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CN115993670A - Method, system, equipment and storage medium for predicting influence of tropical disturbance - Google Patents

Method, system, equipment and storage medium for predicting influence of tropical disturbance Download PDF

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CN115993670A
CN115993670A CN202211573697.2A CN202211573697A CN115993670A CN 115993670 A CN115993670 A CN 115993670A CN 202211573697 A CN202211573697 A CN 202211573697A CN 115993670 A CN115993670 A CN 115993670A
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CN115993670B (en
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王晶
洪水洁
黄凯悦
林国辉
苏晋吉
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Istrong Technology Co ltd
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Abstract

本发明涉及一种热带扰动的影响预测方法、系统、设备和存储介质,其中方法包括以下步骤:确定目标海域,获取目标海域的历史热带扰动数据;获取历史热带扰动数据的数值分布,从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值;获取气象预报数据,从气象预报数据中获取未来指定时刻目标海域范围内的气压场数据,遍历满足小于等于海平面气压阈值的网格点,将获取的网格点链接起来形成指定时刻的热带扰动范围区域;从气象预报数据中获取热带扰动范围区域内每一网格点的风速数据,基于风速阈值判断指定时刻热带扰动的影响范围。

Figure 202211573697

The invention relates to a method, system, device and storage medium for predicting the impact of tropical disturbances, wherein the method includes the following steps: determining the target sea area, obtaining historical tropical disturbance data in the target sea area; obtaining the numerical distribution of the historical tropical disturbance data, and obtaining In the numerical distribution of the disturbance data, select the value corresponding to the characteristic point in the sea level pressure numerical distribution as the sea level air pressure threshold, and select the value corresponding to the characteristic point in the wind speed numerical distribution as the wind speed threshold; obtain the weather forecast data, from the weather forecast data Obtain the air pressure field data within the target sea area at a specified time in the future, traverse the grid points that meet the sea level air pressure threshold, and link the acquired grid points to form the tropical disturbance range area at the specified time; obtained from the weather forecast data The wind speed data of each grid point in the tropical disturbance range area, based on the wind speed threshold to judge the influence range of the tropical disturbance at a specified time.

Figure 202211573697

Description

一种热带扰动的影响预测方法、系统、设备和存储介质A method, system, device and storage medium for predicting the impact of tropical disturbances

技术领域technical field

本发明涉及一种热带扰动的影响预测方法、系统、设备和存储介质,属于气象预测技术领域。The invention relates to a tropical disturbance impact prediction method, system, equipment and storage medium, belonging to the technical field of meteorological prediction.

背景技术Background technique

热带扰动是热带气旋的胚胎状态,是一群没有明显组织的雷暴云,可能有机会发展成热带气旋。A tropical disturbance is the embryonic state of a tropical cyclone, a group of thunderstorm clouds with no apparent organization that may have the opportunity to develop into a tropical cyclone.

目前识别热带扰动主要方法是通过人工进行判断,该方法不仅需要分析人员具备专业的气象知识,并且分析过程费时费力,分析结果误差可能较大。在短时间内,要通过复杂的人工分析研判来识别热带扰动和分析趋势是一个难题。At present, the main method of identifying tropical disturbances is through manual judgment. This method not only requires analysts to have professional meteorological knowledge, but also the analysis process is time-consuming and laborious, and the error of the analysis results may be large. In a short period of time, it is difficult to identify tropical disturbances and analyze trends through complex manual analysis and judgment.

发明内容Contents of the invention

为了解决上述现有技术中存在的问题,本发明提出了一种热带扰动的影响预测方法、系统、设备和存储介质。In order to solve the above-mentioned problems in the prior art, the present invention proposes a method, system, device and storage medium for predicting the impact of tropical disturbances.

本发明的技术方案如下:Technical scheme of the present invention is as follows:

一方面,本发明提出一种热带扰动的影响预测方法,包括以下步骤:On the one hand, the present invention proposes a method for predicting the impact of tropical disturbances, comprising the following steps:

确定目标海域,获取目标海域的历史热带扰动数据;Determine the target sea area and obtain historical tropical disturbance data in the target sea area;

获取历史热带扰动数据的数值分布,从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值;Obtain the numerical distribution of historical tropical disturbance data, select the value corresponding to the characteristic point in the sea level pressure numerical distribution from the numerical distribution of historical tropical disturbance data as the sea level pressure threshold, and select the value corresponding to the characteristic point in the wind speed numerical distribution as wind speed threshold;

获取气象预报数据,从气象预报数据中获取未来指定时刻目标海域范围内的气压场数据,遍历获取的气压场数据中满足小于等于海平面气压阈值的海平面气压值对应的网格点,将获取的网格点链接起来形成指定时刻的热带扰动范围区域;Obtain the weather forecast data, obtain the pressure field data within the target sea area at a specified time in the future from the weather forecast data, and traverse the grid points corresponding to the sea level pressure values that meet the sea level pressure threshold less than or equal to the sea level pressure threshold in the obtained pressure field data, and will get The grid points are linked to form the tropical disturbance range area at a specified moment;

从气象预报数据中获取指定时刻的热带扰动范围区域内每一网格点的风速数据,基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围。The wind speed data of each grid point in the tropical disturbance range area at the specified time is obtained from the weather forecast data, and the influence range of the tropical disturbance at the specified time is judged based on the wind speed threshold and the wind speed data of the obtained grid points.

