Typhoon early warning information processing method and device based on association rules

Abstract

The application claims a typhoon early warning information processing method based on association rules, which sends typhoon early warning information to a power grid monitoring area in different typhoon early warning modes, collects a first historical typhoon early warning information report of the target power grid monitoring area receiving the typhoon early warning information based on a first collection period, analyzes the first historical typhoon early warning information report to obtain reading situation information and typhoon early warning modes of the power grid monitoring area; respectively processes the first historical typhoon early warning information report based on the typhoon early warning modes, obtains correction times, correction sequences and correction action information corresponding to the typhoon early warning modes, and performs prediction processing based on the correction times, sequences and action information to obtain a preferred target typhoon early warning mode matched with the target power grid monitoring area in a second collection period; and performs typhoon early warning on the target power grid monitoring area based on the preferred target typhoon early warning mode in the second collection period. The application can accurately and efficiently process typhoon early warning information.

Description

Technical Field

[0001] This application relates to the field of meteorological early warning, and in particular to a method and apparatus for processing typhoon early warning information based on association rules. Background Technology

[0002] With the continuous advancement of science and technology, people's understanding of big data information is constantly improving, and the technology for predicting and analyzing typhoons is also constantly being improved. When facing a typhoon, typhoon warning devices are used to provide audio notifications of tornado information to nearby residents.

[0003] Modern meteorological research shows that when rising air currents enter stable cavities, the upward airflow creates a chain reaction within these cavities, causing changes in cloud formations in the atmosphere. This alters the dynamic structure of the clouds, resulting in low-frequency undulating ripples that form cloud gravity waves. For example, when thunderstorms, hail, or typhoons are imminent, the rising air currents change within air vortices, altering the fluid structure of the clouds. As these changes accumulate along the vertical gradient, they eventually generate cloud gravity waves. These cloud gravity waves alternate at very low frequencies, essentially approaching the frequency range of infrasound, thus generating infrasound waves in the atmosphere. Specialized devices can be used to measure these infrasound waves, analyze and extract their characteristics, and then analyze and predict the potential occurrence of typhoons.

[0004] This invention was made to address the common problems in the field, such as lack of early warning reminders, low degree of automation in early warning analysis, poor proactive early warning, limited analysis and collection of activity characteristics, and large early warning errors. Summary of the Invention

[0005] According to a first aspect of the present invention, the present invention claims protection for a typhoon warning information processing method based on association rules, characterized in that it includes:

[0006] Typhoon warning information is sent to the power grid monitoring area using different typhoon warning modes. Based on the first collection cycle, the first historical typhoon warning information report of the target power grid monitoring area receiving the typhoon warning information is collected. The first historical typhoon warning information report is parsed to obtain the power grid monitoring area reading status information and the typhoon warning mode.

[0007] Based on the typhoon warning mode, the first historical typhoon warning information reports are statistically processed to obtain the number of corrections, the order of corrections, and the information on correction actions corresponding to the typhoon warning mode. Based on the number of corrections, the order of corrections, and the information on correction actions, prediction processing is performed to obtain the preferred target typhoon warning mode that matches the target power grid monitoring area in the second collection period.

[0008] Based on the preferred target typhoon warning mode, typhoon warnings are issued for the target power grid monitoring area during the second data acquisition cycle.

[0009] Furthermore, the typhoon warning mode includes at least one of the following: audio warning mode, SMS warning mode, main area broadcast warning mode, and sub-area broadcast warning mode;

[0010] The method of sending typhoon warning information to the power grid monitoring area using different typhoon warning modes includes:

[0011] In response to a typhoon warning trigger event, at least one of the following typhoon warning modes—the audio warning mode, the SMS warning mode, the main area broadcast warning mode, and the sub-area broadcast warning mode—is used to send typhoon warning information to the power grid monitoring area.

[0012] The first historical typhoon warning information report received by the target power grid monitoring area based on the first acquisition cycle is used to parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode, including:

[0013] Collect historical audio typhoon warning information reports from the target power grid monitoring area when receiving the typhoon warning information in the audio warning mode; parse the historical audio typhoon warning information reports to obtain the listening duration in the power grid monitoring area, the feedback information in the power grid monitoring area, and the audio warning mode; and / or,

[0014] Collect historical typhoon warning information reports from SMS messages received in the target power grid monitoring area when the typhoon warning information of the SMS warning mode is received; parse the historical typhoon warning information reports to obtain the power grid monitoring area trigger link information, the correction action information, and the SMS warning mode; and / or,

[0015] Collect historical typhoon warning information reports broadcast in the main area when the target power grid monitoring area receives the typhoon warning information in the main area broadcast warning mode; parse the historical typhoon warning information reports broadcast in the main area to obtain the main area monitoring area point information, the correction action information, and the main area broadcast warning mode; and / or,

[0016] The system collects historical typhoon warning information reports broadcast by the sub-region when the target power grid monitoring area receives the typhoon warning information in the sub-region broadcast warning mode. The system then parses the historical typhoon warning information reports broadcast by the sub-region to obtain sub-region tracking information, correction action information, and the sub-region broadcast warning mode.

