency of the optical cable need to be enhanced; the second-level (early warning) represents that the risk value is high and is possibly converted into the first-level risk, communication operating personnel are required to be in a warning state, and meanwhile, the on-line monitoring frequency of the optical cable is required to be adjusted upwards and is higher than that of the third-level; the first-level (disposal) indicates that the emergency such as optical cable interruption or imminent optical cable interruption damaging the operation stability of the bottom-protected communication network needs communication operation and maintenance personnel to perform emergency treatment immediately, and the monitoring frequency of the optical cable on-line monitoring system is set to be the highest in the highest standby state. And the bottom-guaranteed power grid communication system judges the first risk level and the second risk level, and judges the risk level with higher risk as the risk level of the bottom-guaranteed communication network. And if the first risk level is three levels and the second risk level is one level, the risk level of the bottom-guaranteed communication network is one level. Through the arrangement, the operation risk of the bottom-protected communication network can be analyzed according to the environmental data by the bottom-protected power grid communication system, and the operation risk information of the bottom-protected communication network can be acquired from the optical cable on-line monitoring system to be supplemented, so that the analysis of the operation risk of the bottom-protected communication network by the bottom-protected power grid communication system is more accurate.
Further, the calculation sub-module includes:
the system comprises an acquisition unit, a storage unit and a processing unit, wherein the acquisition unit is used for acquiring a current environment data value, a disaster risk design value and an optical cable coefficient, the current environment data value is acquired by a guaranteed-base power grid communication system, and the disaster risk design value is the historical maximum value of disaster environment data of an area where a guaranteed-base communication network is located;
and the calculating unit is used for calculating the risk value according to the current environment data value, the disaster risk design value and the optical cable coefficient.
In the embodiment of the invention, different types of environment data have different formulas for calculating the risk value.
For example, the typhoon risk value calculation formula is:
k (Current wind speed-design wind speed)/design wind speed-formula 1
The data acquired from the electric academy system is grid data of wind speed, the grid data is associated with the position information of the optical cable section, and the highest value of the grid data when typhoon passes is taken as the current wind speed in the formula 1 in the embodiment. In addition, the design wind speed in equation 1 is the maximum value of the typhoon wind speed experienced by the area over the years, and K is an internally defined cable coefficient (cable types include duct cable, OPGW, ADSS, which is different according to the degree of the cable affected by the typhoon).
For example, the risk value of icing is calculated by the formula:
k1 (Current icing thickness-design icing thickness)/design icing thickness-equation 2
An ice coating value is obtained from the electric academy system and is associated with the optical cable in position, and the ice coating value is used as the current ice coating thickness in the formula of the embodiment. In formula 2, K1 is an internally defined ice coating coefficient, and is different according to whether the ice melting device is installed on the cable.
For example, the calculation formulas for lightning, mountain fire, municipal works:
M.K 2-equation 3
Acquiring central points and coverage ranges of thunder and lightning and mountain fire from an electric academy system, judging the optical cable segment influenced by the lightning strike and the mountain fire according to the distance, and calculating the distance M1 between the optical cable segment and the central points of the thunder and the mountain fire; after the municipal construction information crawled from the website is processed, a construction area is defined on a map, and the vertical distance M2 from the optical cable section to the construction section is calculated. K2 is the internal definition coefficient, has different values according to the type difference of thunder and lightning/mountain fire/municipal works, only needs to substitute corresponding M and K2 into formula 3 when calculating the risk value of thunder and lightning, mountain fire, municipal works.
Through the setting, the guaranteed-end power grid communication system calculates the corresponding risk level according to different types of external environment data, and the accuracy of risk analysis of the guaranteed-end communication network is improved.
Further, the execution module 4 includes:
the judgment submodule is used for judging whether the risk level of the bottom-protected communication network reaches a preset standard or not;
the sending submodule is used for sending the risk early warning information to the risk emergency system if the risk early warning information is received;
and the receiving submodule is used for receiving an emergency plan which is transmitted back to the guaranteed-base power grid communication system by the risk emergency system, wherein the emergency plan is plan information generated by the risk emergency system according to the risk early warning information.
In the embodiment of the invention, whether the risk level of the bottom-protected communication network reaches the preset standard or not is judged, and if yes, the risk early warning information is sent to the risk emergency system. And the insurance bottom power grid communication system receives the emergency plan which is transmitted back to the insurance bottom power grid communication system by the risk emergency system. For example, when the risk level of the guaranteed-base communication network is two or more levels, the guaranteed-base power grid communication system sends the risk early warning information to the risk emergency system, the risk emergency system performs risk analysis and judgment according to an internal mechanism and generates an emergency plan, and the risk emergency system transmits the document of the emergency plan back to the guaranteed-base power grid communication system, wherein the emergency plan comprises information such as risk points, personnel material arrangement, fault handling arrangement and the like. In other embodiments of the present invention, when the risk level of the guaranteed infrastructure communication network does not reach the preset standard, the guaranteed infrastructure communication system does not generate an emergency plan. Through the arrangement, the bottom-guaranteeing power grid communication system generates the emergency plan only when the risk of the bottom-guaranteeing communication network influences the normal operation of the bottom-guaranteeing communication network, and the emergency plan is not generated at risk, so that the resource allocation is reasonable, and unnecessary loss of manpower and resources is reduced.
Further, the device for analyzing the operational risk of the guaranteed-base communication network further comprises:
and the sending module is used for sending the optical cable state acquisition instruction information to the optical cable on-line monitoring system.
In the embodiment of the invention, after the bottom-protected power grid communication system generates the emergency plan, the optical cable state acquisition instruction information is sent to the optical cable on-line monitoring system. The optical cable on-line monitoring system acquires the real-time state information of the optical cable to confirm the actual running state of the optical cable, so that the bottom-guaranteed power grid communication system acquires the running state of the optical cable in real time.
Referring to fig. 8, the present application further provides a storage medium 100, in which a computer program 200 is stored in the storage medium 100, and when the computer program runs on a computer, the computer is enabled to execute the method for running risk analysis of a guaranteed-base communication network described in the above embodiment.
Referring to fig. 9, the present application further provides a computer device 300 containing instructions, which when run on the computer device 300, causes the computer device 300 to execute the method for risk analysis of the operation of the secure communication network described in the above embodiment through the processor 400 disposed inside the computer device 300.
Those skilled in the art will appreciate that the method of operating risk analysis for a guaranteed-base communications network according to the present invention and the apparatus referred to above for performing one or more of the methods described in the present application. These devices may be specially designed and manufactured for the required purposes, or they may comprise known devices in general-purpose computers. These devices have stored therein computer programs or applications that are selectively activated or reconfigured. Such a computer program may be stored in a device (e.g., computer) readable medium, including, but not limited to, any type of disk including floppy disks, hard disks, optical disks, CD-ROMs, and magnetic-optical disks, ROMs (Read-Only memories), RAMs (Random access memories), EPROMs (Erasable Programmable Read-Only memories), EEPROMs (Electrically Erasable Programmable Read-Only memories), flash memories, magnetic cards, or optical cards, or any type of media suitable for storing electronic instructions, and each coupled to a bus. That is, a readable medium includes any medium that stores or transmits information in a form readable by a device (e.g., a computer).
The above description is only a preferred embodiment of the present invention, and not intended to limit the scope of the present invention, and all modifications of equivalent structures and equivalent processes, which are made by using the contents of the present specification and the accompanying drawings, or directly or indirectly applied to other related technical fields, are included in the scope of the present invention.