作为优选实施方式,所述从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值的方法具体为:As a preferred embodiment, the value corresponding to the characteristic point in the sea level pressure numerical distribution is selected from the numerical distribution of the historical tropical disturbance data as the sea level air pressure threshold, and the value corresponding to the characteristic point in the wind speed numerical distribution is selected as the wind speed threshold The specific method is:

从历史热带扰动数据中获取历史海平面气压数据,并分析历史海平面气压数据的高斯分布,以历史海平面气压数据的高斯分布的μ+2σ端点作为海平面气压阈值;Obtain historical sea level pressure data from historical tropical disturbance data, and analyze the Gaussian distribution of historical sea level pressure data, and use the μ+2σ endpoint of the Gaussian distribution of historical sea level pressure data as the sea level pressure threshold;

从历史热带扰动数据中提取历史热带扰动风力、风圈半径数据并获取风圈范围内历史风速的高斯分布,以风圈范围内历史风速的高斯分布的μ-2σ端点作为风速阈值;Extract historical tropical disturbance wind force and wind circle radius data from historical tropical disturbance data and obtain the Gaussian distribution of historical wind speed within the wind circle range, and take the μ-2σ endpoint of the Gaussian distribution of historical wind speed within the wind circle range as the wind speed threshold;

其中,μ表示平均值,σ表示标准差。Among them, μ represents the mean value and σ represents the standard deviation.

作为优选实施方式,所述基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围的方法具体为:As a preferred embodiment, the method for judging the influence range of tropical disturbance at a specified moment based on the wind speed threshold and the obtained wind speed data of grid points is specifically:

将获取的任一网格点的风速数据与风速阈值进行比较,基于比较结果对图像进行二值化处理,具体为:Compare the wind speed data obtained at any grid point with the wind speed threshold, and perform binarization on the image based on the comparison result, specifically:

若网格点的风速数据大于阈值,则将对应的网格点的像素值置为黑色,若网格点的风速数据小于等于阈值,则将对应的网格点的像素值置为白色;If the wind speed data of the grid point is greater than the threshold value, then the pixel value of the corresponding grid point is set to black, and if the wind speed data of the grid point is less than or equal to the threshold value, then the pixel value of the corresponding grid point is set to white;

将置为黑色的网格点链接起来形成风速影响掩膜遮罩;Connect the grid points set to black to form a wind speed influence mask mask;

获取风速影响掩膜遮罩的最小外接圆,以该最小外接圆的覆盖范围作为指定时刻热带扰动的影响范围。Obtain the minimum circumscribed circle of the wind speed influence mask, and use the coverage of the minimum circumscribed circle as the influence range of the tropical disturbance at a specified moment.

作为优选实施方式,该方法还包括以下步骤:As a preferred embodiment, the method also includes the following steps:

获取指定区域的地形shp数据以及热带扰动的影响范围的地形shp数据,采用空间分布叠加分析的方法,判断是否存在面交集,从而判断预测的热带扰动是否会影响指定区域。Obtain the topographic shp data of the specified area and the topographic shp data of the affected range of tropical disturbances, and use the method of spatial distribution superposition analysis to determine whether there is surface intersection, so as to determine whether the predicted tropical disturbances will affect the specified area.

另一方面,本发明还提出一种热带扰动的影响预测系统,包括:On the other hand, the present invention also proposes a system for predicting the impact of tropical disturbances, including:

历史数据获取模块,用于确定目标海域,获取目标海域的历史热带扰动数据;The historical data acquisition module is used to determine the target sea area and obtain the historical tropical disturbance data of the target sea area;

特征值选取模块,用于获取历史热带扰动数据的数值分布,从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值;The characteristic value selection module is used to obtain the numerical distribution of historical tropical disturbance data, select the value corresponding to the characteristic point in the numerical distribution of sea level air pressure from the numerical distribution of historical tropical disturbance data as the sea level air pressure threshold, and select the value in the numerical distribution of wind speed The value corresponding to the characteristic point of is used as the wind speed threshold;

热带扰动区域预测模块,用于获取气象预报数据,从气象预报数据中获取未来指定时刻目标海域范围内的气压场数据,遍历获取的气压场数据中满足小于等于海平面气压阈值的海平面气压值对应的网格点,将获取的网格点链接起来形成指定时刻的热带扰动范围区域;The tropical disturbance area prediction module is used to obtain weather forecast data, obtain the pressure field data within the target sea area at a specified time in the future from the weather forecast data, and traverse the sea level pressure values in the obtained pressure field data that are less than or equal to the sea level pressure threshold Corresponding grid points, linking the obtained grid points to form the tropical disturbance range area at a specified moment;

影响预测模块,用于从气象预报数据中获取指定时刻的热带扰动范围区域内每一网格点的风速数据,基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围。The impact prediction module is used to obtain the wind speed data of each grid point in the tropical disturbance range area at a specified time from the weather forecast data, and judge the influence range of the tropical disturbance at a specified time based on the wind speed threshold and the wind speed data obtained at the grid point.

作为优选实施方式,所述特征值选取模块具体包括:As a preferred embodiment, the feature value selection module specifically includes:

海平面气压阈值选取单元,用于从历史热带扰动数据中获取历史海平面气压数据,并分析历史海平面气压数据的高斯分布,以历史海平面气压数据的高斯分布的μ+2σ端点作为海平面气压阈值;The sea level pressure threshold selection unit is used to obtain the historical sea level pressure data from the historical tropical disturbance data, and analyze the Gaussian distribution of the historical sea level pressure data, and take the μ+2σ endpoint of the Gaussian distribution of the historical sea level pressure data as the sea level barometric pressure threshold;

风速阈值选取单元,用于从历史热带扰动数据中提取历史热带扰动风力、风圈半径数据并获取风圈范围内历史风速的高斯分布,以风圈范围内历史风速的高斯分布的μ-2σ端点作为风速阈值;The wind speed threshold selection unit is used to extract the historical tropical disturbance wind force and wind circle radius data from the historical tropical disturbance data and obtain the Gaussian distribution of the historical wind speed within the wind circle range, and take the μ-2σ endpoint of the Gaussian distribution of the historical wind speed within the wind circle range as the wind speed threshold;

其中,μ表示平均值,σ表示标准差。Among them, μ represents the mean value and σ represents the standard deviation.