[0017] Furthermore, before performing statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode, the method further includes:

[0018] The call duration in the power grid monitoring area is compared with a call duration threshold. Audio historical typhoon warning information reports corresponding to call durations in the power grid monitoring area that meet the threshold are identified as valid audio historical typhoon warning information reports, enabling statistical processing based on these valid audio historical typhoon warning information reports; and / or,

[0019] If the target power grid monitoring area triggers the SMS warning link in the SMS warning mode, then the historical typhoon warning information report is determined as a valid historical typhoon warning information report, so that statistical processing can be performed based on the valid historical typhoon warning information report; and / or,

[0020] If the main area tracking information of the power grid monitoring area includes the main area tracking content, then the main area broadcast historical typhoon warning information report is determined as a valid main area broadcast historical typhoon warning information report, so that statistical processing can be performed based on the valid main area broadcast historical typhoon warning information report; and / or,

[0021] If the sub-region tracking information of the power grid monitoring area contains the sub-region tracking content of the power grid monitoring area, then the sub-region broadcast historical typhoon warning information report is determined as a valid sub-region broadcast historical typhoon warning information report.

[0022] Furthermore, before performing the prediction processing based on the number of corrections, the correction order, and the correction action information, the method further includes:

[0023] The number of corrections, the order of corrections, and the information on correction actions are integrated into predictive input data.

[0024] The prediction model is trained using multiple sets of the aforementioned prediction input data to obtain the trained prediction model.

[0025] After issuing typhoon warnings for the target power grid monitoring area based on the preferred typhoon warning mode during the second data acquisition cycle, the method further includes:

[0026] Collect the second historical typhoon warning information report of the target power grid monitoring area within the second collection period, and add the second historical typhoon warning information report to the first historical typhoon warning information report to obtain a combined historical typhoon warning information report;

[0027] Based on the typhoon warning mode, the combined historical typhoon warning information reports are statistically processed to obtain the number of corrections, the correction order, and the correction action information corresponding to the typhoon warning mode. Based on the number of corrections, the correction order, and the correction action information, prediction processing is performed to obtain an updated target typhoon warning mode that matches the target power grid monitoring area.

[0028] The preferred target typhoon warning model is updated based on the updated target typhoon warning model.

[0029] Furthermore, the method also includes:

[0030] The system monitors the unloading and updating of main area information for the target power grid monitoring area through the main area connection port, and monitors the unloading and updating of sub-area information for the target power grid monitoring area through the sub-area connection port.

[0031] The preferred target typhoon warning mode is updated based on the unloading main area information and the updated main area information, and the preferred target typhoon warning mode is also updated based on the unloading sub-area information and the updated sub-area information.

[0032] According to a second aspect of the present invention, the present invention claims protection for a typhoon warning information processing device based on association rules, characterized in that it comprises:

[0033] The data acquisition and parsing module is used to send typhoon warning information to the power grid monitoring area in different typhoon warning modes, collect the first historical typhoon warning information report of the target power grid monitoring area receiving the typhoon warning information based on the first acquisition cycle, and parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode.

[0034] The statistical prediction module is used to perform statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode to obtain the number of corrections, the correction order and the correction action information corresponding to the typhoon warning mode, and to perform prediction processing based on the correction order, the number of corrections and the correction action information to obtain the preferred target typhoon warning mode that matches the target power grid monitoring area in the second collection period.

[0035] The typhoon warning module issues typhoon warnings to the target power grid monitoring area during the second acquisition cycle based on the preferred target typhoon warning mode.

[0036] Furthermore, the typhoon warning mode includes at least one of the following: audio warning mode, SMS warning mode, main area broadcast warning mode, and sub-area broadcast warning mode;

[0037] The method of sending typhoon warning information to the power grid monitoring area using different typhoon warning modes includes:

[0038] In response to a typhoon warning trigger event, at least one of the following typhoon warning modes—the audio warning mode, the SMS warning mode, the main area broadcast warning mode, and the sub-area broadcast warning mode—is used to send typhoon warning information to the power grid monitoring area.