Claims (10)

1. A method for operating risk analysis of a guaranteed-base communication network is applied to a guaranteed-base power network communication system, wherein the guaranteed-base power network communication system comprises a risk analysis model and comprises the following steps:
acquiring appointed external environment data influencing the operation of the bottom-protected communication network, cleaning the appointed external environment data, and generating effective data;
associating the geographic location information of the optical cable segment corresponding to the valid data and the external environment data;
combining the effective data and the geographical position information, and forming risk early warning information through the risk analysis model;
and establishing a risk early warning processing mechanism, and generating an emergency plan according to the risk early warning information.
2. The method for risk analysis of operation of a guaranteed-base communication network according to claim 1, wherein the guaranteed-base power network communication system is in communication connection with a cable environment monitoring system, and the step of obtaining the designated external environment data affecting the operation of the guaranteed-base communication network, cleaning the designated external environment data, and generating the valid data comprises:
acquiring first external environment data from the cable environment monitoring system;
capturing second external environment data from the internet through a crawler tool;
and cleaning the first external environment data and the second external environment data to generate the effective data.
3. The method for performing risk analysis on a warranty communication network according to claim 1, wherein the warranty power network communication system is in communication connection with an optical cable on-line monitoring system, and the step of forming risk early warning information through the risk analysis model comprises:
acquiring an alarm grade from the optical cable online monitoring system, wherein the alarm grade is alarm information generated by the optical cable online monitoring system monitoring the bottom-protected communication network;
matching the alarm level with the first preset risk level criterion to generate a first risk level;
calculating a risk value according to the effective data;
matching the risk value with the second preset risk grade criterion to generate a second risk grade;
and comparing the first risk level with the second risk level, and judging the risk level with higher risk as the risk level of the guaranteed-base communication network.
4. A method for conducting risk analysis in a guaranteed-base communication network as claimed in claim 3, wherein said step of calculating a risk value based on said valid data comprises:
acquiring a current environment data value, a disaster risk design value and an optical cable coefficient, wherein the current environment data value is the current environment data value acquired by the guaranteed-base power grid communication system, and the disaster risk design value is the historical maximum value of disaster environment data of an area where the guaranteed-base communication network is located;
and calculating the risk value according to the current environment data value, the disaster risk design value and the optical cable coefficient.
5. The method for analyzing the operational risk of the guaranteed-base communication network according to claim 3, wherein the guaranteed-base power network communication system is in communication connection with a risk emergency system, the step of establishing a risk early warning processing mechanism and generating an emergency plan according to the risk early warning information comprises the steps of:
judging whether the risk level of the bottom-protected communication network reaches a preset standard or not;
if so, sending the risk early warning information to the risk emergency system;
and receiving the emergency plan which is transmitted back to the guaranteed-base power grid communication system by the risk emergency system, wherein the emergency plan is plan information generated by the risk emergency system according to the risk early warning information.
6. The method for performing risk analysis on a communication network according to claim 3, wherein the step of establishing a risk pre-warning processing mechanism and generating an emergency plan according to the risk pre-warning information comprises the following steps:
and sending the optical cable state acquisition instruction information to the optical cable on-line monitoring system.
7. An apparatus for risk analysis of operations in a guaranteed-base communication network, comprising:
the acquisition module is used for acquiring specified external environment data influencing the operation of the bottom-preserving communication network, cleaning the specified external environment data and generating effective data;
