WO2021081795A1 - Method and apparatus for assessing impact range of typhoon, terminal device and storage medium - Google Patents

Method and apparatus for assessing impact range of typhoon, terminal device and storage medium Download PDF

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WO2021081795A1
WO2021081795A1 PCT/CN2019/114301 CN2019114301W WO2021081795A1 WO 2021081795 A1 WO2021081795 A1 WO 2021081795A1 CN 2019114301 W CN2019114301 W CN 2019114301W WO 2021081795 A1 WO2021081795 A1 WO 2021081795A1
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typhoon
site
observation
level
axis
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PCT/CN2019/114301
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French (fr)
Chinese (zh)
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李晴岚
黄典
刘炳荣
李广鑫
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中国科学院深圳先进技术研究院
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Publication of WO2021081795A1 publication Critical patent/WO2021081795A1/en

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    • G01MEASURING; TESTING
    • G01WMETEOROLOGY
    • G01W1/00Meteorology
    • G01W1/10Devices for predicting weather conditions

Abstract

A method and apparatus for assessing the impact range of a typhoon, a terminal device and a storage medium. The method comprises: acquiring coastline positions, a typhoon landing position, the positions of a preset number of observation sites, and wind speeds at the observation sites that are in one-to-one correspondence with the observation sites (S101); establishing a coordinate system using the typhoon landing position as a coordinate origin (S102); dividing the coordinate system into several regions according to a preset division rule (S103); dividing the observation sites into several levels according to the wind speeds at the observation sites (S104); selecting the furthest main impacted site according to a preset selection rule, and using the furthest main impacted site as a fitting site of a corresponding level in a corresponding region (S105); and according to the position of the fitting site, fitting a boundary curve of the impact range of all levels of gales caused by typhoons (S106). According to the boundary curve, the impact range of a typhoon may be obtained, thereby providing a reference for typhoon prediction.

Description

台风影响范围评估方法、装置、终端设备及存储介质Evaluation method, device, terminal equipment and storage medium of typhoon impact area 技术领域Technical field
本申请属于大数据技术领域,尤其涉及台风影响范围评估方法、装置、终端设备及存储介质。This application belongs to the field of big data technology, and in particular relates to methods, devices, terminal equipment, and storage media for evaluating the scope of typhoon impact.
背景技术Background technique
研究台风影响对台风预测具有重要作用,现有技术大多是针对受台风影响较为敏感的港口码头、机场等重点设施实施定点预报评估,没有对台风的影响范围进行评估的方法。Research on the impact of typhoons plays an important role in typhoon forecasting. Most of the existing technologies implement fixed-point forecast assessments for key facilities such as ports and airports that are more sensitive to typhoons. There is no method for assessing the scope of typhoons.
发明内容Summary of the invention
有鉴于此,本申请实施例提供了台风影响范围评估方法、装置、终端设备及存储介质,以解决现有技术中没有对台风的影响范围进行评估的问题。In view of this, the embodiments of the present application provide methods, devices, terminal devices, and storage media for evaluating the typhoon's impact range to solve the problem that the typhoon's impact range is not evaluated in the prior art.
本申请实施例的第一方面提供了一种台风影响范围评估方法,包括:The first aspect of the embodiments of the present application provides a method for evaluating the impact range of a typhoon, including:
获取海岸线位置、台风登陆位置、预设数量的观测站点的位置以及与各观测站点的位置一一对应的观测站点的风速;Obtain the coastline location, typhoon landing location, the location of a preset number of observation sites, and the wind speed of the observation sites corresponding to the location of each observation site one-to-one;
以所述台风登陆位置为坐标原点建立坐标系,其中,所述坐标系的x轴以海岸线位置为基准,位于所述x轴上的观测站点满足预设条件,所述坐标系的y轴垂直于所述x轴;A coordinate system is established with the typhoon landing position as the coordinate origin, wherein the x-axis of the coordinate system is based on the coastline position, the observation station on the x-axis meets a preset condition, and the y-axis of the coordinate system is vertical On the x-axis;
将所述坐标系按照预设划分规则划分为若干区域;Dividing the coordinate system into a number of areas according to a preset division rule;
按照所述观测站点的风速将各观测站点划分为若干等级;Divide each observation site into several levels according to the wind speed of the observation site;
统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点;Count the observation sites of each level in each area, select the farthest site of the main influence from the observation sites of each level in each area according to the preset selection rule, and use the farthest site of the main influence as the corresponding level Fitting stations in the corresponding area;
根据所述拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线。According to the location of the fitting station, the boundary curve of the influence range of each level of gale caused by the typhoon is fitted.