[0039] The first historical typhoon warning information report received by the target power grid monitoring area based on the first acquisition cycle is used to parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode, including:

[0040] Collect historical audio typhoon warning information reports from the target power grid monitoring area when receiving the typhoon warning information in the audio warning mode; parse the historical audio typhoon warning information reports to obtain the listening duration in the power grid monitoring area, the feedback information in the power grid monitoring area, and the audio warning mode; and / or,

[0041] Collect historical typhoon warning information reports from SMS messages received in the target power grid monitoring area when the typhoon warning information of the SMS warning mode is received; parse the historical typhoon warning information reports to obtain the power grid monitoring area trigger link information, the correction action information, and the SMS warning mode; and / or,

[0042] Collect historical typhoon warning information reports broadcast in the main area when the target power grid monitoring area receives the typhoon warning information in the main area broadcast warning mode; parse the historical typhoon warning information reports broadcast in the main area to obtain the main area monitoring area point information, the correction action information, and the main area broadcast warning mode; and / or,

[0043] The system collects historical typhoon warning information reports broadcast by the sub-region when the target power grid monitoring area receives the typhoon warning information in the sub-region broadcast warning mode. The system then parses the historical typhoon warning information reports broadcast by the sub-region to obtain sub-region tracking information, correction action information, and the sub-region broadcast warning mode.

[0044] Furthermore, before performing statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode, the method further includes:

[0045] The call duration in the power grid monitoring area is compared with a call duration threshold. Audio historical typhoon warning information reports corresponding to call durations in the power grid monitoring area that meet the threshold are identified as valid audio historical typhoon warning information reports, enabling statistical processing based on these valid audio historical typhoon warning information reports; and / or,

[0046] If the target power grid monitoring area triggers the SMS warning link in the SMS warning mode, then the historical typhoon warning information report is determined as a valid historical typhoon warning information report, so that statistical processing can be performed based on the valid historical typhoon warning information report; and / or,

[0047] If the main area tracking information of the power grid monitoring area includes the main area tracking content, then the main area broadcast historical typhoon warning information report is determined as a valid main area broadcast historical typhoon warning information report, so that statistical processing can be performed based on the valid main area broadcast historical typhoon warning information report; and / or,

[0048] If the sub-region tracking information of the power grid monitoring area contains the sub-region tracking content of the power grid monitoring area, then the sub-region broadcast historical typhoon warning information report is determined as a valid sub-region broadcast historical typhoon warning information report.

[0049] Furthermore, before performing the prediction processing based on the number of corrections, the correction order, and the correction action information, the method further includes:

[0050] The number of corrections, the order of corrections, and the information on correction actions are integrated into predictive input data.

[0051] The prediction model is trained using multiple sets of the aforementioned prediction input data to obtain the trained prediction model.

[0052] After issuing typhoon warnings for the target power grid monitoring area based on the preferred typhoon warning mode during the second data acquisition cycle, the method further includes:

[0053] Collect the second historical typhoon warning information report of the target power grid monitoring area within the second collection period, and add the second historical typhoon warning information report to the first historical typhoon warning information report to obtain a combined historical typhoon warning information report;

[0054] Based on the typhoon warning mode, the combined historical typhoon warning information reports are statistically processed to obtain the number of corrections, the correction order, and the correction action information corresponding to the typhoon warning mode. Based on the number of corrections, the correction order, and the correction action information, prediction processing is performed to obtain an updated target typhoon warning mode that matches the target power grid monitoring area.

[0055] The preferred target typhoon warning model is updated based on the updated target typhoon warning model.

[0056] Furthermore, the method also includes:

[0057] The system monitors the unloading and updating of main area information for the target power grid monitoring area through the main area connection port, and monitors the unloading and updating of sub-area information for the target power grid monitoring area through the sub-area connection port.

[0058] The preferred target typhoon warning mode is updated based on the unloading main area information and the updated main area information, and the preferred target typhoon warning mode is also updated based on the unloading sub-area information and the updated sub-area information.

[0059] This invention claims protection for a typhoon warning information processing method based on association rules. The method involves sending typhoon warning information to a power grid monitoring area using different typhoon warning modes. Based on a first acquisition cycle, it collects first historical typhoon warning information reports received by the target power grid monitoring area. These reports are then parsed to obtain information on the power grid monitoring area's readability and the typhoon warning mode. Statistical processing is performed on the first historical typhoon warning information reports based on the typhoon warning mode to obtain the correction count, correction order, and correction action information corresponding to each typhoon warning mode. Based on the correction count, order, and action information, predictive processing is performed to obtain a preferred target typhoon warning mode that matches the target power grid monitoring area within a second acquisition cycle. Finally, based on the preferred target typhoon warning mode, a typhoon warning is issued to the target power grid monitoring area within the second acquisition cycle. This invention can accurately and efficiently respond to typhoon warning information. Attached Figure Description

[0060] Figure 1 This is a flowchart illustrating the process of a typhoon warning information processing method based on association rules, as described in this invention.

