Fire prediction system and method for historic building
By analyzing meteorological monitoring data, predicting the characteristics of thunderstorm weather and attributes of lightning strike events, and combining the lightning strike charge distribution data to judge the gathering of lightning strike charges, the lightning strike and fire risk faced by ancient buildings in thunderstorms is solved, and the safety of ancient buildings is improved.
Patent Information
- Application Number
- CN202411597806.3
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-08
- Publication Date
- 2025-02-25
AI Technical Summary
Ancient buildings face the risk of lightning strikes and fires in thunderstorms, and existing lightning protection equipment cannot effectively reduce this risk.
By analyzing the meteorological monitoring data in the area where the ancient building is located, predicting the characteristics of thunderstorms, predicting the attribute information of lightning strike events in ancient buildings, and obtaining the lightning charge distribution data during the lightning strike event, determining whether a lightning charge aggregation event occurs, and identifying the effectiveness of the conductive charge of lightning protection equipment.
A comprehensive and accurate prediction of the location and time of potential lightning strikes in ancient buildings was achieved, and the insufficient conducting charge of lightning protection equipment was identified, providing a reliable basis for predicting fires caused by excessive gathering of lightning strike charges, improving the safety of ancient buildings.
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Figure CN119515072A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of building safety monitoring, and in particular to a fire prediction system and method for ancient buildings. Background Art
[0002] Ancient buildings are all made of wood, so it is necessary to strictly prevent fires when protecting them. At present, the means of strictly preventing fires in ancient buildings are all focused on how to prevent fire sources from being brought into ancient buildings. Although the above means can be achieved to a large extent through human monitoring, natural factors are also an important factor that cannot be ignored and difficult to control that causes fires in ancient buildings. Generally speaking, lightning strikes are an important factor that causes fires in ancient buildings. The existing technology can reduce the probability of ancient buildings being struck by lightning to a certain extent by installing equipment such as lightning rods on ancient buildings. As global warming continues to intensify, the probability and scale of severe convective weather have also increased accordingly, and the frequency and intensity of lightning strikes faced by ancient buildings have also continued to increase. Relying solely on lightning rods cannot effectively reduce the risk of lightning fires in ancient buildings. For this reason, it is necessary to accurately and long-term advance predictions of thunderstorms that ancient buildings may face, so as to conduct a comprehensive investigation of lightning strikes and potential fire risks suffered by ancient buildings in a targeted manner, and improve the safety of ancient buildings. Summary of the invention
[0003] The purpose of the present invention is to provide a fire prediction system and method for ancient buildings, which analyzes meteorological monitoring data of the area where the ancient buildings are located, obtains thunderstorm weather characteristic information in the area, and predicts the attribute information of lightning strikes on the ancient buildings, and comprehensively and accurately predicts the potential location and time of lightning strikes on the ancient buildings; based on the attribute information of lightning strikes, the lightning charge distribution data of the ancient buildings during the lightning strikes is obtained, so as to judge whether lightning charge accumulation events occur in the ancient buildings, identify the situation that the lightning protection equipment of the ancient buildings cannot conduct charges in time and effectively, and provide a reliable basis for predicting that the ancient buildings will break through the building structure and cause fires due to excessive accumulation of lightning charges; also based on the location information of the fire events in the ancient buildings, the ancient buildings are visually identified to obtain the real-time information of the fire events, so as to adjust the working status of the fire-fighting equipment, timely extinguish the fire in the ancient buildings and prevent the fire from expanding, comprehensively predict and investigate the lightning strikes on the ancient buildings and the potential fire risks, and improve the safety of the ancient buildings.
[0004] The present invention is achieved through the following technical solutions:
[0005] A fire prediction system for ancient buildings, comprising:
[0006] A thunderstorm weather recognition module is used to analyze the meteorological monitoring data of the area where the ancient building is located to obtain the thunderstorm weather characteristic information of the area where the ancient building is located;
[0007] A lightning strike event prediction module is used to predict the attribute information of the lightning strike event occurring in the ancient building based on the characteristic information of the thunderstorm weather;
[0008] A lightning charge distribution determination module is used to obtain lightning charge distribution data corresponding to the lightning strike event of the ancient building based on the attribute information of the lightning strike event;
[0009] The fire event prediction module is used to analyze the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, predict the location information of the ancient building where a fire event may occur;
[0010] A fire situation recognition module is used to visually recognize the corresponding part of the ancient building based on the location information to determine the real-time information of the fire event;
[0011] The fire-fighting equipment operation adjustment module is used to adjust the operation status of the fire-fighting equipment inside the ancient building based on the real-time information.
[0012] Optionally, the thunderstorm weather recognition module is used to analyze the meteorological monitoring data of the area where the ancient building is located to obtain thunderstorm weather characteristic information of the area where the ancient building is located, including:
[0013] Acquire satellite radar echo data of the area where the ancient building is located, perform time evolution analysis on the satellite radar echo data, and obtain severe convective weather change trend information of the area where the ancient building is located; based on the severe convective weather change trend information, obtain thunderstorm weather characteristic information of the area where the ancient building is located; wherein the thunderstorm weather characteristic information includes thunderstorm weather occurrence time information and thunderstorm weather coverage range information of the area where the ancient building is located;
[0014] The lightning strike event prediction module is used to predict the attribute information of the lightning strike event of the ancient building based on the thunderstorm weather characteristic information, including:
[0015] Based on the thunderstorm weather characteristic information and the architectural appearance information of the ancient building, the attribute information of the lightning strike event of the ancient building is predicted; wherein the architectural appearance information includes the structural outline and structural height information of the ancient building; the attribute information of the lightning strike event includes the location information of the part of the ancient building that was struck by lightning and the occurrence time information.