作为优选实施方式,所述影响预测模块包括掩膜生成单元和影响范围确定单元,其中:As a preferred embodiment, the impact prediction module includes a mask generation unit and an influence range determination unit, wherein:

所述掩膜生成单元用于将获取的任一网格点的风速数据与风速阈值进行比较,基于比较结果对图像进行二值化处理,具体为:若网格点的风速数据大于阈值,则将对应的网格点的像素值置为黑色,若网格点的风速数据小于等于阈值,则将对应的网格点的像素值置为白色;将置为黑色的网格点链接起来形成风速影响掩膜遮罩;The mask generation unit is used to compare the acquired wind speed data of any grid point with the wind speed threshold, and perform binarization processing on the image based on the comparison result, specifically: if the wind speed data of the grid point is greater than the threshold, then Set the pixel value of the corresponding grid point to black. If the wind speed data of the grid point is less than or equal to the threshold value, set the pixel value of the corresponding grid point to white; link the grid points set to black to form the wind speed Affect mask masks;

所述影响范围确定单元用于获取风速影响掩膜遮罩的最小外接圆,以该最小外接圆的覆盖范围作为指定时刻热带扰动的影响范围。The influence range determination unit is used to obtain the minimum circumscribed circle of the wind speed influence mask, and use the coverage range of the minimum circumscribed circle as the influence range of the tropical disturbance at a specified moment.

作为优选实施方式,该系统还包括指定区域影响判断单元,用于:As a preferred embodiment, the system also includes a specified area impact judgment unit, which is used for:

获取指定区域的地形shp数据以及热带扰动影响的范围的地形shp数据,采用空间分布叠加分析的方法,判断是否存在面交集,从而判断预测的热带扰动是否会影响指定区域。Obtain the terrain shp data of the specified area and the terrain shp data of the range affected by the tropical disturbance, and use the method of spatial distribution superposition analysis to determine whether there is a surface intersection, so as to determine whether the predicted tropical disturbance will affect the specified area.

再一方面,本发明还提出一种电子设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,所述处理器执行所述程序时实现如本发明任一实施例所述的热带扰动的影响预测方法。In yet another aspect, the present invention also proposes an electronic device, including a memory, a processor, and a computer program stored on the memory and operable on the processor. When the processor executes the program, any implementation of the present invention can be realized. The impact prediction method of the tropical disturbance described in the example.

再一方面,本发明还提出一种计算机可读存储介质,其上存储有计算机程序,该程序被处理器执行时实现如本发明任一实施例所述的热带扰动的影响预测方法。In another aspect, the present invention also proposes a computer-readable storage medium, on which a computer program is stored, and when the program is executed by a processor, the method for predicting the impact of tropical disturbances as described in any embodiment of the present invention is implemented.

本发明具有如下有益效果:The present invention has following beneficial effect:

本发明一种热带扰动的影响预测方法、系统、设备和存储介质,基于气象数据处理、图像处理的方式来自动化预测未来热带扰动带来的影响,可以自动识别热带扰动的位置,分析热带扰动的发展趋势,以及对指定区域可能造成的影响,具有自动化、时效性高的特点,可提早预防可能带来的灾害。The invention relates to a tropical disturbance impact prediction method, system, equipment and storage medium, which automatically predicts the impact of future tropical disturbances based on meteorological data processing and image processing, can automatically identify the location of tropical disturbances, and analyze the location of tropical disturbances The development trend, as well as the possible impact on the designated area, has the characteristics of automation and high timeliness, which can prevent possible disasters in advance.

附图说明Description of drawings

图1为本发明实施例一的方法流程图。FIG. 1 is a flow chart of the method in Embodiment 1 of the present invention.

具体实施方式Detailed ways

下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

应当理解,文中所使用的步骤编号仅是为了方便描述,不对作为对步骤执行先后顺序的限定。It should be understood that the step numbers used herein are only for convenience of description, and are not intended to limit the execution order of the steps.

应当理解,在本发明说明书中所使用的术语仅仅是出于描述特定实施例的目的而并不意在限制本发明。如在本发明说明书和所附权利要求书中所使用的那样,除非上下文清楚地指明其它情况,否则单数形式的“一”、“一个”及“该”意在包括复数形式。It should be understood that the terminology used in the description of the present invention is for the purpose of describing particular embodiments only and is not intended to limit the present invention. As used in this specification and the appended claims, the singular forms "a", "an" and "the" are intended to include plural referents unless the context clearly dictates otherwise.

术语“包括”和“包含”指示所描述特征、整体、步骤、操作、元素和/或组件的存在,但并不排除一个或多个其它特征、整体、步骤、操作、元素、组件和/或其集合的存在或添加。The terms "comprising" and "comprising" indicate the presence of described features, integers, steps, operations, elements and/or components, but do not exclude the presence of one or more other features, integers, steps, operations, elements, components and/or The presence or addition of its collection.

术语“和/或”是指相关联列出的项中的一个或多个的任何组合以及所有可能组合,并且包括这些组合。The term "and/or" refers to any combination of one or more of the associated listed items and all possible combinations, and includes such combinations.

实施例一:Embodiment one:

参见图1,基于背景技术中存在的技术问题,本实施例提出一种热带扰动的影响预测方法,包括以下步骤:Referring to Figure 1, based on the technical problems in the background technology, this embodiment proposes a method for predicting the impact of tropical disturbances, including the following steps:

S100、确定目标海域,获取目标海域的历史热带扰动数据,例如获取西北太平洋范围内的历史热带扰动数据参与计算分析。S100. Determine the target sea area, and obtain historical tropical disturbance data in the target sea area, for example, obtain historical tropical disturbance data within the Northwest Pacific Ocean to participate in calculation and analysis.