本申请实施例的第二方面提供了一种台风影响范围评估装置,包括:The second aspect of the embodiments of the present application provides a typhoon impact range assessment device, including:
获取模块,用于获取海岸线位置、台风登陆位置、预设数量的观测站点的位置以及与各观测站点的位置一一对应的观测站点的风速;The acquisition module is used to acquire the position of the coastline, the landing position of the typhoon, the position of a preset number of observation sites, and the wind speed of the observation site corresponding to the position of each observation site one-to-one;
坐标建立模块,用于以所述台风登陆位置为坐标原点建立坐标系,其中,所述坐标系的x轴以海岸线位置为基准,位于所述x轴上的观测站点满足预设条件,所述坐标系的y轴垂直于所述x轴;The coordinate establishment module is used to establish a coordinate system with the typhoon landing position as the coordinate origin, wherein the x-axis of the coordinate system is based on the coastline position, and the observation station on the x-axis meets a preset condition, The y-axis of the coordinate system is perpendicular to the x-axis;
区域划分模块,用于将所述坐标系按照预设划分规则划分为若干区域;An area division module, configured to divide the coordinate system into a number of areas according to preset division rules;
等级划分模块,用于按照所述观测站点的风速将各观测站点划分为若干等级;The class division module is used to classify each observation site into several classes according to the wind speed of the observation site;
计算模块,用于统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点;The calculation module is used to count the observation sites of each level in each area, select the farthest site of the main influence from the observation sites of each level in each area according to the preset selection rule, and calculate the most affected site of the main influence. The far site is the fitting site of the corresponding level in the corresponding area;
拟合模块,用于根据所述拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线。The fitting module is used to fit the boundary curve of the influence range of each level of gale caused by the typhoon according to the location of the fitting station.
本申请实施例的第三方面提供了一种终端设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现如上述方法的步骤。The third aspect of the embodiments of the present application provides a terminal device, including a memory, a processor, and a computer program stored in the memory and running on the processor. When the processor executes the computer program, Implement the steps as described above.
本申请实施例的第四方面提供了一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现如上述方法的步骤。The fourth aspect of the embodiments of the present application provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the steps of the above-mentioned method are implemented.
本申请实施例的第五方面提供了一种计算机程序产品,当计算机程序产品在终端设备上运行时,使得终端设备执行上述第一方面中任一项所述的方法。The fifth aspect of the embodiments of the present application provides a computer program product, which when the computer program product runs on a terminal device, causes the terminal device to execute the method described in any one of the above-mentioned first aspects.
本申请实施例的有益效果在于:通过获取海岸线位置、台风登陆位置、至少一个观测站点位置以及与各观测站点位置信息一一对应的观测站点的风速, 以台风登陆位置为坐标原点建立坐标系,将坐标系划分为若干区域,按照观测站点的风速将各观测站点划分为若干等级,统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点,根据拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线,台风登陆位置和台风影响范围的边界曲线之间的区域即为对应等级的台风的影响范围。The beneficial effects of the embodiments of the present application are: by acquiring the coastline position, the typhoon landing position, the position of at least one observation site, and the wind speed of the observation site corresponding to the position information of each observation site, a coordinate system is established with the typhoon landing position as the coordinate origin. Divide the coordinate system into several regions, divide each observation site into several levels according to the wind speed of the observation site, count the observation sites of each level in each region, and select the observation sites of each level in each region according to preset selection rules Select the farthest site of the main impact in the, use the farthest site of the main impact as the fitting site of the corresponding level in the corresponding area, and fit the boundary of the impact range of each level of gale caused by the typhoon according to the location of the fitting site Curve, the area between the typhoon landing position and the boundary curve of the typhoon’s influence range is the typhoon’s influence range of the corresponding level.
附图说明Description of the drawings
为了更清楚地说明本申请实施例中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍。In order to more clearly illustrate the technical solutions in the embodiments of the present application, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art.