[0016] Optionally, the lightning charge distribution determination module is used to obtain lightning charge distribution data corresponding to the lightning strike event of the ancient building based on the attribute information of the lightning strike event, including:
[0017] Based on the location information of the ancient building struck by lightning and the time information of the occurrence of the lightning strike event contained in the attribute information of the lightning strike event, the lightning charge conduction data of the lightning protection device of the ancient building during the lightning strike event is obtained; the lightning charge conduction data is analyzed to obtain the lightning charge distribution data corresponding to the process of the lightning strike event of the ancient building; wherein the lightning charge distribution data includes the distribution position and distribution amount of the lightning charge on the ancient building;
[0018] The fire event prediction module is used to analyze the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, the location information of the ancient building where a fire event may occur is predicted, including:
[0019] Analyze the lightning charge distribution data to identify whether the charge amount distributed at a certain position on the ancient building exceeds a preset charge amount threshold, and if so, determine that a lightning charge accumulation event has occurred in the ancient building; if not, determine that no lightning charge accumulation event has occurred in the ancient building;
[0020] When the lightning charge accumulation event occurs, based on the charge transmission trend at the location where the lightning charge accumulation event occurs in the ancient building, it is predicted whether a fire event is likely to occur at the location.
[0021] Optionally, the fire situation recognition module is used to visually recognize the corresponding part of the ancient building based on the location information to determine the real-time information of the fire event, including:
[0022] Based on the location information of the ancient building where a fire may occur, thermal infrared photography is performed on the corresponding parts of the ancient building to obtain corresponding thermal infrared dynamic images; the thermal infrared dynamic images are identified to determine whether the fire event has occurred and the scope of the fire after it has occurred, which is used as the real-time information;
[0023] The fire-fighting equipment working adjustment module is used to adjust the working state of the fire-fighting equipment inside the ancient building based on the real-time information, including:
[0024] Based on the real-time information, the spraying direction and spraying water flow rate of the fire sprinkler equipment inside the ancient building are adjusted.
[0025] A fire prediction method for ancient buildings, comprising:
[0026] Analyze the meteorological monitoring data of the area where the ancient building is located to obtain the characteristic information of thunderstorm weather in the area where the ancient building is located; based on the characteristic information of thunderstorm weather, predict the attribute information of the lightning strike event occurring in the ancient building;
[0027] Based on the attribute information of the lightning strike event, the lightning charge distribution data corresponding to the lightning strike event of the ancient building is obtained; the lightning charge distribution data is analyzed to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, the location information of the ancient building where a fire event may occur is predicted;
[0028] Based on the location information, the corresponding part of the ancient building is visually identified to determine the real-time information of the fire event; based on the real-time information, the working status of the fire-fighting equipment inside the ancient building is adjusted.
[0029] Optionally, the meteorological monitoring data of the area where the ancient building is located is analyzed to obtain characteristic information of thunderstorm weather in the area where the ancient building is located; based on the characteristic information of thunderstorm weather, attribute information of a lightning strike event occurring in the ancient building is predicted, including:
[0030] Acquire satellite radar echo data of the area where the ancient building is located, perform time evolution analysis on the satellite radar echo data, and obtain severe convective weather change trend information of the area where the ancient building is located; based on the severe convective weather change trend information, obtain thunderstorm weather characteristic information of the area where the ancient building is located; wherein the thunderstorm weather characteristic information includes thunderstorm weather occurrence time information and thunderstorm weather coverage range information of the area where the ancient building is located;
[0031] Based on the thunderstorm weather characteristic information and the architectural appearance information of the ancient building, the attribute information of the lightning strike event of the ancient building is predicted; wherein the architectural appearance information includes the structural outline and structural height information of the ancient building; the attribute information of the lightning strike event includes the location information of the part of the ancient building that was struck by lightning and the occurrence time information.
[0032] Optionally, based on the attribute information of the lightning strike event, obtaining the lightning charge distribution data corresponding to the process of the lightning strike event occurring in the ancient building; analyzing the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; and when the lightning charge accumulation event occurs, predicting the location information of the ancient building where a fire event may occur, including:
[0033] Based on the location information of the ancient building struck by lightning and the time information of the occurrence of the lightning strike event contained in the attribute information of the lightning strike event, the lightning charge conduction data of the lightning protection device of the ancient building during the lightning strike event is obtained; the lightning charge conduction data is analyzed to obtain the lightning charge distribution data corresponding to the process of the lightning strike event of the ancient building; wherein the lightning charge distribution data includes the distribution position and distribution amount of the lightning charge on the ancient building;
[0034] Analyze the lightning charge distribution data to identify whether the charge amount distributed at a certain position on the ancient building exceeds a preset charge amount threshold, and if so, determine that a lightning charge accumulation event has occurred in the ancient building; if not, determine that no lightning charge accumulation event has occurred in the ancient building;
[0035] When the lightning charge accumulation event occurs, based on the charge transmission trend at the location where the lightning charge accumulation event occurs in the ancient building, it is predicted whether a fire event is likely to occur at the location.
[0036] Optionally, when the lightning charge accumulation event occurs, based on the charge transmission trend at the location where the lightning charge accumulation event occurs in the ancient building, predicting whether a fire event may occur at the location includes:
[0037] Step S1, assuming that after a lightning charge accumulation event occurs, the amount of charge flowing into the location where the lightning charge accumulation event occurs in the ancient building at time t is I in (t), the charge outflow at time t is I out (t), then the charge accumulation from the initial time t0 to time t is:
[0038]
[0039] In the above formula (1), Q(t) is the charge outflow at the location where the lightning charge accumulation event occurs in the ancient building. out (t), then Q(t0) is the accumulated charge from the initial time t0 to the time t, and Q(t0) is the accumulated charge at the corresponding position at the initial time t0;
[0040] Step S2, according to the calculation result of the above step S1, determining the charge accumulation rate at the location where the lightning charge accumulation event occurs in the ancient building,
[0041]
[0042] In the above formula (2), R(t) is the charge accumulation rate at the location where the lightning charge accumulation event occurred in the ancient building. The formula is used to calculate the first-order derivative of Q(t);
[0043] Step S3, based on the calculation results of the above steps S1 and S2, predict whether a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building,
[0044]
[0045] In the above formula (3), f(t) is the judgment value of whether a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building; when f(t) is 1, it indicates that a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building; when f(t) is 0, it indicates that a fire event is unlikely to occur at the location where the lightning charge accumulation event occurs in the ancient building; Q s is the charge accumulation threshold.