S200、进行阈值分析,获取历史热带扰动数据的数值分布,从历史热带扰动数据的数值分布中获取历史海平面气压的数值分布,从历史海平面气压的数值分布中选择特征点对应的海平面气压值作为海平面气压阈值thresholdSlp;S200. Perform threshold analysis to obtain the numerical distribution of historical tropical disturbance data, obtain the numerical distribution of historical sea level air pressure from the numerical distribution of historical tropical disturbance data, and select the sea level air pressure corresponding to the feature point from the numerical distribution of historical sea level air pressure The value is used as the sea level pressure threshold thresholdSlp;

从历史热带扰动数据的数值分布中获取历史风速数值分布,从历史风速数值分布中选择特征点对应的风速值作为风速阈值thresholdWind。The numerical distribution of historical wind speed is obtained from the numerical distribution of historical tropical disturbance data, and the wind speed value corresponding to the feature point is selected from the numerical distribution of historical wind speed as the wind speed threshold thresholdWind.

S300、获取气象预报数据,从气象预报数据中获取未来ti时刻西北太平洋范围内的气压场数据slpData,首先判断ti时刻西北太平洋范围内的最小的气压数据minSlp是否小于等于海平面气压阈值thresholdSlp:minSlp<=thresholdSlp;是则遍历获取ti时刻西北太平洋范围内的气压场数据中满足小于等于海平面气压阈值的海平面气压值对应的网格点(与上述公式判断方式一致),满足则提取相关信息,包括该网格点的经纬度、气压值、时间,将获取的网格点链接起来形成ti时刻的热带扰动范围区域,同时以热带扰动范围区域的几何中心作为热带扰动中心点位置;否则取ti+1时刻继续重复上述步骤。S300. Obtain the weather forecast data, and obtain the pressure field data slpData within the range of the Northwest Pacific Ocean at the time ti in the future from the weather forecast data, and first determine whether the minimum pressure data minSlp within the range of the Northwest Pacific Ocean at the time ti is less than or equal to the sea level pressure threshold thresholdSlp: minSlp <=thresholdSlp; if yes, traverse and obtain the grid points corresponding to the sea-level pressure values in the pressure field data in the Northwest Pacific Ocean at time ti that meet the sea-level pressure threshold value (consistent with the judgment method of the above formula), and extract relevant information if it is satisfied , including the longitude, latitude, air pressure value, and time of the grid point, linking the obtained grid points to form the tropical disturbance range area at ti time, and taking the geometric center of the tropical disturbance range area as the tropical disturbance center point position; otherwise, take ti +1 moment to keep repeating the steps above.

S400、从气象预报数据中获取识别到热带扰动对应时刻的风场数据,获取对应时刻的热带扰动范围区域内每一网格点的风速数据,结合风速阈值thresholdWind和获取的网格点的风速数据判断指定时刻热带扰动的影响范围。S400. Obtain the wind field data at the time corresponding to the identified tropical disturbance from the weather forecast data, obtain the wind speed data of each grid point in the tropical disturbance range area at the corresponding time, and combine the wind speed threshold thresholdWind with the obtained wind speed data of the grid point Determine the influence range of tropical disturbance at a given moment.

作为本实施例的优选实施方式,在步骤S200中,所述从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值的方法具体为:As a preferred implementation of this embodiment, in step S200, the value corresponding to the feature point in the sea level air pressure numerical distribution is selected from the numerical distribution of the historical tropical disturbance data as the sea level air pressure threshold, and the value in the wind speed numerical distribution is selected The method of using the value corresponding to the feature point as the wind speed threshold is as follows:

S201、从历史热带扰动数据中获取历史海平面气压数据,并分析历史海平面气压数据的高斯分布,以历史海平面气压数据的高斯分布的μ+2σ端点作为海平面气压阈值;其中,μ表示平均值,σ表示标准差。S201. Obtain historical sea level pressure data from historical tropical disturbance data, and analyze the Gaussian distribution of historical sea level pressure data, and use the μ+2σ endpoint of the Gaussian distribution of historical sea level pressure data as the sea level pressure threshold; where μ represents Mean, σ denotes standard deviation.

S202、同理,从历史热带扰动数据中提取历史热带扰动风力、风圈半径数据,并获取风圈范围内历史风速的高斯分布,以风圈范围内历史风速的高斯分布的μ-2σ端点作为风速阈值;其中,μ表示平均值,σ表示标准差。S202. Similarly, extract historical tropical disturbance wind force and wind circle radius data from historical tropical disturbance data, and obtain the Gaussian distribution of historical wind speed within the wind circle range, and use the μ-2σ endpoint of the Gaussian distribution of historical wind speed within the wind circle range as Wind speed threshold; where μ represents the mean value and σ represents the standard deviation.

作为本实施例的优选实施方式,在步骤S400中,所述基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围的方法具体为:As a preferred implementation of this embodiment, in step S400, the method of judging the influence range of the tropical disturbance at a specified time based on the wind speed threshold and the obtained wind speed data of the grid point is specifically as follows:

S401、将获取的任一热带扰动范围区域内网格点的风速数据与风速阈值进行比较,基于比较结果对图像进行二值化处理,生成掩膜遮罩,掩膜遮罩即一种对图像的处理操作,将图像的部分区域覆盖掉,只保留特定感兴趣区域的图像,主要步骤是把大于某个阈值的数据设为1,其他数据设为0,从而实现图像二值化的过程;本实施例的具体步骤为:S401. Comparing the acquired wind speed data of grid points in any tropical disturbance range area with the wind speed threshold, and binarizing the image based on the comparison result to generate a mask, which is a kind of image processing The processing operation, covering part of the image area, only retaining the image of a specific area of interest, the main step is to set the data greater than a certain threshold to 1, and other data to 0, so as to realize the process of image binarization; The concrete steps of this embodiment are:

若网格点的风速数据大于阈值,则将对应的网格点的像素值置为黑色,若网格点的风速数据小于等于阈值,则将对应的网格点的像素值置为白色;If the wind speed data of the grid point is greater than the threshold value, then the pixel value of the corresponding grid point is set to black, and if the wind speed data of the grid point is less than or equal to the threshold value, then the pixel value of the corresponding grid point is set to white;

将置为黑色的网格点链接起来形成风速影响掩膜遮罩,获取风速影响掩膜遮罩数据;Link the grid points that are set to black to form a wind speed influence mask mask, and obtain the wind speed influence mask mask data;

S402、基于风速影响掩膜遮罩数据,采用图像轮廓处理方法,获取风速影响掩膜遮罩的最小外接圆,以该最小外接圆的覆盖范围作为指定时刻热带扰动的影响范围。S402. Obtain the minimum circumscribed circle of the wind speed influence mask by using an image contour processing method based on the wind speed influence mask data, and use the coverage of the minimum circumscribed circle as the influence range of the tropical disturbance at a specified moment.