图1是本申请一实施例提供的台风影响范围评估方法的流程示意图;FIG. 1 is a schematic flow chart of a method for evaluating a typhoon impact area provided by an embodiment of the present application;
图2是本申请一实施例提供的坐标系划分示意图;FIG. 2 is a schematic diagram of coordinate system division provided by an embodiment of the present application;
图3是本申请另一实施例提供的坐标系划分示意图;FIG. 3 is a schematic diagram of coordinate system division provided by another embodiment of the present application;
图4是本申请一实施例提供的台风影响范围评估方法的子步骤流程示意图;FIG. 4 is a schematic flowchart of sub-steps of a method for assessing the typhoon impact area provided by an embodiment of the present application;
图5是本申请另一实施例提供的台风影响范围评估方法的流程示意图;FIG. 5 is a schematic flow chart of a method for evaluating a typhoon impact area provided by another embodiment of the present application;
图6是本申请实施例提供的台风影响范围评估装置的示意图;Fig. 6 is a schematic diagram of a typhoon impact range assessment device provided by an embodiment of the present application;
图7是本申请实施例提供的终端设备的示意图。Fig. 7 is a schematic diagram of a terminal device provided by an embodiment of the present application.
具体实施方式Detailed ways
以下描述中,为了说明而不是为了限定,提出了诸如特定系统结构、技术之类的具体细节,以便透彻理解本申请实施例。然而,本领域的技术人员应当清楚,在没有这些具体细节的其它实施例中也可以实现本申请。在其它情况中,省略对众所周知的系统、装置、电路以及方法的详细说明,以免不必要的细节妨碍本申请的描述。In the following description, for the purpose of illustration rather than limitation, specific details such as a specific system structure and technology are proposed for a thorough understanding of the embodiments of the present application. However, it should be clear to those skilled in the art that the present application can also be implemented in other embodiments without these specific details. In other cases, detailed descriptions of well-known systems, devices, circuits, and methods are omitted to avoid unnecessary details from obstructing the description of this application.
为了说明本申请所述的技术方案,下面通过具体实施例来进行说明。In order to illustrate the technical solution described in the present application, specific embodiments are used for description below.
应当理解,当在本说明书和所附权利要求书中使用时,术语“包括”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。It should be understood that when used in this specification and the appended claims, the term "comprising" indicates the existence of the described features, wholes, steps, operations, elements and/or components, but does not exclude one or more other features The existence or addition of, whole, step, operation, element, component and/or its collection.
还应当理解,在此本申请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申请。如在本申请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 also be understood that the terms used in the specification of this application are only for the purpose of describing specific embodiments and are not intended to limit the application. As used in the specification of this application and the appended claims, unless the context clearly indicates other circumstances, the singular forms "a", "an" and "the" are intended to include plural forms.
还应当进一步理解,在本申请说明书和所附权利要求书中使用的术语“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。It should be further understood that the term "and/or" used in the specification and appended claims of this application refers to any combination and all possible combinations of one or more of the associated listed items, and includes these combinations .
如在本说明书和所附权利要求书中所使用的那样,术语“如果”可以依据上下文被解释为“当...时”或“一旦”或“响应于确定”或“响应于检测到”。类似地,短语“如果确定”或“如果检测到[所描述条件或事件]”可以依据上下文被解释为意指“一旦确定”或“响应于确定”或“一旦检测到[所描述条件或事件]”或“响应于检测到[所描述条件或事件]”。As used in this specification and the appended claims, the term "if" can be interpreted as "when" or "once" or "in response to determination" or "in response to detection" depending on the context . Similarly, the phrase "if determined" or "if detected [described condition or event]" can be interpreted as meaning "once determined" or "in response to determination" or "once detected [described condition or event]" depending on the context ]" or "in response to detection of [condition or event described]".
下面对本申请一实施例提供的台风影响范围评估方法进行描述,请参阅附图1,本申请一实施例提供的台风影响范围评估方法包括:The following describes the typhoon impact area evaluation method provided by an embodiment of the present application. Please refer to Figure 1. The typhoon impact area evaluation method provided by an embodiment of the present application includes:
步骤S101:获取海岸线位置、台风登陆位置、预设数量的观测站点的位置以及与各观测站点的位置一一对应的观测站点的风速。Step S101: Obtain the position of the coastline, the landing position of the typhoon, the positions of a preset number of observation sites, and the wind speed of the observation sites corresponding to the positions of each observation site one-to-one.
其中,海岸线位置、台风登陆位置和观测站点的位置均包括经度和纬度信息。部分观测站点位于海岸线上,部分观测站点位于陆地上,预设数量为台风影响范围评估计算所需要的数量,一般情况下,观测站点的数量越多,台风影响范围的评估越准确。Among them, the coastline location, typhoon landing location and the location of the observation site all include longitude and latitude information. Some observation sites are located on the coastline, and some observation sites are on land. The preset number is the number required for the evaluation and calculation of the typhoon impact area. Generally, the more observation sites there are, the more accurate the evaluation of the typhoon impact area.