[0046] Optionally, based on the location information, visually identifying the corresponding part of the ancient building to determine the real-time information of the fire event; based on the real-time information, adjusting the working state of the fire-fighting equipment inside the ancient building, including:
[0047] Based on the location information of the ancient building where a fire may occur, thermal infrared photography is performed on the corresponding parts of the ancient building to obtain corresponding thermal infrared dynamic images; the thermal infrared dynamic images are identified to determine whether the fire event has occurred and the scope of the fire after it has occurred, which is used as the real-time information;
[0048] Based on the real-time information, the spraying direction and spraying water flow rate of the fire sprinkler equipment inside the ancient building are adjusted.
[0049] Compared with the prior art, the present invention has the following beneficial effects:
[0050] The fire prediction system and method for ancient buildings provided in the present application analyze the meteorological monitoring data of the area where the ancient buildings are located, obtain the characteristic information of thunderstorm weather in the area, and use this to predict the attribute information of lightning strikes on the ancient buildings, and make a comprehensive and accurate prediction of the potential location and time of lightning strikes on the ancient buildings; based on the attribute information of lightning strikes, obtain the lightning charge distribution data during the lightning strike of the ancient buildings, and judge whether a lightning charge accumulation event occurs in the ancient buildings, identify the situation where the lightning protection equipment of the ancient buildings cannot conduct the charge in a timely and effective manner, and provide a reliable basis for predicting that the ancient buildings will break through the building structure and cause a fire due to excessive accumulation of lightning charges; also based on the location information of the fire events in the ancient buildings, visually identify the ancient buildings, and obtain the real-time information of the fire events, so as to adjust the working status of the fire-fighting equipment, timely extinguish the fire in the ancient buildings and prevent the fire from expanding, and make a comprehensive prediction and investigation of the lightning strikes and potential fire risks suffered by the ancient buildings, so as to improve the safety of the ancient buildings. BRIEF DESCRIPTION OF THE DRAWINGS
[0051] In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following briefly introduces the drawings required for use in the embodiments or the prior art descriptions. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative work. Among them:
[0052] Figure 1 A structural schematic diagram of a fire prediction system for ancient buildings provided by the present invention.
[0053] Figure 2 A schematic flow chart of a fire prediction method for ancient buildings provided by the present invention. DETAILED DESCRIPTION
[0054] In order to make the above-mentioned purposes, features and advantages of the present application more obvious and easy to understand, the specific implementation methods of the present application are described in detail below in conjunction with the accompanying drawings. It is to be understood that the specific embodiments described herein are only used to explain the present application, rather than to limit the present application. It should also be noted that, for ease of description, only some structures related to the present application are shown in the accompanying drawings, rather than all structures. Based on the embodiments in the present application, all other embodiments obtained by ordinary technicians in this field without making creative work are within the scope of protection of this application.
[0055] The terms "including" and "having" and any variations thereof in this application are intended to cover non-exclusive inclusions. For example, a process, method, system, product or device comprising a series of steps or units is not limited to the listed steps or units, but may optionally include steps or units not listed, or may optionally include other steps or units inherent to these processes, methods, products or devices.
[0056] Reference to "embodiments" herein means that a particular feature, structure, or characteristic described in conjunction with the embodiments may be included in at least one embodiment of the present application. The appearance of the phrase in various locations in the specification does not necessarily refer to the same embodiment, nor is it an independent or alternative embodiment that is mutually exclusive with other embodiments. It is explicitly and implicitly understood by those skilled in the art that the embodiments described herein may be combined with other embodiments.
[0057] See also Figure 1 As shown, an embodiment of the present application provides a fire prediction system for ancient buildings. The fire prediction system for ancient buildings includes:
[0058] A thunderstorm weather recognition module is used to analyze the meteorological monitoring data of the area where the ancient building is located to obtain the thunderstorm weather characteristic information of the area where the ancient building is located;
[0059] A lightning strike event prediction module is used to predict the attribute information of the lightning strike event occurring in the ancient building based on the characteristic information of the thunderstorm weather;
[0060] A lightning charge distribution determination module is used to obtain lightning charge distribution data corresponding to the lightning strike event of the ancient building based on the attribute information of the lightning strike event;
[0061] The fire event prediction module is used to analyze the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, predict the location information of the ancient building where a fire event may occur;
[0062] A fire situation recognition module is used to visually recognize the corresponding part of the ancient building based on the location information to determine the real-time information of the fire event;
[0063] The fire-fighting equipment operation adjustment module is used to adjust the operation status of the fire-fighting equipment inside the ancient building based on the real-time information.
[0064] The beneficial effects of the above embodiments are as follows: the fire prediction system for ancient buildings analyzes the meteorological monitoring data of the area where the ancient buildings are located, obtains the characteristic information of thunderstorm weather in the area, and predicts the attribute information of lightning strikes on the ancient buildings, and makes a comprehensive and accurate prediction of the potential location and time of lightning strikes on the ancient buildings; based on the attribute information of lightning strikes, the lightning charge distribution data of the ancient buildings during lightning strikes is obtained, so as to judge whether lightning charge accumulation events occur in the ancient buildings, identify the situation where the lightning protection equipment of the ancient buildings cannot effectively conduct the charges in time, and provide a reliable basis for predicting that the ancient buildings will break through the building structure and cause fires due to excessive accumulation of lightning charges; based on the location information of the fire events in the ancient buildings, the ancient buildings are visually identified to obtain the real-time information of the fire events, so as to adjust the working status of the fire-fighting equipment, timely extinguish the fire in the ancient buildings and prevent the fire from expanding, and comprehensively predict and investigate the lightning strikes and potential fire risks suffered by the ancient buildings, thereby improving the safety of the ancient buildings.