[0061] Figure 2 This is a second workflow diagram of a typhoon warning information processing method based on association rules involved in this invention;

[0062] Figure 3 This is a third workflow diagram of a typhoon warning information processing method based on association rules involved in this invention;

[0063] Figure 4 This is a third workflow diagram of a typhoon warning information processing method based on association rules involved in this invention;

[0064] Figure 5 This is a structural module diagram of a typhoon early warning information processing device based on association rules, which is involved in this invention. Detailed Implementation

[0065] According to a first embodiment of the present invention, referring to the appendix Figure 1This invention claims protection for a typhoon warning information processing method based on association rules, characterized by comprising:

[0066] Typhoon warning information is sent to the power grid monitoring area using different typhoon warning modes. Based on the first collection cycle, the first historical typhoon warning information report of the target power grid monitoring area receiving the typhoon warning information is collected. The first historical typhoon warning information report is parsed to obtain the power grid monitoring area reading status information and the typhoon warning mode.

[0067] Based on the typhoon warning mode, the first historical typhoon warning information reports are statistically processed to obtain the number of corrections, the order of corrections, and the information on correction actions corresponding to the typhoon warning mode. Based on the number of corrections, the order of corrections, and the information on correction actions, prediction processing is performed to obtain the preferred target typhoon warning mode that matches the target power grid monitoring area in the second collection period.

[0068] Based on the preferred target typhoon warning mode, typhoon warnings are issued for the target power grid monitoring area during the second data acquisition cycle.

[0069] Furthermore, the typhoon warning mode includes at least one of the following: audio warning mode, SMS warning mode, main area broadcast warning mode, and sub-area broadcast warning mode;

[0070] The method of sending typhoon warning information to the power grid monitoring area using different typhoon warning modes includes:

[0071] In response to a typhoon warning trigger event, at least one of the following typhoon warning modes—the audio warning mode, the SMS warning mode, the main area broadcast warning mode, and the sub-area broadcast warning mode—is used to send typhoon warning information to the power grid monitoring area.

[0072] The first historical typhoon warning information report received by the target power grid monitoring area based on the first acquisition cycle is used to parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode, including:

[0073] Collect historical audio typhoon warning information reports from the target power grid monitoring area when receiving the typhoon warning information in the audio warning mode; parse the historical audio typhoon warning information reports to obtain the listening duration in the power grid monitoring area, the feedback information in the power grid monitoring area, and the audio warning mode; and / or,

[0074] Collect historical typhoon warning information reports from SMS messages received in the target power grid monitoring area when the typhoon warning information of the SMS warning mode is received; parse the historical typhoon warning information reports to obtain the power grid monitoring area trigger link information, the correction action information, and the SMS warning mode; and / or,

[0075] Collect historical typhoon warning information reports broadcast in the main area when the target power grid monitoring area receives the typhoon warning information in the main area broadcast warning mode; parse the historical typhoon warning information reports broadcast in the main area to obtain the main area monitoring area point information, the correction action information, and the main area broadcast warning mode; and / or,

[0076] The system collects historical typhoon warning information reports broadcast by the sub-region when the target power grid monitoring area receives the typhoon warning information in the sub-region broadcast warning mode. The system then parses the historical typhoon warning information reports broadcast by the sub-region to obtain sub-region tracking information, correction action information, and the sub-region broadcast warning mode.

[0077] Furthermore, before performing statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode, the method further includes:

[0078] The call duration in the power grid monitoring area is compared with a call duration threshold. Audio historical typhoon warning information reports corresponding to call durations in the power grid monitoring area that meet the threshold are identified as valid audio historical typhoon warning information reports, enabling statistical processing based on these valid audio historical typhoon warning information reports; and / or,

[0079] If the target power grid monitoring area triggers the SMS warning link in the SMS warning mode, then the historical typhoon warning information report is determined as a valid historical typhoon warning information report, so that statistical processing can be performed based on the valid historical typhoon warning information report; and / or,

[0080] If the main area tracking information of the power grid monitoring area includes the main area tracking content, then the main area broadcast historical typhoon warning information report is determined as a valid main area broadcast historical typhoon warning information report, so that statistical processing can be performed based on the valid main area broadcast historical typhoon warning information report; and / or,

[0081] If the sub-region tracking information of the power grid monitoring area contains the sub-region tracking content of the power grid monitoring area, then the sub-region broadcast historical typhoon warning information report is determined as a valid sub-region broadcast historical typhoon warning information report.

[0082] Further, refer to the appendix. Figure 2Before performing the prediction processing based on the number of corrections, the correction order, and the correction action information, the method further includes:

[0083] The number of corrections, the order of corrections, and the information on correction actions are integrated into predictive input data.

[0084] The prediction model is trained using multiple sets of the aforementioned prediction input data to obtain the trained prediction model.

[0085] See attached document Figure 3 After issuing typhoon warnings for the target power grid monitoring area based on the preferred typhoon warning mode during the second data acquisition cycle, the method further includes:

[0086] Collect the second historical typhoon warning information report of the target power grid monitoring area within the second collection period, and add the second historical typhoon warning information report to the first historical typhoon warning information report to obtain a combined historical typhoon warning information report;

[0087] Based on the typhoon warning mode, the combined historical typhoon warning information reports are statistically processed to obtain the number of corrections, the correction order, and the correction action information corresponding to the typhoon warning mode. Based on the number of corrections, the correction order, and the correction action information, prediction processing is performed to obtain an updated target typhoon warning mode that matches the target power grid monitoring area.