步骤S102:以所述台风登陆位置为坐标原点建立坐标系,其中,所述坐标系的x轴以海岸线位置为基准,位于所述x轴上的观测站点满足预设条件,所述坐标系的y轴垂直于所述x轴。Step S102: Establish a coordinate system with the typhoon landing position as the origin of the coordinate, wherein the x-axis of the coordinate system is based on the coastline position, the observation station on the x-axis meets a preset condition, and the coordinate system The y-axis is perpendicular to the x-axis.
具体地,海岸线为不规则的曲线,坐标系的x轴为直线,选择与海岸线的重合距离最长且直线上方分布的观测站点数量最多的一条直线作为x轴,经过坐标原点且与x轴垂直的直线即为y轴。Specifically, the coastline is an irregular curve, and the x-axis of the coordinate system is a straight line. A straight line with the longest overlap distance with the coastline and the largest number of observation sites distributed above the straight line is selected as the x-axis, passing through the origin of the coordinates and perpendicular to the x-axis The straight line is the y-axis.
步骤S103:将所述坐标系按照预设划分规则划分为若干区域。Step S103: Divide the coordinate system into several regions according to a preset division rule.
在一种可能的实现方式中,将坐标系划分为若干扇形区域。具体地,将所述坐标系的y轴正方向区域均匀划分为若干以所述坐标原点为圆心的扇形区域。例如,如图2所示,以中国广东地区的海岸线为例,建立坐标系后,以x轴为基准线,每隔20°角画一条直线,将坐标系的y轴正方向区域划分为9个过原点的扇形区域。In a possible implementation, the coordinate system is divided into several fan-shaped regions. Specifically, the area in the positive direction of the y-axis of the coordinate system is evenly divided into a number of fan-shaped areas with the origin of the coordinate as the center of the circle. For example, as shown in Figure 2, take the coastline of Guangdong, China as an example. After the coordinate system is established, a straight line is drawn every 20° with the x-axis as the reference line, and the positive y-axis area of the coordinate system is divided into 9 A fan-shaped area past the origin.
在一种可能的实现方式中,将坐标系划分为若干方形区域。具体地,以所述坐标原点为中心,沿y轴正方向,在x轴上等间距将所述坐标系划分为若干平行于y轴的区域。例如,如图3所示,以中国广东地区的海岸线为例,建立坐标系后,以y轴为中心,在y轴正方向上,将x轴以50km为间隔将坐标系划分为16个平行于y轴的区域。In a possible implementation, the coordinate system is divided into several square areas. Specifically, the coordinate system is divided into a number of regions parallel to the y-axis at equal intervals on the x-axis along the positive direction of the y-axis with the origin of the coordinates as the center. For example, as shown in Figure 3, take the coastline of Guangdong, China as an example. After the coordinate system is established, the y-axis is the center, and the x-axis is divided into 16 parallel to the positive direction of the y-axis at intervals of 50km. The area of the y-axis.
步骤S104:按照所述观测站点的风速将各观测站点划分为若干等级。Step S104: Divide each observation site into several levels according to the wind speed of the observation site.
例如,将17.2米/秒≤风速<24.5米/秒的观测站点划分为8级站点,将24.5米/秒≤风速<32.7米/秒的观测站点划分为10级站点,将风速≥32.7米/秒的观测站点划分为12级站点。For example, the observation sites with 17.2 m/s ≤ wind speed < 24.5 m/s are divided into 8-level sites, and the observation sites with 24.5 m/s ≤ wind speed <32.7 m/s are classified as 10-level sites, and the wind speed is ≥ 32.7 m/s. Second observation sites are divided into 12-level sites.
步骤S105:统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点。Step S105: Count the observation sites of each level in each area, select the farthest site of the main influence from the observation sites of each level in each area according to the preset selection rule, and divide the farthest site of the main influence As the fitting site of the corresponding level in the corresponding area.
在一种可能的实现方式中,由于海拔较高的观测站点在空间上不具有普适性,因此去除海拔大于预设高度的观测站点后,再计算每个区域每个等级的拟合站点。例如,去除海拔大于300米的观测站点后再计算拟合站点。In a possible implementation manner, since observation sites with higher altitudes are not universal in space, the observation sites with altitudes greater than a preset altitude are removed, and then the fitting sites of each level in each region are calculated. For example, after removing observation sites with an altitude greater than 300 meters, the fitted sites are calculated.