[0065] In another embodiment, the thunderstorm weather recognition module is used to analyze the meteorological monitoring data of the area where the ancient building is located to obtain thunderstorm weather characteristic information of the area where the ancient building is located, including:
[0066] Acquire satellite radar echo data of the area where the ancient building is located, perform time evolution analysis on the satellite radar echo data, and obtain severe convective weather change trend information of the area where the ancient building is located; based on the severe convective weather change trend information, obtain thunderstorm weather characteristic information of the area where the ancient building is located; wherein the thunderstorm weather characteristic information includes thunderstorm weather occurrence time information and thunderstorm weather coverage range information of the area where the ancient building is located;
[0067] The lightning strike event prediction module is used to predict the attribute information of the lightning strike event of the ancient building based on the thunderstorm weather characteristic information, including:
[0068] Based on the thunderstorm weather characteristic information and the architectural appearance information of the ancient building, the attribute information of the lightning strike event of the ancient building is predicted; wherein the architectural appearance information includes the structural outline and structural height information of the ancient building; the attribute information of the lightning strike event includes the location information of the part of the ancient building that was struck by lightning and the occurrence time information.
[0069] The beneficial effects of the above embodiments are that strong convective weather such as squall lines and supercells will produce high-frequency large-scale thunderstorms. If these strong convective weather occurs in the area where the ancient buildings are located, the probability of the ancient buildings being struck by lightning and causing fires will increase. For this reason, the accurate prediction of fires in ancient buildings due to lightning strikes needs to be based on the accurate prediction of the occurrence of strong convective weather in the area where the ancient buildings are located. The satellite radar echo data of the area where the ancient buildings are located is obtained, and the time evolution analysis of the corresponding artificial intelligence weather model is performed on the satellite radar echo data to obtain the strong convective weather change trend information in the area where the ancient buildings are located; wherein the strong convective weather change trend information may be but is not limited to the change trend of the diffusion range of strong convective weather over time. Then the strong convective weather change trend information is studied and analyzed to obtain the thunderstorm weather occurrence time information and thunderstorm weather coverage information in the area where the ancient building is located, so as to accurately predict the thunderstorm coverage and duration in the area where the ancient building is located, and provide basic data for the subsequent identification of the lightning strikes that the ancient building may suffer. In addition, the shape of the ancient building itself also has a certain influence on the lightning strike hit rate. For example, the lightning strike hit rate of the higher parts of the ancient building is higher than that of the lower parts, and the parts with sharp shapes are higher than those with smooth shapes. Therefore, based on the occurrence time information of thunderstorm weather and thunderstorm coverage information in the area where the ancient building is located and the architectural appearance information of the ancient building (such as the height of different parts of the ancient building and the appearance contour of different parts, etc.), the lightning strike situation of the ancient building is analyzed, and the attribute information of the lightning strike event of the ancient building is predicted, so as to make a comprehensive and accurate prediction of the location information and occurrence time information of the lightning-struck part of the ancient building, so as to provide a reliable basis for the subsequent more detailed prediction of the fire occurrence situation of the ancient building.
[0070] In another embodiment, the lightning charge distribution determination module is used to obtain lightning charge distribution data corresponding to the lightning strike event of the ancient building based on the attribute information of the lightning strike event, including:
[0071] Based on the location information of the ancient building struck by lightning and the time information of the occurrence of the lightning strike event contained in the attribute information of the lightning strike event, the lightning charge conduction data of the lightning protection device of the ancient building during the lightning strike event is obtained; the lightning charge conduction data is analyzed to obtain the lightning charge distribution data corresponding to the process of the lightning strike event of the ancient building; wherein the lightning charge distribution data includes the distribution position and distribution amount of the lightning charge on the ancient building;
[0072] The fire event prediction module is used to analyze the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, the location information of the ancient building where a fire event may occur is predicted, including:
[0073] Analyze the lightning charge distribution data to identify whether the charge amount distributed at a certain position on the ancient building exceeds a preset charge amount threshold, and if so, determine that a lightning charge accumulation event has occurred in the ancient building; if not, determine that no lightning charge accumulation event has occurred in the ancient building;
[0074] When the lightning charge accumulation event occurs, based on the charge transmission trend at the location where the lightning charge accumulation event occurs in the ancient building, it is predicted whether a fire event is likely to occur at the location.
[0075] The beneficial effect of the above-mentioned embodiment is that in order to improve the lightning protection performance of ancient buildings, ancient buildings will be installed with lightning protection equipment such as lightning rods, so that after the ancient buildings are hit by thunderstorms, the lightning charges can be quickly conducted to the ground, avoiding the accumulation of a large amount of lightning charges in the local area of the ancient buildings, so that the ancient buildings are not necessarily hit by thunderstorms. Fire. However, in actual work, due to factors such as the aging of the working performance of the lightning protection equipment itself, the lightning charges cannot be conducted to the ground in time, causing excessive accumulation of lightning charges in local locations inside the ancient building, which will increase the probability of the local location being struck by lightning and causing a fire. When the amount of charge distributed in the local location of the ancient building exceeds the preset charge threshold, it is judged that the ancient building has a lightning charge accumulation event, which is easy to induce the corresponding local location to be struck by lightning. Also, when the lightning charge accumulation event occurs, based on the charge transfer trend at the location where the lightning charge accumulation event occurs on the ancient building, it is predicted whether a fire event is likely to occur at that location. For example, based on the charge transfer residence time and charge transfer rate at the location where the lightning charge accumulation event occurs on the ancient building, it is determined whether the accumulated charge at the location where the lightning charge accumulation event occurs on the ancient building gradually increases to the maximum charge that the ancient building can bear. If so, it is determined that a fire event is likely to occur at that location, thereby globally identifying and locating all locations where fire events may occur on the ancient building.