[0088] The preferred target typhoon warning model is updated based on the updated target typhoon warning model.

[0089] Further, refer to the appendix. Figure 4 The method further includes:

[0090] The system monitors the unloading and updating of main area information for the target power grid monitoring area through the main area connection port, and monitors the unloading and updating of sub-area information for the target power grid monitoring area through the sub-area connection port.

[0091] The preferred target typhoon warning mode is updated based on the unloading main area information and the updated main area information, and the preferred target typhoon warning mode is also updated based on the unloading sub-area information and the updated sub-area information.

[0092] According to a second embodiment of the present invention, referring to the appendix Figure 5 This invention claims protection for a typhoon warning information processing device based on association rules, characterized in that it includes:

[0093] The data acquisition and parsing module is used to send typhoon warning information to the power grid monitoring area in different typhoon warning modes, collect the first historical typhoon warning information report of the target power grid monitoring area receiving the typhoon warning information based on the first acquisition cycle, and parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode.

[0094] The statistical prediction module is used to perform statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode to obtain the number of corrections, the correction order and the correction action information corresponding to the typhoon warning mode, and to perform prediction processing based on the correction order, the number of corrections and the correction action information to obtain the preferred target typhoon warning mode that matches the target power grid monitoring area in the second collection period.

[0095] The typhoon warning module issues typhoon warnings to the target power grid monitoring area during the second acquisition cycle based on the preferred target typhoon warning mode.

[0096] Furthermore, the typhoon warning mode includes at least one of the following: audio warning mode, SMS warning mode, main area broadcast warning mode, and sub-area broadcast warning mode;

[0097] The method of sending typhoon warning information to the power grid monitoring area using different typhoon warning modes includes:

[0098] In response to a typhoon warning trigger event, at least one of the following typhoon warning modes—the audio warning mode, the SMS warning mode, the main area broadcast warning mode, and the sub-area broadcast warning mode—is used to send typhoon warning information to the power grid monitoring area.

[0099] The first historical typhoon warning information report received by the target power grid monitoring area based on the first acquisition cycle is used to parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode, including:

[0100] Collect historical audio typhoon warning information reports from the target power grid monitoring area when receiving the typhoon warning information in the audio warning mode; parse the historical audio typhoon warning information reports to obtain the listening duration in the power grid monitoring area, the feedback information in the power grid monitoring area, and the audio warning mode; and / or,

[0101] Collect historical typhoon warning information reports from SMS messages received in the target power grid monitoring area when the typhoon warning information of the SMS warning mode is received; parse the historical typhoon warning information reports to obtain the power grid monitoring area trigger link information, the correction action information, and the SMS warning mode; and / or,

[0102] Collect historical typhoon warning information reports broadcast in the main area when the target power grid monitoring area receives the typhoon warning information in the main area broadcast warning mode; parse the historical typhoon warning information reports broadcast in the main area to obtain the main area monitoring area point information, the correction action information, and the main area broadcast warning mode; and / or,

[0103] The system collects historical typhoon warning information reports broadcast by the sub-region when the target power grid monitoring area receives the typhoon warning information in the sub-region broadcast warning mode. The system then parses the historical typhoon warning information reports broadcast by the sub-region to obtain sub-region tracking information, correction action information, and the sub-region broadcast warning mode.

[0104] Furthermore, before performing statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode, the method further includes:

[0105] The call duration in the power grid monitoring area is compared with a call duration threshold. Audio historical typhoon warning information reports corresponding to call durations in the power grid monitoring area that meet the threshold are identified as valid audio historical typhoon warning information reports, enabling statistical processing based on these valid audio historical typhoon warning information reports; and / or,

[0106] If the target power grid monitoring area triggers the SMS warning link in the SMS warning mode, then the historical typhoon warning information report is determined as a valid historical typhoon warning information report, so that statistical processing can be performed based on the valid historical typhoon warning information report; and / or,

[0107] If the main area tracking information of the power grid monitoring area includes the main area tracking content, then the main area broadcast historical typhoon warning information report is determined as a valid main area broadcast historical typhoon warning information report, so that statistical processing can be performed based on the valid main area broadcast historical typhoon warning information report; and / or,

[0108] If the sub-region tracking information of the power grid monitoring area contains the sub-region tracking content of the power grid monitoring area, then the sub-region broadcast historical typhoon warning information report is determined as a valid sub-region broadcast historical typhoon warning information report.