作为本实施例的优选实施方式,该方法还包括以下步骤:As a preferred implementation of this embodiment, the method also includes the following steps:

S500、根据中国行政区划shp数据和热带扰动影响范围shp数据,采用空间分布叠加分析,判断是否存在面交集,从而判断预测出的热带扰动是否会影响我国陆地地区,根据风速、气压、时间等信息,分析得到热带扰动影响的地区,并提出相关防御措施建议。S500. According to the shp data of China's administrative divisions and the shp data of the impact range of tropical disturbances, use the superposition analysis of spatial distribution to determine whether there is surface intersection, so as to determine whether the predicted tropical disturbances will affect my country's land areas. According to wind speed, air pressure, time and other information , analyze the areas affected by tropical disturbances, and propose relevant defense measures.

基于以上实施例,本发明基于气象数据处理、图像处理的方式来自动化预测未来热带扰动带来的影响,可以自动识别热带扰动的位置,分析热带扰动的发展趋势,以及对指定区域可能造成的影响,可进行24小时无间断的自动监控,相对于人工分析时效性更高,可提早预防可能带来的灾害。Based on the above embodiments, the present invention automatically predicts the impact of future tropical disturbances based on meteorological data processing and image processing, can automatically identify the location of tropical disturbances, analyze the development trend of tropical disturbances, and the possible impact on designated areas , It can carry out 24-hour uninterrupted automatic monitoring, which is more time-sensitive than manual analysis, and can prevent possible disasters in advance.

实施例二:Embodiment two:

本实施例提出一种热带扰动的影响预测系统,包括:This embodiment proposes a tropical disturbance impact prediction system, including:

历史数据获取模块,用于确定目标海域,获取目标海域的历史热带扰动数据;该模块用于实现实施例一中步骤S100的功能,在此不再赘述;The historical data acquisition module is used to determine the target sea area and obtain the historical tropical disturbance data of the target sea area; this module is used to realize the function of step S100 in the first embodiment, and will not be repeated here;

特征值选取模块,用于获取历史热带扰动数据的数值分布,从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值;该模块用于实现实施例一中步骤S200的功能,在此不再赘述;The characteristic value selection module is used to obtain the numerical distribution of historical tropical disturbance data, select the value corresponding to the characteristic point in the numerical distribution of sea level air pressure from the numerical distribution of historical tropical disturbance data as the sea level air pressure threshold, and select the value in the numerical distribution of wind speed The value corresponding to the feature point is used as the wind speed threshold; this module is used to realize the function of step S200 in the first embodiment, and will not be repeated here;

热带扰动区域预测模块,用于获取气象预报数据,从气象预报数据中获取未来指定时刻目标海域范围内的气压场数据,遍历获取的气压场数据中满足小于等于海平面气压阈值的海平面气压值对应的网格点,将获取的网格点链接起来形成指定时刻的热带扰动范围区域;该模块用于实现实施例一中步骤S300的功能,在此不再赘述;The tropical disturbance area prediction module is used to obtain weather forecast data, obtain the pressure field data within the target sea area at a specified time in the future from the weather forecast data, and traverse the sea level pressure values in the obtained pressure field data that are less than or equal to the sea level pressure threshold Corresponding grid points, the acquired grid points are linked together to form the tropical disturbance range area at a specified moment; this module is used to realize the function of step S300 in the first embodiment, and will not be repeated here;

影响预测模块,用于从气象预报数据中获取指定时刻的热带扰动范围区域内每一网格点的风速数据,基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围;该模块用于实现实施例一中步骤S400的功能,在此不再赘述。The impact prediction module is used to obtain the wind speed data of each grid point in the tropical disturbance range area at a specified time from the weather forecast data, and judge the influence range of the tropical disturbance at a specified time based on the wind speed threshold and the wind speed data of the obtained grid points; This module is used to realize the function of step S400 in the first embodiment, which will not be repeated here.

作为本实施例的优选实施方式,所述特征值选取模块具体包括:As a preferred implementation of this embodiment, the feature value selection module specifically includes:

海平面气压阈值选取单元,用于从历史热带扰动数据中获取历史海平面气压数据,并分析历史海平面气压数据的高斯分布,以历史海平面气压数据的高斯分布的μ+2σ端点作为海平面气压阈值;The sea level pressure threshold selection unit is used to obtain the historical sea level pressure data from the historical tropical disturbance data, and analyze the Gaussian distribution of the historical sea level pressure data, and take the μ+2σ endpoint of the Gaussian distribution of the historical sea level pressure data as the sea level barometric pressure threshold;

风速阈值选取单元,用于从历史热带扰动数据中提取历史热带扰动风力、风圈半径数据并获取风圈范围内历史风速的高斯分布,以风圈范围内历史风速的高斯分布的μ-2σ端点作为风速阈值;The wind speed threshold selection unit is used to extract the historical tropical disturbance wind force and wind circle radius data from the historical tropical disturbance data and obtain the Gaussian distribution of the historical wind speed within the wind circle range, and take the μ-2σ endpoint of the Gaussian distribution of the historical wind speed within the wind circle range as the wind speed threshold;

其中,μ表示平均值,σ表示标准差。Among them, μ represents the mean value and σ represents the standard deviation.