在一种可能的实现方式中,若将所述坐标系的y轴正方向区域均匀划分为若干以所述坐标原点为圆心的扇形区域,基准点为坐标原点,针对每个区域内 每个等级,将满足公式
Figure PCTCN2019114301-appb-000001
的R i作为主要影响的最远站点与坐标原点之间的距离,其中,N表示一个区域内一个等级的观测站点的数量,i表示将所述一个区域内一个等级的观测站点按照距离坐标原点的距离进行升序排序后的观测站点的次序值,R i表示第i个观测站点与坐标原点之间的距离,max表示取最大值运算。F R取最大值时,对应的R i即为拟合站点距离坐标原点的距离。由于距离坐标原点越远,出现大风的概率越小,因此,相对于将R i最大值对应的观测站点作为拟合站点,采用上述公式可以去除距离坐标原点较远,但风速较大的异常观测点。
In a possible implementation, if the positive y-axis area of the coordinate system is evenly divided into several fan-shaped areas with the origin of the coordinates as the center, the reference point is the origin of the coordinates, and for each level in each area , Will satisfy the formula
Figure PCTCN2019114301-appb-000001
R i is the distance between the farthest site that is mainly affected and the origin of the coordinate, where N represents the number of observation sites of one level in an area, and i represents the origin of the observation sites of one level in the area according to the distance coordinate origin The order value of the observation site after the distance is sorted in ascending order, R i represents the distance between the i-th observation site and the origin of the coordinate, and max represents the maximum value operation. When F R takes the maximum value, the corresponding R i is the distance between the fitting site and the origin of the coordinate. Since the farther from the origin of the coordinates, the lower the probability of strong winds, compared to the observation site corresponding to the maximum value of R i as the fitting site, the above formula can be used to eliminate abnormal observations that are far from the origin of the coordinates but with greater wind speeds. point.
在一种可能的实现方式中,若以所述坐标原点为中心,沿y轴正方向,在x轴上等间距将所述坐标系划分为若干平行于y轴的区域,基准线为x轴,将每个区域内每个等级的观测站点按照距离x轴的距离升序排列,将排序为预设值的观测站点作为主要影响的最远站点。例如,排序后的观测站点中,将排序在预设序号(如取序号为观测站点总数量的95%)的观测站点为主要影响的最远站点,即拟合站点。例如,某个区域某个等级的观测站点的数量为100个,按照距离x轴的距离升序排列后,选择排序为95的观测站点为拟合站点,从而可以去除距离基准点距离较远、出现大风概率较小的异常站点。In a possible implementation, if the coordinate origin is taken as the center, along the positive direction of the y-axis, the coordinate system is divided into several areas parallel to the y-axis at equal intervals on the x-axis, and the reference line is the x-axis. , Arrange the observation sites of each level in each area in ascending order of distance from the x-axis, and set the observation sites ranked as the preset value as the most distant sites that are mainly affected. For example, among the ordered observation sites, the observation site ranked in the preset serial number (for example, the serial number is 95% of the total number of observation sites) is the most distant site that is mainly affected, that is, the fitting site. For example, if the number of observation sites of a certain level in a certain area is 100, after they are arranged in ascending order of distance from the x-axis, the observation site with a ranking of 95 is selected as the fitting site, which can eliminate the distance from the reference point and the occurrence An abnormal site with a low probability of strong winds.
步骤S106:根据所述拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线。Step S106: Fit the boundary curve of the influence range of each level of gale caused by the typhoon according to the location of the fitting station.
其中,可以仅选取将坐标系划分为若干扇形区域后计算出的拟合站点参与拟合,也可以仅选取将坐标系划分为若干方形区域后计算出的拟合站点参与拟合,也可以将两种划分方法计算出的拟合站点全部参与拟合。Among them, you can select only the fitting stations calculated after dividing the coordinate system into several fan-shaped areas to participate in the fitting, or you can select only the fitting stations calculated after dividing the coordinate system into several square areas to participate in the fitting, or The fitting stations calculated by the two division methods all participate in the fitting.
由于每一个拟合站点是从风速位于相同等级区间内的观测站点中,去除异常观测点之后选出的主要影响的最远站点,因此,拟合站点的位置代表该等级风速的主要影响的最远距离。因此,将同一等级的拟合站点连线后形成的区域即为台风的主要影响范围,对同一等级的拟合站点所在的连线进行拟合后即得 出台风引发的该等级的大风的影响范围的边界曲线。Since each fitting site is the farthest site of the main influence selected from the observation sites whose wind speed is in the same grade interval, after removing the abnormal observation points, the location of the fitting site represents the most important influence of the wind speed of the grade. Long distance. Therefore, the area formed by connecting the fitting stations of the same level is the main influence area of the typhoon. After fitting the connection of the fitting stations of the same level, the influence of the gale of that level caused by the typhoon can be obtained. The boundary curve of the range.