[0109] Furthermore, before performing the prediction processing based on the number of corrections, the correction order, and the correction action information, the method further includes:

[0110] The number of corrections, the order of corrections, and the information on correction actions are integrated into predictive input data.

[0111] The prediction model is trained using multiple sets of the aforementioned prediction input data to obtain the trained prediction model.

[0112] After issuing typhoon warnings for the target power grid monitoring area based on the preferred typhoon warning mode during the second data acquisition cycle, the method further includes:

[0113] Collect the second historical typhoon warning information report of the target power grid monitoring area within the second collection period, and add the second historical typhoon warning information report to the first historical typhoon warning information report to obtain a combined historical typhoon warning information report;

[0114] Based on the typhoon warning mode, the combined historical typhoon warning information reports are statistically processed to obtain the number of corrections, the correction order, and the correction action information corresponding to the typhoon warning mode. Based on the number of corrections, the correction order, and the correction action information, prediction processing is performed to obtain an updated target typhoon warning mode that matches the target power grid monitoring area.

[0115] The preferred target typhoon warning model is updated based on the updated target typhoon warning model.

[0116] Furthermore, the method also includes:

[0117] The system monitors the unloading and updating of main area information for the target power grid monitoring area through the main area connection port, and monitors the unloading and updating of sub-area information for the target power grid monitoring area through the sub-area connection port.

[0118] The preferred target typhoon warning mode is updated based on the unloading main area information and the updated main area information, and the preferred target typhoon warning mode is also updated based on the unloading sub-area information and the updated sub-area information.

[0119] Those skilled in the art will understand that the contents disclosed herein can be varied and modified in many ways. For example, the various devices or components described above can be implemented in hardware, or in software, firmware, or a combination of some or all of the three.

[0120] This disclosure uses flowcharts to illustrate the steps of a method according to embodiments of this disclosure. It should be understood that the preceding or following steps are not necessarily performed in exact order. Instead, the steps can be processed in reverse order or simultaneously. Furthermore, other operations can be added to these processes.

[0121] Those skilled in the art will understand that all or part of the steps in the above methods can be implemented by a computer program instructing related hardware, and the program can be stored in a computer-readable storage medium, such as a read-only memory, a disk, or an optical disk. Optionally, all or part of the steps in the above embodiments can also be implemented using one or more integrated circuits. Accordingly, each module / unit in the above embodiments can be implemented in hardware or as a software functional module. This disclosure is not limited to any particular combination of hardware and software.

[0122] Unless otherwise defined, all terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this disclosure pertains. It should also be understood that terms such as those defined in a common dictionary should be interpreted as having a meaning consistent with their meaning in the context of the relevant art, rather than being interpreted in an idealized or highly formulaic way, unless expressly defined herein.

[0123] The foregoing description is intended to illustrate the present disclosure and should not be construed as limiting it. While several exemplary embodiments of the present disclosure have been described, those skilled in the art will readily understand that many modifications may be made to the exemplary embodiments without departing from the novel teachings and advantages of the present disclosure. Therefore, all such modifications are intended to be included within the scope of the present disclosure as defined by the claims. It should be understood that the foregoing description is intended to illustrate the present disclosure and should not be construed as limiting it to the specific embodiments disclosed, and modifications to the disclosed embodiments and other embodiments are intended to be included within the scope of the appended claims. The present disclosure is defined by the claims and their equivalents.

[0124] In the description of this specification, the references to terms such as "one embodiment," "some embodiments," "illustrative embodiment," "example," "specific example," or "some examples," etc., indicate that a specific feature, structure, material, or characteristic described in connection with that embodiment or example is included in at least one embodiment or example of the invention. In this specification, the illustrative expressions of the above terms do not necessarily refer to the same embodiment or example. Furthermore, the specific features, structures, materials, or characteristics described may be combined in any suitable manner in one or more embodiments or examples.

[0125] Although embodiments of the invention have been shown and described, those skilled in the art will understand that various changes, modifications, substitutions and alterations can be made to these embodiments without departing from the principles and spirit of the invention, the scope of which is defined by the claims and their equivalents.

Claims

1. A method for processing typhoon warning information based on association rules, characterized in that, include: Typhoon warning information is sent to the power grid monitoring area using different typhoon warning modes. Based on the first collection cycle, the first historical typhoon warning information report of the target power grid monitoring area receiving the typhoon warning information is collected. The first historical typhoon warning information report is parsed to obtain the power grid monitoring area reading status information and the typhoon warning mode. Based on the typhoon warning mode, the first historical typhoon warning information reports are statistically processed to obtain the number of corrections, the order of corrections, and the information on correction actions corresponding to the typhoon warning mode. Based on the number of corrections, the order of corrections, and the information on correction actions, prediction processing is performed to obtain the preferred target typhoon warning mode that matches the target power grid monitoring area in the second collection period. Based on the preferred target typhoon warning mode, typhoon warnings are issued for the target power grid monitoring area during the second data acquisition cycle.