作为本实施例的优选实施方式,所述影响预测模块包括掩膜生成单元和影响范围确定单元,其中:As a preferred implementation of this embodiment, the impact prediction module includes a mask generation unit and an influence range determination unit, wherein:

所述掩膜生成单元用于将获取的任一网格点的风速数据与风速阈值进行比较,基于比较结果对图像进行二值化处理,具体为:若网格点的风速数据大于阈值,则将对应的网格点的像素值置为黑色,若网格点的风速数据小于等于阈值,则将对应的网格点的像素值置为白色;将置为黑色的网格点链接起来形成风速影响掩膜遮罩;The mask generation unit is used to compare the acquired wind speed data of any grid point with the wind speed threshold, and perform binarization processing on the image based on the comparison result, specifically: if the wind speed data of the grid point is greater than the threshold, then Set the pixel value of the corresponding grid point to black. If the wind speed data of the grid point is less than or equal to the threshold value, set the pixel value of the corresponding grid point to white; link the grid points set to black to form the wind speed Affect mask masks;

所述影响范围确定单元用于获取风速影响掩膜遮罩的最小外接圆,以该最小外接圆的覆盖范围作为指定时刻热带扰动的影响范围。The influence range determination unit is used to obtain the minimum circumscribed circle of the wind speed influence mask, and use the coverage range of the minimum circumscribed circle as the influence range of the tropical disturbance at a specified moment.

作为本实施例的优选实施方式,该系统还包括指定区域影响判断单元,用于:As a preferred implementation of this embodiment, the system also includes a designated area impact judgment unit, configured to:

获取指定区域的地形shp数据以及热带扰动影响的范围的地形shp数据,采用空间分布叠加分析的方法,判断是否存在面交集,从而判断预测的热带扰动是否会影响指定区域。Obtain the terrain shp data of the specified area and the terrain shp data of the range affected by the tropical disturbance, and use the method of spatial distribution superposition analysis to determine whether there is a surface intersection, so as to determine whether the predicted tropical disturbance will affect the specified area.

实施例三:Embodiment three:

本实施例提出一种电子设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,所述处理器执行所述程序时实现如本发明任一实施例所述的热带扰动的影响预测方法。This embodiment proposes an electronic device, including a memory, a processor, and a computer program stored on the memory and operable on the processor. When the processor executes the program, the computer program described in any embodiment of the present invention is implemented. A method for predicting the effects of tropical disturbances.

实施例四:Embodiment four:

本实施例提出一种计算机可读存储介质,其上存储有计算机程序,该程序被处理器执行时实现如本发明任一实施例所述的热带扰动的影响预测方法。This embodiment proposes a computer-readable storage medium on which a computer program is stored, and when the program is executed by a processor, the method for predicting the impact of a tropical disturbance as described in any embodiment of the present invention is implemented.

本申请实施例中,“至少一个”是指一个或者多个,“多个”是指两个或两个以上。“和/或”,描述关联对象的关联关系,表示可以存在三种关系,例如,A和/或B,可以表示单独存在A、同时存在A和B、单独存在B的情况。其中A,B可以是单数或者复数。字符“/”一般表示前后关联对象是一种“或”的关系。“以下至少一项”及其类似表达,是指的这些项中的任意组合,包括单项或复数项的任意组合。例如,a,b和c中的至少一项可以表示:a,b,c,a和b,a和c,b和c或a和b和c,其中a,b,c可以是单个,也可以是多个。In the embodiments of the present application, "at least one" means one or more, and "multiple" means two or more. "And/or" describes the association relationship of associated objects, indicating that there may be three kinds of relationships, for example, A and/or B may indicate that A exists alone, A and B exist simultaneously, or B exists alone. Among them, A and B can be singular or plural. The character "/" generally indicates that the contextual objects are an "or" relationship. "At least one of the following" and similar expressions refer to any combination of these items, including any combination of single items or plural items. For example, at least one of a, b, and c can represent: a, b, c, a and b, a and c, b and c or a and b and c, where a, b, c can be single, or Can be multiple.

本领域普通技术人员可以意识到,本文中公开的实施例中描述的各单元及算法步骤,能够以电子硬件、计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本申请的范围。Those of ordinary skill in the art can appreciate that each unit and algorithm steps described in the embodiments disclosed herein can be realized by a combination of electronic hardware, computer software and electronic hardware. Whether these functions are executed by hardware or software depends on the specific application and design constraints of the technical solution. Skilled artisans may use different methods to implement the described functions for each specific application, but such implementation should not be regarded as exceeding the scope of the present application.

所属领域的技术人员可以清楚地了解到,为描述的方便和简洁,上述描述的系统、装置和单元的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that for the convenience and brevity of the description, the specific working process of the above-described system, device and unit can refer to the corresponding process in the foregoing method embodiment, which will not be repeated here.

在本申请所提供的几个实施例中,任一功能如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本申请的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本申请各个实施例所述方法的全部或部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(Read-Only Memory;以下简称:ROM)、随机存取存储器(Random Access Memory;以下简称:RAM)、磁碟或者光盘等各种可以存储程序代码的介质。In several embodiments provided in this application, if any function is realized in the form of a software function unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present application is essentially or the part that contributes to the prior art or the part of the technical solution can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including Several instructions are used to make a computer device (which may be a personal computer, a server, or a network device, etc.) execute all or part of the steps of the methods described in the various embodiments of the present application. The aforementioned storage media include: U disk, mobile hard disk, read-only memory (Read-Only Memory; hereinafter referred to as: ROM), random access memory (Random Access Memory; hereinafter referred to as: RAM), magnetic disk or optical disc, etc. A medium on which program code can be stored.

以上所述仅为本发明的实施例,并非因此限制本发明的专利范围,凡是利用本发明说明书及附图内容所作的等效结构或等效流程变换,或直接或间接运用在其他相关的技术领域,均同理包括在本发明的专利保护范围内。The above is only an embodiment of the present invention, and does not limit the patent scope of the present invention. Any equivalent structure or equivalent process transformation made by using the description of the present invention and the contents of the accompanying drawings, or directly or indirectly used in other related technologies fields, all of which are equally included in the scope of patent protection of the present invention.