[0076] In another embodiment, the fire situation recognition module is used to visually recognize the corresponding part of the ancient building based on the location information to determine the real-time information of the fire event, including:
[0077] Based on the location information of the ancient building where a fire may occur, thermal infrared photography is performed on the corresponding parts of the ancient building to obtain corresponding thermal infrared dynamic images; the thermal infrared dynamic images are identified to determine whether the fire event has occurred and the scope of the fire after it has occurred, which is used as the real-time information;
[0078] The fire-fighting equipment working adjustment module is used to adjust the working state of the fire-fighting equipment inside the ancient building based on the real-time information, including:
[0079] Based on the real-time information, the spraying direction and spraying water flow rate of the fire sprinkler equipment inside the ancient building are adjusted.
[0080] The beneficial effect of the above embodiment is that, based on the location information of the ancient building where the fire incident may occur, the corresponding part of the ancient building is photographed by directional thermal infrared, the thermal infrared dynamic image of the part is obtained, and the thermal infrared dynamic image is recognized to determine whether the fire incident has occurred and the scope of the fire incident after the occurrence, so as to accurately identify the fire situation of the ancient building. In addition, based on the real-time information, the spraying direction and spraying water flow of the fire sprinkler equipment inside the ancient building are adjusted to ensure that the fire can be extinguished quickly and accurately when the fire occurs in the ancient building, so as to prevent the fire from further spreading.
[0081] See also Figure 2 As shown, an embodiment of the present application provides a fire prediction method for ancient buildings. The fire prediction method for ancient buildings includes:
[0082] Analyze the meteorological monitoring data of the area where the ancient building is located to obtain the characteristic information of thunderstorm weather in the area where the ancient building is located; based on the characteristic information of thunderstorm weather, predict the attribute information of the lightning strike event occurring in the ancient building;
[0083] Based on the attribute information of the lightning strike event, the lightning charge distribution data corresponding to the lightning strike event of the ancient building is obtained; the lightning charge distribution data is analyzed to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, the location information of the ancient building where a fire event may occur is predicted;
[0084] Based on the location information, the corresponding part of the ancient building is visually identified to determine the real-time information of the fire event; based on the real-time information, the working status of the fire-fighting equipment inside the ancient building is adjusted.
[0085] The beneficial effects of the above embodiments are as follows: the fire prediction method for ancient buildings analyzes the meteorological monitoring data of the area where the ancient buildings are located, obtains the characteristic information of thunderstorm weather in the area, and predicts the attribute information of lightning strikes on the ancient buildings, and makes a comprehensive and accurate prediction of the potential location and time of lightning strikes on the ancient buildings; based on the attribute information of lightning strikes, the lightning charge distribution data of the ancient buildings during lightning strikes is obtained, so as to judge whether lightning charge accumulation events occur in the ancient buildings, identify the situation where the lightning protection equipment of the ancient buildings cannot effectively conduct the charges in time, and provide a reliable basis for predicting that the ancient buildings will break through the building structure and cause fires due to excessive accumulation of lightning charges; based on the location information of the fire events in the ancient buildings, the ancient buildings are visually identified to obtain the real-time information of the fire events, so as to adjust the working status of the fire-fighting equipment, timely extinguish the fire in the ancient buildings and prevent the fire from expanding, and comprehensively predict and investigate the lightning strikes and potential fire risks suffered by the ancient buildings, thereby improving the safety of the ancient buildings.
[0086] In another embodiment, the meteorological monitoring data of the area where the ancient building is located is analyzed to obtain the characteristic information of thunderstorm weather in the area where the ancient building is located; based on the characteristic information of thunderstorm weather, the attribute information of the lightning strike event occurring in the ancient building is predicted, including:
[0087] Acquire satellite radar echo data of the area where the ancient building is located, perform time evolution analysis on the satellite radar echo data, and obtain severe convective weather change trend information of the area where the ancient building is located; based on the severe convective weather change trend information, obtain thunderstorm weather characteristic information of the area where the ancient building is located; wherein the thunderstorm weather characteristic information includes thunderstorm weather occurrence time information and thunderstorm weather coverage range information of the area where the ancient building is located;
[0088] Based on the thunderstorm weather characteristic information and the architectural appearance information of the ancient building, the attribute information of the lightning strike event of the ancient building is predicted; wherein the architectural appearance information includes the structural outline and structural height information of the ancient building; the attribute information of the lightning strike event includes the location information of the part of the ancient building that was struck by lightning and the occurrence time information.
[0089] The beneficial effects of the above embodiments are that strong convective weather such as squall lines and supercells will produce high-frequency large-scale thunderstorms. If these strong convective weather occurs in the area where the ancient buildings are located, the probability of the ancient buildings being struck by lightning and causing fires will increase. For this reason, the accurate prediction of fires in ancient buildings due to lightning strikes needs to be based on the accurate prediction of the occurrence of strong convective weather in the area where the ancient buildings are located. The satellite radar echo data of the area where the ancient buildings are located is obtained, and the time evolution analysis of the corresponding artificial intelligence weather model is performed on the satellite radar echo data to obtain the strong convective weather change trend information in the area where the ancient buildings are located; wherein the strong convective weather change trend information may be but is not limited to the change trend of the diffusion range of strong convective weather over time. Then the strong convective weather change trend information is studied and analyzed to obtain the thunderstorm weather occurrence time information and thunderstorm weather coverage information in the area where the ancient building is located, so as to accurately predict the thunderstorm coverage and duration in the area where the ancient building is located, and provide basic data for the subsequent identification of the lightning strikes that the ancient building may suffer. In addition, the shape of the ancient building itself also has a certain influence on the lightning strike hit rate. For example, the lightning strike hit rate of the higher parts of the ancient building is higher than that of the lower parts, and the parts with sharp shapes are higher than those with smooth shapes. Therefore, based on the occurrence time information of thunderstorm weather and thunderstorm coverage information in the area where the ancient building is located and the architectural appearance information of the ancient building (such as the height of different parts of the ancient building and the appearance contour of different parts, etc.), the lightning strike situation of the ancient building is analyzed, and the attribute information of the lightning strike event of the ancient building is predicted, so as to make a comprehensive and accurate prediction of the location information and occurrence time information of the lightning-struck part of the ancient building, so as to provide a reliable basis for the subsequent more detailed prediction of the fire occurrence situation of the ancient building.