2. The method according to claim 1, characterized in that, The typhoon warning mode includes at least one of the following: audio warning mode, SMS warning mode, main area broadcast warning mode, and sub-area broadcast warning mode; The method of sending typhoon warning information to the power grid monitoring area using different typhoon warning modes includes: In response to a typhoon warning trigger event, at least one of the following typhoon warning modes—the audio warning mode, the SMS warning mode, the main area broadcast warning mode, and the sub-area broadcast warning mode—is used to send typhoon warning information to the power grid monitoring area. The first historical typhoon warning information report received by the target power grid monitoring area based on the first acquisition cycle is used to parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode, including: Collect historical audio typhoon warning information reports from the target power grid monitoring area when receiving the typhoon warning information in the audio warning mode; parse the historical audio typhoon warning information reports to obtain the listening duration in the power grid monitoring area, the feedback information in the power grid monitoring area, and the audio warning mode; and / or, Collect historical typhoon warning information reports from SMS messages received in the target power grid monitoring area when the typhoon warning information of the SMS warning mode is received; parse the historical typhoon warning information reports to obtain the power grid monitoring area trigger link information, the correction action information, and the SMS warning mode; and / or, Collect historical typhoon warning information reports broadcast in the main area when the target power grid monitoring area receives the typhoon warning information in the main area broadcast warning mode; parse the historical typhoon warning information reports broadcast in the main area to obtain the main area monitoring area point information, the correction action information, and the main area broadcast warning mode; and / or, The system collects historical typhoon warning information reports broadcast by the sub-region when the target power grid monitoring area receives the typhoon warning information in the sub-region broadcast warning mode. The system then parses the historical typhoon warning information reports broadcast by the sub-region to obtain sub-region tracking information, correction action information, and the sub-region broadcast warning mode.

3. The method according to claim 2, characterized in that, Before performing statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode, the method further includes: The call duration in the power grid monitoring area is compared with a call duration threshold. Audio historical typhoon warning information reports corresponding to call durations in the power grid monitoring area that meet the threshold are identified as valid audio historical typhoon warning information reports, enabling statistical processing based on these valid audio historical typhoon warning information reports; and / or, If the target power grid monitoring area triggers the SMS warning link in the SMS warning mode, then the historical typhoon warning information report is determined as a valid historical typhoon warning information report, so that statistical processing can be performed based on the valid historical typhoon warning information report; and / or, If the main area tracking information of the power grid monitoring area includes the main area tracking content, then the main area broadcast historical typhoon warning information report is determined as a valid main area broadcast historical typhoon warning information report, so that statistical processing can be performed based on the valid main area broadcast historical typhoon warning information report; and / or, If the sub-region tracking information of the power grid monitoring area contains the sub-region tracking content of the power grid monitoring area, then the sub-region broadcast historical typhoon warning information report is determined as a valid sub-region broadcast historical typhoon warning information report.

4. The method according to claim 1, characterized in that, Before performing the prediction processing based on the number of corrections, the correction order, and the correction action information, the method further includes: The number of corrections, the order of corrections, and the information on correction actions are integrated into predictive input data. The prediction model is trained using multiple sets of the aforementioned prediction input data to obtain the trained prediction model. After issuing typhoon warnings for the target power grid monitoring area based on the preferred target typhoon warning mode during the second data acquisition cycle, the method further includes: Collect the second historical typhoon warning information report of the target power grid monitoring area within the second collection period, and add the second historical typhoon warning information report to the first historical typhoon warning information report to obtain a combined historical typhoon warning information report; Based on the typhoon warning mode, the combined historical typhoon warning information reports are statistically processed to obtain the number of corrections, the correction order, and the correction action information corresponding to the typhoon warning mode. Based on the number of corrections, the correction order, and the correction action information, prediction processing is performed to obtain an updated target typhoon warning mode that matches the target power grid monitoring area. The preferred target typhoon warning model is updated based on the updated target typhoon warning model.

5. The method according to any one of claims 1-4, characterized in that, The method further includes: The system monitors the unloading and updating of main area information for the target power grid monitoring area through the main area connection port, and monitors the unloading and updating of sub-area information for the target power grid monitoring area through the sub-area connection port. The preferred target typhoon warning mode is updated based on the unloading main area information and the updated main area information, and the preferred target typhoon warning mode is also updated based on the unloading sub-area information and the updated sub-area information.

6. A typhoon early warning information processing device based on association rules, characterized in that, include: The data acquisition and parsing module is used to send typhoon warning information to the power grid monitoring area in different typhoon warning modes, collect the first historical typhoon warning information report of the target power grid monitoring area receiving the typhoon warning information based on the first acquisition cycle, and parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode. The statistical prediction module is used to perform statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode to obtain the number of corrections, the correction order and the correction action information corresponding to the typhoon warning mode, and to perform prediction processing based on the correction order, the number of corrections and the correction action information to obtain the preferred target typhoon warning mode that matches the target power grid monitoring area in the second collection period. The typhoon warning module issues typhoon warnings to the target power grid monitoring area during the second acquisition cycle based on the preferred target typhoon warning mode.