Claims (10)

1.一种热带扰动的影响预测方法,其特征在于,包括以下步骤:1. A method for predicting the impact of tropical disturbances, comprising the following steps: 确定目标海域,获取目标海域的历史热带扰动数据;Determine the target sea area and obtain historical tropical disturbance data in the target sea area; 获取历史热带扰动数据的数值分布,从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值;Obtain the numerical distribution of historical tropical disturbance data, select the value corresponding to the characteristic point in the sea level pressure numerical distribution from the numerical distribution of historical tropical disturbance data as the sea level pressure threshold, and select the value corresponding to the characteristic point in the wind speed numerical distribution as wind speed threshold; 获取气象预报数据,从气象预报数据中获取未来指定时刻目标海域范围内的气压场数据,遍历获取的气压场数据中满足小于等于海平面气压阈值的海平面气压值对应的网格点,将获取的网格点链接起来形成指定时刻的热带扰动范围区域;Obtain the weather forecast data, obtain the pressure field data within the target sea area at a specified time in the future from the weather forecast data, and traverse the grid points corresponding to the sea level pressure values that meet the sea level pressure threshold less than or equal to the sea level pressure threshold in the obtained pressure field data, and will get The grid points are linked to form the tropical disturbance range area at a specified moment; 从气象预报数据中获取指定时刻的热带扰动范围区域内每一网格点的风速数据,基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围。The wind speed data of each grid point in the tropical disturbance range area at the specified time is obtained from the weather forecast data, and the influence range of the tropical disturbance at the specified time is judged based on the wind speed threshold and the wind speed data of the obtained grid points. 2.根据权利要求1所述的一种热带扰动的影响预测方法,其特征在于,所述从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值的方法具体为:2. the impact prediction method of a kind of tropical disturbance according to claim 1, it is characterized in that, described from the numerical distribution of historical tropical disturbance data, select the value corresponding to the feature point in the sea level air pressure numerical distribution as sea level air pressure Threshold value, and the method of selecting the value corresponding to the characteristic point in the wind speed numerical distribution as the wind speed threshold value is as follows: 从历史热带扰动数据中获取历史海平面气压数据,并分析历史海平面气压数据的高斯分布,以历史海平面气压数据的高斯分布的μ+2σ端点作为海平面气压阈值;Obtain historical sea level pressure data from historical tropical disturbance data, and analyze the Gaussian distribution of historical sea level pressure data, and use the μ+2σ endpoint of the Gaussian distribution of historical sea level pressure data as the sea level pressure threshold; 从历史热带扰动数据中提取历史热带扰动风力、风圈半径数据并获取风圈范围内历史风速的高斯分布,以风圈范围内历史风速的高斯分布的μ-2σ端点作为风速阈值;Extract historical tropical disturbance wind force and wind circle radius data from historical tropical disturbance data and obtain the Gaussian distribution of historical wind speed within the wind circle range, and take the μ-2σ endpoint of the Gaussian distribution of historical wind speed within the wind circle range as the wind speed threshold; 其中,μ表示平均值,σ表示标准差。Among them, μ represents the mean value and σ represents the standard deviation. 3.根据权利要求1所述的一种热带扰动的影响预测方法,其特征在于,所述基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围的方法具体为:3. The impact prediction method of a kind of tropical disturbance according to claim 1, it is characterized in that, the method for judging the scope of influence of tropical disturbance at a specified time based on the wind speed threshold and the wind speed data of the grid points obtained is specifically: 将获取的任一网格点的风速数据与风速阈值进行比较,基于比较结果对图像进行二值化处理,具体为:Compare the wind speed data obtained at any grid point with the wind speed threshold, and perform binarization on the image based on the comparison result, specifically: 若网格点的风速数据大于阈值,则将对应的网格点的像素值置为黑色,若网格点的风速数据小于等于阈值,则将对应的网格点的像素值置为白色;If the wind speed data of the grid point is greater than the threshold value, then the pixel value of the corresponding grid point is set to black, and if the wind speed data of the grid point is less than or equal to the threshold value, then the pixel value of the corresponding grid point is set to white; 将置为黑色的网格点链接起来形成风速影响掩膜遮罩;Connect the grid points set to black to form a wind speed influence mask mask; 获取风速影响掩膜遮罩的最小外接圆,以该最小外接圆的覆盖范围作为指定时刻热带扰动的影响范围。Obtain the minimum circumscribed circle of the wind speed influence mask, and use the coverage of the minimum circumscribed circle as the influence range of the tropical disturbance at a specified moment. 4.根据权利要求1所述的一种热带扰动的影响预测方法,其特征在于,该方法还包括以下步骤:4. the impact prediction method of a kind of tropical disturbance according to claim 1, is characterized in that, this method also comprises the following steps: 获取指定区域的地形shp数据以及热带扰动的影响范围的地形shp数据,采用空间分布叠加分析的方法,判断是否存在面交集,从而判断预测的热带扰动是否会影响指定区域。Obtain the topographic shp data of the specified area and the topographic shp data of the affected range of tropical disturbances, and use the method of spatial distribution superposition analysis to determine whether there is surface intersection, so as to determine whether the predicted tropical disturbances will affect the specified area. 5.