[0090] In another embodiment, based on the attribute information of the lightning strike event, the lightning charge distribution data corresponding to the lightning strike event of the ancient building is obtained; the lightning charge distribution data is analyzed to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, the location information of the ancient building where a fire event may occur is predicted, including:
[0091] Based on the location information of the ancient building struck by lightning and the time information of the occurrence of the lightning strike event contained in the attribute information of the lightning strike event, the lightning charge conduction data of the lightning protection device of the ancient building during the lightning strike event is obtained; the lightning charge conduction data is analyzed to obtain the lightning charge distribution data corresponding to the process of the lightning strike event of the ancient building; wherein the lightning charge distribution data includes the distribution position and distribution amount of the lightning charge on the ancient building;
[0092] Analyze the lightning charge distribution data to identify whether the charge amount distributed at a certain position on the ancient building exceeds a preset charge amount threshold, and if so, determine that a lightning charge accumulation event has occurred in the ancient building; if not, determine that no lightning charge accumulation event has occurred in the ancient building;
[0093] When the lightning charge accumulation event occurs, based on the charge transmission trend at the location where the lightning charge accumulation event occurs in the ancient building, it is predicted whether a fire event is likely to occur at the location.
[0094] The beneficial effect of the above-mentioned embodiment is that in order to improve the lightning protection performance of ancient buildings, ancient buildings will be installed with lightning protection equipment such as lightning rods, so that after the ancient buildings are hit by thunderstorms, the lightning charges can be quickly conducted to the ground, avoiding the accumulation of a large amount of lightning charges in the local area of the ancient buildings, so that the ancient buildings are not necessarily hit by thunderstorms. Fire. However, in actual work, due to factors such as the aging of the working performance of the lightning protection equipment itself, the lightning charges cannot be conducted to the ground in time, causing excessive accumulation of lightning charges in local locations inside the ancient building, which will increase the probability of the local location being struck by lightning and causing a fire. When the amount of charge distributed in the local location of the ancient building exceeds the preset charge threshold, it is judged that the ancient building has a lightning charge accumulation event, which is easy to induce the corresponding local location to be struck by lightning. Also, when the lightning charge accumulation event occurs, based on the charge transfer trend at the location where the lightning charge accumulation event occurs on the ancient building, it is predicted whether a fire event is likely to occur at that location. For example, based on the charge transfer residence time and charge transfer rate at the location where the lightning charge accumulation event occurs on the ancient building, it is determined whether the accumulated charge at the location where the lightning charge accumulation event occurs on the ancient building gradually increases to the maximum charge that the ancient building can bear. If so, it is determined that a fire event is likely to occur at that location, thereby globally identifying and locating all locations where fire events may occur on the ancient building.
[0095] In another embodiment, when the lightning charge accumulation event occurs, based on the charge transmission trend at the location where the lightning charge accumulation event occurs in the ancient building, predicting whether a fire event may occur at the location includes:
[0096] Step S1, assuming that after a lightning charge accumulation event occurs, the amount of charge flowing into the location where the lightning charge accumulation event occurs in the ancient building at time t is I in (t), the charge outflow at time t is I out (t), then the charge accumulation from the initial time t0 to time t is:
[0097]
[0098] In the above formula (1), Q(t) is the charge outflow at the location where the lightning charge accumulation event occurred in the ancient building. out (t), then Q(t0) is the charge accumulation from the initial time t0 to time t, and Q(t0) is the charge accumulation at the corresponding position at the initial time t0. This fully considers the charge inflow and outflow in all time periods, provides a complete history of charge accumulation, and can be updated according to real-time monitoring data to reflect the latest charge status in a timely manner. It has the advantages of comprehensiveness, accuracy, continuity and real-time performance.
[0099] Step S2, based on the calculation result of the above step S1, determine the charge accumulation rate at the location where the lightning charge accumulation event occurs in the ancient building,
[0100]
[0101] In the above formula (2), R(t) is the charge accumulation rate at the location where the lightning charge accumulation event occurred in the ancient building. This formula is used to calculate the first-order derivative of Q(t); by analyzing the positive and negative signs and magnitude of R(t), we can understand the trend of charge accumulation and predict future changes. At the same time, when the charge accumulation rate changes significantly, we can take quick measures, such as adjusting the lightning protection system or starting fire-fighting equipment.
[0102] Step S3, based on the calculation results of the above steps S1 and S2, predict whether a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building,
[0103]
[0104] In the above formula (3), f(t) is the judgment value of whether a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building; when f(t) is 1, it indicates that a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building; when f(t) is 0, it indicates that a fire event is unlikely to occur at the location where the lightning charge accumulation event occurs in the ancient building; Q s is the charge accumulation threshold. By using the two conditions of R(t) and Q(t), the possibility of false alarm is reduced. Q can also be adjusted according to the actual situation. s to suit different safety standards and risk preferences.
[0105] The beneficial effect of the above embodiment is that when a lightning charge accumulation event occurs, the accumulated charge at the lightning strike location does not continue to stay at the location, but will undergo corresponding conduction and reach the ground. It can be seen that there is an inflow and outflow of charge at the same time at the location, so it is difficult to predict whether a fire event may occur at the location. However, the prediction of whether a fire event may occur at the location must be accurate, otherwise it may cause excessive disposal or delayed disposal, which will have a certain degree of impact on the ancient building. According to the charge inflow and charge outflow at the location where the lightning charge accumulation event occurs in the target ancient building after the lightning charge accumulation event, an accurate prediction is made as to whether a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building, so as to avoid the occurrence of excessive disposal or delayed disposal due to inaccurate prediction.