7. The apparatus according to claim 6, characterized in that, The typhoon warning mode includes at least one of the following: audio warning mode, SMS warning mode, main area broadcast warning mode, and sub-area broadcast warning mode; The method of sending typhoon warning information to the power grid monitoring area using different typhoon warning modes includes: In response to a typhoon warning trigger event, at least one of the following typhoon warning modes—the audio warning mode, the SMS warning mode, the main area broadcast warning mode, and the sub-area broadcast warning mode—is used to send typhoon warning information to the power grid monitoring area. The first historical typhoon warning information report received by the target power grid monitoring area based on the first acquisition cycle is used to parse the first historical typhoon warning information report to obtain the power grid monitoring area reading status information and the typhoon warning mode, including: Collect historical audio typhoon warning information reports from the target power grid monitoring area when receiving the typhoon warning information in the audio warning mode; parse the historical audio typhoon warning information reports to obtain the listening duration in the power grid monitoring area, the feedback information in the power grid monitoring area, and the audio warning mode; and / or, Collect historical typhoon warning information reports from SMS messages received in the target power grid monitoring area when the typhoon warning information of the SMS warning mode is received; parse the historical typhoon warning information reports to obtain the power grid monitoring area trigger link information, the correction action information, and the SMS warning mode; and / or, Collect historical typhoon warning information reports broadcast in the main area when the target power grid monitoring area receives the typhoon warning information in the main area broadcast warning mode; parse the historical typhoon warning information reports broadcast in the main area to obtain the main area monitoring area point information, the correction action information, and the main area broadcast warning mode; and / or, The system collects historical typhoon warning information reports broadcast by the sub-region when the target power grid monitoring area receives the typhoon warning information in the sub-region broadcast warning mode. The system then parses the historical typhoon warning information reports broadcast by the sub-region to obtain sub-region tracking information, correction action information, and the sub-region broadcast warning mode.

8. The apparatus according to claim 7, characterized in that, Before performing statistical processing on the first historical typhoon warning information reports based on the typhoon warning mode, the method further includes: The call duration in the power grid monitoring area is compared with a call duration threshold. Audio historical typhoon warning information reports corresponding to call durations in the power grid monitoring area that meet the threshold are identified as valid audio historical typhoon warning information reports, enabling statistical processing based on these valid audio historical typhoon warning information reports; and / or, If the target power grid monitoring area triggers the SMS warning link in the SMS warning mode, then the historical typhoon warning information report is determined as a valid historical typhoon warning information report, so that statistical processing can be performed based on the valid historical typhoon warning information report; and / or, If the main area tracking information of the power grid monitoring area includes the main area tracking content, then the main area broadcast historical typhoon warning information report is determined as a valid main area broadcast historical typhoon warning information report, so that statistical processing can be performed based on the valid main area broadcast historical typhoon warning information report; and / or, If the sub-region tracking information of the power grid monitoring area contains the sub-region tracking content of the power grid monitoring area, then the sub-region broadcast historical typhoon warning information report is determined as a valid sub-region broadcast historical typhoon warning information report.

9. The apparatus according to claim 7, characterized in that, Before performing the prediction processing based on the number of corrections, the correction order, and the correction action information, the method further includes: The number of corrections, the order of corrections, and the information on correction actions are integrated into predictive input data. The prediction model is trained using multiple sets of the aforementioned prediction input data to obtain the trained prediction model. After issuing typhoon warnings for the target power grid monitoring area based on the preferred target typhoon warning mode during the second data acquisition cycle, the method further includes: Collect the second historical typhoon warning information report of the target power grid monitoring area within the second collection period, and add the second historical typhoon warning information report to the first historical typhoon warning information report to obtain a combined historical typhoon warning information report; Based on the typhoon warning mode, the combined historical typhoon warning information reports are statistically processed to obtain the number of corrections, the correction order, and the correction action information corresponding to the typhoon warning mode. Based on the number of corrections, the correction order, and the correction action information, prediction processing is performed to obtain an updated target typhoon warning mode that matches the target power grid monitoring area. The preferred target typhoon warning model is updated based on the updated target typhoon warning model.

10. The apparatus according to claim 9, characterized in that, Also includes: The system monitors the unloading and updating of main area information for the target power grid monitoring area through the main area connection port, and monitors the unloading and updating of sub-area information for the target power grid monitoring area through the sub-area connection port. The preferred target typhoon warning mode is updated based on the unloading main area information and the updated main area information, and the preferred target typhoon warning mode is also updated based on the unloading sub-area information and the updated sub-area information.

Images