the association module is used for associating the geographic position information of the optical cable section corresponding to the effective data and the external environment data;
the information generation module is used for combining the effective data and the geographical position information to form risk early warning information through the risk analysis model;
and the execution module is used for establishing a risk early warning processing mechanism and generating an emergency plan according to the risk early warning information.
8. The apparatus for risk analysis of operation of a guaranteed-base communication network as claimed in claim 7, wherein said obtaining module comprises:
the first acquisition submodule is used for acquiring first external environment data from the cable environment monitoring system;
the second acquisition submodule is used for capturing second external environment data from the internet through a crawler tool;
and the cleaning submodule is used for cleaning the first external environment data and the second external environment data to generate the effective data.
9. The apparatus for risk analysis of operations of a guaranteed-base communication network as claimed in claim 7, wherein the information generating module comprises:
the third obtaining submodule is used for obtaining an alarm grade from the optical cable online monitoring system, wherein the alarm grade is alarm information generated by the optical cable online monitoring system monitoring the bottom-preserving communication network;
the first matching submodule is used for matching the alarm level with the first preset risk level criterion to generate a first risk level;
the calculation submodule is used for calculating a risk value according to the effective data;
the second matching submodule is used for matching the risk value with the second preset risk level criterion to generate a second risk level;
and the risk judgment submodule is used for comparing the first risk level with the second risk level and judging the risk level with higher risk as the risk level of the guaranteed-base communication network.
10. A computer device comprising a processor, a memory, and a computer program stored on the memory and executable on the processor, wherein the processor, when executing the computer program, implements the method for risk analysis of operations of a guaranteed-coverage communications network as claimed in any one of claims 1 to 6.
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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114337795A (en) * 2022-03-11 2022-04-12 北京中昱光通科技有限公司 OLP optical line protection method for optical cable automatic monitoring system
CN115484182A (en) * 2022-09-05 2022-12-16 南京融才交通科技研究院有限公司 Rail transit vehicle-ground communication potential risk monitoring method and system

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101478441A (en) * 2009-02-03 2009-07-08 江西省电力信息通讯有限公司 Electric communication operation support and emergency command system
CN104992373A (en) * 2015-04-01 2015-10-21 贵州电网公司输电运行检修分公司 Power transmission line natural disaster risk early warning method
CN205050194U (en) * 2015-11-04 2016-02-24 广东电网有限责任公司电力调度控制中心 Powerline network emergency preplan generates device
CN106022583A (en) * 2016-05-12 2016-10-12 中国电力科学研究院 Electric power communication service risk calculation method and system based on fuzzy decision tree
CN106789159A (en) * 2016-11-23 2017-05-31 国网福建省电力有限公司泉州供电公司 A kind of power communication important service pass effect analysis system
CN109948925A (en) * 2019-03-13 2019-06-28 南京邮电大学 Consider the power communication system reliability estimation method that weather influences

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101478441A (en) * 2009-02-03 2009-07-08 江西省电力信息通讯有限公司 Electric communication operation support and emergency command system
CN104992373A (en) * 2015-04-01 2015-10-21 贵州电网公司输电运行检修分公司 Power transmission line natural disaster risk early warning method
CN205050194U (en) * 2015-11-04 2016-02-24 广东电网有限责任公司电力调度控制中心 Powerline network emergency preplan generates device
CN106022583A (en) * 2016-05-12 2016-10-12 中国电力科学研究院 Electric power communication service risk calculation method and system based on fuzzy decision tree
CN106789159A (en) * 2016-11-23 2017-05-31 国网福建省电力有限公司泉州供电公司 A kind of power communication important service pass effect analysis system
CN109948925A (en) * 2019-03-13 2019-06-28 南京邮电大学 Consider the power communication system reliability estimation method that weather influences

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114337795A (en) * 2022-03-11 2022-04-12 北京中昱光通科技有限公司 OLP optical line protection method for optical cable automatic monitoring system
CN114337795B (en) * 2022-03-11 2022-06-03 北京中昱光通科技有限公司 OLP optical line protection method for optical cable automatic monitoring system
CN115484182A (en) * 2022-09-05 2022-12-16 南京融才交通科技研究院有限公司 Rail transit vehicle-ground communication potential risk monitoring method and system

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