[0106] In another embodiment, based on the location information, visual recognition is performed on the corresponding part of the ancient building to determine the real-time information of the fire event; based on the real-time information, the working state of the fire-fighting equipment inside the ancient building is adjusted, including:
[0107] Based on the location information of the ancient building where a fire may occur, thermal infrared photography is performed on the corresponding parts of the ancient building to obtain corresponding thermal infrared dynamic images; the thermal infrared dynamic images are identified to determine whether the fire event has occurred and the scope of the fire after it has occurred, which is used as the real-time information;
[0108] Based on the real-time information, the spraying direction and spraying water flow rate of the fire sprinkler equipment inside the ancient building are adjusted.
[0109] The beneficial effect of the above embodiment is that, based on the location information of the ancient building where the fire incident may occur, the corresponding part of the ancient building is photographed by directional thermal infrared, the thermal infrared dynamic image of the part is obtained, and the thermal infrared dynamic image is recognized to determine whether the fire incident has occurred and the scope of the fire incident after the occurrence, so as to accurately identify the fire situation of the ancient building. In addition, based on the real-time information, the spraying direction and spraying water flow of the fire sprinkler equipment inside the ancient building are adjusted to ensure that the fire can be extinguished quickly and accurately when the fire occurs in the ancient building, so as to prevent the fire from further spreading.
[0110] In general, the fire prediction system and method for ancient buildings analyzes the meteorological monitoring data of the area where the ancient buildings are located, obtains the characteristic information of thunderstorm weather in the area, and predicts the attribute information of lightning strikes on the ancient buildings, and makes a comprehensive and accurate prediction of the potential location and time of lightning strikes on the ancient buildings; based on the attribute information of lightning strikes, the lightning charge distribution data of the ancient buildings during the lightning strikes is obtained to determine whether lightning charge accumulation events have occurred in the ancient buildings, identify the situation where the lightning protection equipment of the ancient buildings cannot conduct the charges in a timely and effective manner, and provide a reliable basis for predicting that the ancient buildings will break through the building structure and cause fires due to excessive accumulation of lightning charges; based on the location information of the fire events in the ancient buildings, the ancient buildings are visually identified to obtain the real-time information of the fire events, so as to adjust the working status of the fire-fighting equipment, timely extinguish the fire in the ancient buildings and prevent the fire from expanding, and comprehensively predict and investigate the lightning strikes on the ancient buildings and potential fire risks, thereby improving the safety of the ancient buildings.
[0111] The above is only a specific implementation of the present invention, and any other improvements made based on the concept of the present invention are considered to be within the protection scope of the present invention.
Claims
1. A fire prediction system for ancient buildings, characterized in that: include: A thunderstorm weather recognition module is used to analyze the meteorological monitoring data of the area where the ancient building is located to obtain thunderstorm weather characteristic information of the area where the ancient building is located; A lightning strike event prediction module, used to predict attribute information of a lightning strike event occurring in the ancient building based on the thunderstorm weather characteristic information; A lightning charge distribution determination module is used to obtain lightning charge distribution data corresponding to a lightning strike event occurring in the ancient building based on attribute information of the lightning strike event; A fire event prediction module is used to analyze the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; When the lightning charge accumulation event occurs, predicting the location information of the ancient building where a fire event may occur; A fire real-time identification module, used to visually identify the corresponding parts of the ancient building based on the position information, and determine the real-time information of the fire event; The fire-fighting equipment operation adjustment module is used to adjust the operation status of the fire-fighting equipment inside the ancient building based on the real-time information.
2. The fire prediction system for ancient buildings according to claim 1, characterized in that: The thunderstorm weather recognition module is used to analyze the meteorological monitoring data of the area where the ancient building is located to obtain thunderstorm weather characteristic information of the area where the ancient building is located, including: Acquire satellite radar echo data of the area where the ancient building is located, perform time evolution analysis on the satellite radar echo data, and obtain severe convective weather change trend information of the area where the ancient building is located; based on the severe convective weather change trend information, obtain thunderstorm weather characteristic information of the area where the ancient building is located; wherein the thunderstorm weather characteristic information includes thunderstorm weather occurrence time information and thunderstorm weather coverage range information of the area where the ancient building is located; The lightning strike event prediction module is used to predict the attribute information of the lightning strike event occurring in the ancient building based on the thunderstorm weather characteristic information, including: Based on the thunderstorm weather characteristic information and the architectural appearance information of the ancient building, the attribute information of the lightning strike event of the ancient building is predicted; wherein the architectural appearance information includes the structural outline and structural height information of the ancient building; the attribute information of the lightning strike event includes the location information of the part of the ancient building that was struck by lightning and the occurrence time information.
3. The fire prediction system for ancient buildings according to claim 1, characterized in that: The lightning charge distribution determination module is used to obtain lightning charge distribution data corresponding to the lightning strike event of the ancient building based on the attribute information of the lightning strike event, including: Based on the location information of the lightning-struck part of the ancient building and the occurrence time information contained in the attribute information of the lightning strike event, the lightning charge conduction data of the lightning protection device of the ancient building during the lightning strike event is obtained; the lightning charge conduction data is analyzed to obtain the lightning charge distribution data corresponding to the process of the lightning strike event of the ancient building; wherein the lightning charge distribution data includes the distribution position and distribution amount of the lightning charge on the ancient building; The fire event prediction module is used to analyze the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; when the lightning charge accumulation event occurs, predict the location information of the ancient building where a fire event may occur, including: The lightning charge distribution data is analyzed to identify whether the amount of charge distributed at a certain position on the ancient building exceeds a preset charge threshold; if so, it is determined that a lightning charge accumulation event has occurred in the ancient building; if not, it is determined that no lightning charge accumulation event has occurred in the ancient building; when the lightning charge accumulation event occurs, based on the charge transmission trend at the position where the lightning charge accumulation event occurs in the ancient building, it is predicted whether a fire event may occur at the position.