在一种可能的实现方式中,如图4所示,步骤S106具体包括:In a possible implementation manner, as shown in FIG. 4, step S106 specifically includes:
步骤S201:建立每个等级的多项式函数
Figure PCTCN2019114301-appb-000002
其中,x表示拟合站点距离y轴的距离,x j表示x的j次幂,a j表示多项式函数的系数,y(x,a)表示根据a j和x j计算出的值;
Step S201: Establish a polynomial function for each level
Figure PCTCN2019114301-appb-000002
Among them, x represents the distance of the fitting site from the y axis, x j represents the j power of x, a j represents the coefficient of the polynomial function, and y(x,a) represents the value calculated from a j and x j;
步骤S202:建立损失函数
Figure PCTCN2019114301-appb-000003
其中,x n表示第n个区域的拟合站点距离y轴的距离,y(x n,a)表示将x n代入所述多项式函数中计算出的值,y n表示与x n对应的观测站点距离x轴的距离;
Step S202: Establish a loss function
Figure PCTCN2019114301-appb-000003
Among them, x n represents the distance of the fitting site of the n-th area from the y axis, y(x n ,a) represents the value calculated by substituting x n into the polynomial function, and y n represents the observation corresponding to x n The distance between the station and the x-axis;
步骤S203:根据所述损失函数优化所述多项式函数的系数。Step S203: optimize the coefficients of the polynomial function according to the loss function.
在一种可能的实现方式中,根据公式In a possible implementation, according to the formula
A=(X TX+λE m+1) -1X TY计算多项式函数的系数,其中, A=(X T X+λE m+1 ) -1 X T Y calculates the coefficients of the polynomial function, where,
Figure PCTCN2019114301-appb-000004
X T为X的转置矩阵,Y为X中各观测站点对应的观测站点距离x轴的距离组成的矩阵,λE m+1为正则项。
Figure PCTCN2019114301-appb-000004
X T is the transposition matrix of X, Y is the matrix composed of the distances of the observation sites corresponding to each observation site in X from the x axis, and λE m+1 is the regular term.
具体地,对损失函数求导,另其导数为0,可得出A=(X TX) -1X TY,为了防止过拟合,引入正则项后,即可得出A=(X TX+λE m+1) -1X TY。 Specifically, taking the derivative of the loss function, and its derivative being 0, we can get A=(X T X) -1 X T Y. In order to prevent over-fitting, after introducing the regular term, we can get A=(X T X+λE m+1 ) -1 X T Y.
步骤S204:根据优化后的多项式函数的系数生成优化后的多项式函数,所述优化后的多项式函数对应的曲线即为台风引发的对应等级大风的影响范围的边界曲线。Step S204: Generate an optimized polynomial function according to the coefficients of the optimized polynomial function, and the curve corresponding to the optimized polynomial function is the boundary curve of the influence range of the corresponding level of gale caused by the typhoon.
具体地,在上述可能的实现方式中,计算出的最优的A即为多项式的系数,根据多项式的系数即可得出多项式函数,根据多项式函数即可在坐标系中画出多项式函数对应的曲线,多项式函数对应的曲线所包围的区域即为台风引发的该等级大风所影响的范围。Specifically, in the above possible implementation, the calculated optimal A is the coefficient of the polynomial, and the polynomial function can be obtained according to the coefficient of the polynomial, and the corresponding polynomial function can be drawn in the coordinate system according to the polynomial function. Curve, the area enclosed by the curve corresponding to the polynomial function is the range affected by the level of gale caused by the typhoon.
上述实施例中,以台风登陆位置为坐标原点,以海岸线位置为基准建立坐 标系,将坐标系按照预设规则划分为若干区域,将观测站点按照风速划分为若干等级,统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点,根据拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线,边界曲线所包围的范围即为台风的影响范围,从而可以对台风引发的每个等级的大风的影响范围进行评估,为台风移动过程中的预测提供依据。In the above embodiment, the typhoon landing position is taken as the origin of the coordinates, the coordinate system is established based on the coastline position, the coordinate system is divided into several areas according to preset rules, the observation stations are divided into several levels according to the wind speed, and each area in each area is counted. According to the preset selection rules, select the farthest station of main influence from the observation stations of each grade in each area according to the preset selection rules, and use the farthest station of the main influence as the fitting of the corresponding grade in the corresponding area. Station, according to the location of the fitting station, fit the boundary curve of the influence range of the typhoon of each level of gale. The range enclosed by the boundary curve is the influence range of the typhoon, which can affect the influence of each level of gale caused by the typhoon The scope is evaluated to provide a basis for the prediction during the movement of the typhoon.