一种热带扰动的影响预测系统,其特征在于,包括:5. A system for predicting the impact of tropical disturbances, comprising: 历史数据获取模块,用于确定目标海域,获取目标海域的历史热带扰动数据;The historical data acquisition module is used to determine the target sea area and obtain the historical tropical disturbance data of the target sea area; 特征值选取模块,用于获取历史热带扰动数据的数值分布,从历史热带扰动数据的数值分布中选取海平面气压数值分布中的特征点对应的值作为海平面气压阈值,并选取风速数值分布中的特征点对应的值作为风速阈值;The characteristic value selection module is used to obtain the numerical distribution of historical tropical disturbance data, select the value corresponding to the characteristic point in the numerical distribution of sea level air pressure from the numerical distribution of historical tropical disturbance data as the sea level air pressure threshold, and select the value in the numerical distribution of wind speed The value corresponding to the characteristic point of is used as the wind speed threshold; 热带扰动区域预测模块,用于获取气象预报数据,从气象预报数据中获取未来指定时刻目标海域范围内的气压场数据,遍历获取的气压场数据中满足小于等于海平面气压阈值的海平面气压值对应的网格点,将获取的网格点链接起来形成指定时刻的热带扰动范围区域;The tropical disturbance area prediction module is used to obtain weather forecast data, obtain the pressure field data within the target sea area at a specified time in the future from the weather forecast data, and traverse the sea level pressure values in the obtained pressure field data that are less than or equal to the sea level pressure threshold Corresponding grid points, linking the obtained grid points to form the tropical disturbance range area at a specified moment; 影响预测模块,用于从气象预报数据中获取指定时刻的热带扰动范围区域内每一网格点的风速数据,基于风速阈值和获取的网格点的风速数据判断指定时刻热带扰动的影响范围。The impact prediction module is used to obtain the wind speed data of each grid point in the tropical disturbance range area at a specified time from the weather forecast data, and judge the influence range of the tropical disturbance at a specified time based on the wind speed threshold and the wind speed data of the obtained grid points. 6.根据权利要求5所述的一种热带扰动的影响预测系统,其特征在于,所述特征值选取模块具体包括:6. The impact prediction system of a kind of tropical disturbance according to claim 5, is characterized in that, described characteristic value selection module specifically comprises: 海平面气压阈值选取单元,用于从历史热带扰动数据中获取历史海平面气压数据,并分析历史海平面气压数据的高斯分布,以历史海平面气压数据的高斯分布的μ+2σ端点作为海平面气压阈值;The sea level pressure threshold selection unit is used to obtain the historical sea level pressure data from the historical tropical disturbance data, and analyze the Gaussian distribution of the historical sea level pressure data, and take the μ+2σ endpoint of the Gaussian distribution of the historical sea level pressure data as the sea level barometric pressure threshold; 风速阈值选取单元,用于从历史热带扰动数据中提取历史热带扰动风力、风圈半径数据并获取风圈范围内历史风速的高斯分布,以风圈范围内历史风速的高斯分布的μ-2σ端点作为风速阈值;The wind speed threshold selection unit is used to extract the historical tropical disturbance wind force and wind circle radius data from the historical tropical disturbance data and obtain the Gaussian distribution of the historical wind speed within the wind circle range, and take the μ-2σ endpoint of the Gaussian distribution of the historical wind speed within the wind circle range as the wind speed threshold; 其中,μ表示平均值,σ表示标准差。Among them, μ represents the mean value and σ represents the standard deviation. 7.根据权利要求5所述的一种热带扰动的影响预测系统,其特征在于,所述影响预测模块包括掩膜生成单元和影响范围确定单元,其中:7. The impact prediction system of a kind of tropical disturbance according to claim 5, wherein the impact prediction module includes a mask generation unit and an influence range determination unit, wherein: 所述掩膜生成单元用于将获取的任一网格点的风速数据与风速阈值进行比较,基于比较结果对图像进行二值化处理,具体为:若网格点的风速数据大于阈值,则将对应的网格点的像素值置为黑色,若网格点的风速数据小于等于阈值,则将对应的网格点的像素值置为白色;将置为黑色的网格点链接起来形成风速影响掩膜遮罩;The mask generation unit is used to compare the acquired wind speed data of any grid point with a wind speed threshold, and perform binarization processing on the image based on the comparison result, specifically: if the wind speed data of the grid point is greater than the threshold, then Set the pixel value of the corresponding grid point to black, if the wind speed data of the grid point is less than or equal to the threshold value, set the pixel value of the corresponding grid point to white; link the grid points set to black to form the wind speed Affect mask masks; 所述影响范围确定单元用于获取风速影响掩膜遮罩的最小外接圆,以该最小外接圆的覆盖范围作为指定时刻热带扰动的影响范围。The influence range determination unit is used to obtain the minimum circumscribed circle of the wind speed influence mask, and use the coverage range of the minimum circumscribed circle as the influence range of the tropical disturbance at a specified moment. 8.根据权利要求1所述的一种热带扰动的影响预测系统,其特征在于,该系统还包括指定区域影响判断单元,用于:8. The impact prediction system of a kind of tropical disturbance according to claim 1, characterized in that, the system also includes a designated area impact judgment unit for: 获取指定区域的地形shp数据以及热带扰动影响的范围的地形shp数据,采用空间分布叠加分析的方法,判断是否存在面交集,从而判断预测的热带扰动是否会影响指定区域。Obtain the terrain shp data of the specified area and the terrain shp data of the range affected by the tropical disturbance, and use the method of spatial distribution superposition analysis to determine whether there is a surface intersection, so as to determine whether the predicted tropical disturbance will affect the specified area. 9.一种电子设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,其特征在于,所述处理器执行所述程序时实现如权利要求1至4任一项所述的热带扰动的影响预测方法。9. An electronic device, comprising a memory, a processor, and a computer program stored on the memory and operable on the processor, characterized in that, when the processor executes the program, any one of claims 1 to 4 is realized. The method for predicting the impact of tropical disturbances described in the item. 10.一种计算机可读存储介质,其上存储有计算机程序,其特征在于,该程序被处理器执行时实现如权利要求1至4任一项所述的热带扰动的影响预测方法。10. A computer-readable storage medium, on which a computer program is stored, wherein when the program is executed by a processor, the method for predicting the impact of tropical disturbances according to any one of claims 1 to 4 is implemented.
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