4. The fire prediction system for ancient buildings according to claim 1, characterized in that: The fire situation recognition module is used to visually recognize the corresponding part of the ancient building based on the position information to determine the real-time information of the fire event, including: Based on the location information of the ancient building where a fire may occur, thermal infrared photography is performed on the corresponding parts of the ancient building to obtain corresponding thermal infrared dynamic images; the thermal infrared dynamic images are identified to determine whether the fire event has occurred and the scope of the fire after it has occurred, and this is used as the real-time information; The fire-fighting equipment operation adjustment module is used to adjust the working state of the fire-fighting equipment inside the ancient building based on the real-time information, including: Based on the real-time information, the spraying direction and spraying water flow rate of the fire sprinkler equipment inside the ancient building are adjusted.
5. A fire prediction method for ancient buildings, characterized in that: include: Analyze the meteorological monitoring data of the area where the ancient building is located to obtain the thunderstorm weather characteristic information of the area where the ancient building is located; Based on the thunderstorm weather characteristic information, predicting the attribute information of the lightning strike event occurring in the ancient building; Based on the attribute information of the lightning strike event, obtaining the lightning strike charge distribution data corresponding to the lightning strike event occurring in the ancient building; Analyzing the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; When the lightning charge accumulation event occurs, predicting the location information of the ancient building where a fire event may occur; Based on the location information, visually identify the corresponding part of the ancient building to determine the real-time information of the fire event; Based on the real-time information, the working status of the fire-fighting equipment inside the ancient building is adjusted.
6. The fire prediction method for ancient buildings according to claim 5, characterized in that: Analyze the meteorological monitoring data of the area where the ancient building is located to obtain the thunderstorm weather characteristic information of the area where the ancient building is located; Based on the thunderstorm weather characteristic information, the attribute information of the lightning strike event of the ancient building is predicted, including: Acquire satellite radar echo data of the area where the ancient building is located, perform time evolution analysis on the satellite radar echo data, and obtain severe convective weather change trend information of the area where the ancient building is located; based on the severe convective weather change trend information, obtain thunderstorm weather characteristic information of the area where the ancient building is located; wherein the thunderstorm weather characteristic information includes thunderstorm weather occurrence time information and thunderstorm weather coverage range information of the area where the ancient building is located; Based on the thunderstorm weather characteristic information and the architectural appearance information of the ancient building, the attribute information of the lightning strike event of the ancient building is predicted; wherein the architectural appearance information includes the structural outline and structural height information of the ancient building; the attribute information of the lightning strike event includes the location information of the part of the ancient building that was struck by lightning and the occurrence time information.
7. The fire prediction method for ancient buildings according to claim 5, characterized in that: Based on the attribute information of the lightning strike event, obtaining the lightning charge distribution data corresponding to the lightning strike event of the ancient building; analyzing the lightning charge distribution data to determine whether a lightning charge accumulation event occurs in the ancient building; When the lightning charge accumulation event occurs, the location information of the ancient building where a fire event may occur is predicted, including: Based on the location information of the lightning-struck part of the ancient building and the occurrence time information contained in the attribute information of the lightning strike event, the lightning charge conduction data of the lightning protection device of the ancient building during the lightning strike event is obtained; the lightning charge conduction data is analyzed to obtain the lightning charge distribution data corresponding to the process of the lightning strike event of the ancient building; wherein the lightning charge distribution data includes the distribution position and distribution amount of the lightning charge on the ancient building; The lightning charge distribution data is analyzed to identify whether the amount of charge distributed at a certain position on the ancient building exceeds a preset charge threshold; if so, it is determined that a lightning charge accumulation event has occurred in the ancient building; if not, it is determined that no lightning charge accumulation event has occurred in the ancient building; when the lightning charge accumulation event occurs, based on the charge transmission trend at the position where the lightning charge accumulation event occurs in the ancient building, it is predicted whether a fire event may occur at the position.
8. The fire prediction method for ancient buildings according to claim 7, characterized in that: When the lightning charge accumulation event occurs, based on the charge transmission trend at the location where the lightning charge accumulation event occurs in the ancient building, predicting whether a fire event may occur at the location includes: Step S1, assuming that after a lightning charge accumulation event occurs, the amount of charge flowing into the location where the lightning charge accumulation event occurs in the ancient building at time t is I in (t), the charge outflow at time t is I out (t), then the charge accumulation from the initial time t0 to time t is: In the above formula (1), Q(t) is the charge outflow at the location where the lightning charge accumulation event occurs in the ancient building. out (t), then Q(t0) is the accumulated charge from the initial time t0 to the time t, and Q(t0) is the accumulated charge at the corresponding position at the initial time t0; Step S2, according to the calculation result of the above step S1, determining the charge accumulation rate at the location where the lightning charge accumulation event occurs in the ancient building, In the above formula (2), R(t) is the charge accumulation rate at the location where the lightning charge accumulation event occurred in the ancient building. The formula is used to calculate the first-order derivative of Q(t); Step S3, based on the calculation results of the above steps S1 and S2, predict whether a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building, In the above formula (3), f(t) is the judgment value of whether a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building; when f(t) is 1, it indicates that a fire event may occur at the location where the lightning charge accumulation event occurs in the ancient building; when f(t) is 0, it indicates that a fire event is unlikely to occur at the location where the lightning charge accumulation event occurs in the ancient building; Q s is the charge accumulation threshold.
9. The fire prediction method for ancient buildings according to claim 5, characterized in that: Based on the location information, visually identify the corresponding part of the ancient building to determine the real-time information of the fire event; Based on the real-time information, adjusting the working state of the fire-fighting equipment inside the ancient building includes: Based on the location information of the ancient building where a fire may occur, thermal infrared photography is performed on the corresponding parts of the ancient building to obtain corresponding thermal infrared dynamic images; the thermal infrared dynamic images are identified to determine whether the fire event has occurred and the scope of the fire after it has occurred, and this is used as the real-time information; Based on the real-time information, the spraying direction and spraying water flow rate of the fire sprinkler equipment inside the ancient building are adjusted.