应理解,上述实施例中各步骤的序号的大小并不意味着执行顺序的先后,各过程的执行顺序应以其功能和内在逻辑确定,而不应对本申请实施例的实施过程构成任何限定。It should be understood that the size of the sequence number of each step in the foregoing embodiment does not mean the order of execution. The execution sequence of each process should be determined by its function and internal logic, and should not constitute any limitation on the implementation process of the embodiment of the present application.
如图5所示,本申请另一实施例提供的台风影响范围的评估方法,其与上一实施例的区别在于,还包括下述步骤。As shown in FIG. 5, the method for evaluating the impact range of a typhoon provided by another embodiment of the present application differs from the previous embodiment in that it further includes the following steps.
步骤S301:获取各时刻台风的位置和台风移动方向。Step S301: Obtain the position of the typhoon and the moving direction of the typhoon at each time.
在一种可能的实现方式中,根据各时刻台风的位置即可计算出所述台风移动方向。具体地,根据公式
Figure PCTCN2019114301-appb-000005
计算出所述台风移动方向,其中,D PB表示前一时刻台风的位置P和此时台风的位置B之间的空间距离,D BC表示此时的台风位置B与下一时刻的台风位置C之间的空间距离,
Figure PCTCN2019114301-appb-000006
表示台风从位置A移动到B的方位角,
Figure PCTCN2019114301-appb-000007
表示台风从位置B移动到C的方位角,T a表示台风移动方向。
In a possible implementation manner, the moving direction of the typhoon can be calculated according to the position of the typhoon at each time. Specifically, according to the formula
Figure PCTCN2019114301-appb-000005
Calculate the movement direction of the typhoon, where D PB represents the spatial distance between the typhoon position P at the previous moment and the typhoon position B at this time, and D BC represents the typhoon position B at this time and the typhoon position C at the next moment. The spatial distance between
Figure PCTCN2019114301-appb-000006
Indicates the azimuth of the typhoon moving from position A to B,
Figure PCTCN2019114301-appb-000007
Represents a typhoon from position B to C azimuth, T a represents the direction of movement of the typhoon.
步骤S302:以当前时刻的台风位置为坐标原点、以所述台风移动方向为y轴正方向重新建立坐标系。Step S302: Re-establish a coordinate system with the typhoon position at the current moment as the coordinate origin and the typhoon movement direction as the positive direction of the y-axis.
步骤S303:在重新建立的坐标系中计算出台风移动后台风引发的各等级大风的影响范围的边界曲线。Step S303: Calculate the boundary curve of the influence range of each level of gale caused by the moving background wind of the typhoon in the newly established coordinate system.
具体的,在新建立的坐标系中,按照步骤S103-步骤S106的方法,重新拟合出台风移动后台风引发的各等级大风的影响范围的边界曲线。Specifically, in the newly established coordinate system, according to the method of step S103 to step S106, the boundary curve of the influence range of each level of gale caused by the moving background wind of the typhoon is refitted.
在一种可能的实现方式中,将台风引发的各等级大风的影响范围对应的半 径、海岸线位置、台风登陆位置、观测站点位置、观测站点风速、台风移动方向进行统计,建立台风评价数据库。在一种可能的实现方式中,台风评价数据库中还可以包括时间、观测站点代号、台风名称、台风强度、台风移动速度等信息。In a possible implementation method, the radius, coastline location, typhoon landing location, observation site location, observation site wind speed, and typhoon movement direction corresponding to the impact range of various levels of gales caused by typhoons are calculated to establish a typhoon evaluation database. In a possible implementation manner, the typhoon evaluation database may also include information such as time, observation site code, typhoon name, typhoon intensity, and typhoon movement speed.
其中,台风移动速度可以通过公式
Figure PCTCN2019114301-appb-000008
计算,其中,D PB表示前一时刻台风的位置P和此时台风的位置B之间的空间距离,D BC表示此时的台风位置B与下一时刻的台风位置C之间的空间距离,T代表台风从P位置移动到C位置所用的总时间。
Among them, the speed of the typhoon can be determined by the formula
Figure PCTCN2019114301-appb-000008
Calculation, where D PB represents the spatial distance between the position P of the typhoon at the previous moment and the position B of the typhoon at this time, and D BC represents the spatial distance between the typhoon position B at this time and the typhoon position C at the next moment. T represents the total time taken by the typhoon to move from position P to position C.
上述实施例中,以当前时刻的台风位置为坐标原点、以台风移动方向为y轴正方向重新建立坐标系;在重新建立的坐标系中计算出台风移动后台风引发的各等级大风的影响范围的边界曲线,从而可以统计出各时刻台风引发的各等级大风的影响范围,从而为台风移动过程中的预测提供参考。In the above embodiment, the coordinate system is re-established with the typhoon position at the current moment as the coordinate origin and the typhoon movement direction as the positive direction of the y-axis; in the re-established coordinate system, the influence range of each level of gale caused by the typhoon movement background wind is calculated The boundary curve of the typhoon can be used to calculate the influence range of the typhoon at each time of the strong wind of each level, so as to provide a reference for the prediction of the typhoon movement.
本申请实施例还提供了一种台风影响范围评估装置,为便于说明,仅示出与本申请相关的部分,如图6所示,台风影响范围评估装置包括:The embodiment of the application also provides a typhoon impact area assessment device. For ease of description, only the parts related to this application are shown. As shown in Figure 6, the typhoon impact area assessment device includes:
获取模块10,用于获取海岸线位置、台风登陆位置、预设数量的观测站点的位置以及与各观测站点的位置一一对应的观测站点的风速;The obtaining module 10 is used to obtain the position of the coastline, the landing position of the typhoon, the positions of a preset number of observation sites, and the wind speed of the observation sites corresponding to the positions of each observation site one-to-one;
坐标建立模块20,用于以所述台风登陆位置为坐标原点建立坐标系,其中,所述坐标系的x轴以海岸线位置为基准,位于所述x轴上的观测站点满足预设条件,所述坐标系的y轴垂直于所述x轴;The coordinate establishing module 20 is used to establish a coordinate system with the typhoon landing position as the origin of the coordinate, wherein the x-axis of the coordinate system is based on the position of the coastline, and the observation station on the x-axis meets the preset conditions, so The y-axis of the coordinate system is perpendicular to the x-axis;
区域划分模块30,用于将所述坐标系按照预设划分规则划分为若干区域;The area division module 30 is configured to divide the coordinate system into a number of areas according to preset division rules;
等级划分模块40,用于按照所述观测站点的风速将各观测站点划分为若干等级;The class division module 40 is used to classify each observation site into several classes according to the wind speed of the observation site;
计算模块50,用于统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点;The calculation module 50 is used to count the observation sites of each level in each area, select the farthest site with main influence from the observation sites of each level in each area according to preset selection rules, and calculate the main influence The farthest site is the fitting site of the corresponding level in the corresponding area;
拟合模块60,用于根据所述拟合站点的位置拟合出台风引发的各等级大风 的影响范围的边界曲线。The fitting module 60 is used to fit the boundary curve of the influence range of each level of gale caused by the typhoon according to the location of the fitting station.
在一种可能的实现方式中,所述区域划分模块具体用于:In a possible implementation manner, the area division module is specifically configured to:
将所述坐标系划分为若干扇形区域,和/或将所述坐标系划分为若干方形区域。The coordinate system is divided into several fan-shaped areas, and/or the coordinate system is divided into several square areas.
在一种可能的实现方式中,所述区域划分模块还具体用于:In a possible implementation manner, the area division module is also specifically configured to:
将所述坐标系的y轴正方向区域均匀划分为若干以所述坐标原点为圆心的扇形区域。The area in the positive direction of the y-axis of the coordinate system is evenly divided into a number of fan-shaped areas with the coordinate origin as the center.
在一种可能的实现方式中,所述计算模块具体用于:In a possible implementation manner, the calculation module is specifically configured to:
将满足公式
Figure PCTCN2019114301-appb-000009
的R i作为主要影响的最远站点与坐标原点之间的距离,其中,N表示其中一个区域内一个等级的观测站点的数量,i表示将所述一个区域内一个等级的观测站点按照距离坐标原点的距离进行升序排序后的观测站点的次序值,R i表示第i个观测站点与坐标原点之间的距离,max表示取最大值运算。
Will satisfy the formula
Figure PCTCN2019114301-appb-000009
R i is the distance between the farthest site that is mainly affected and the origin of the coordinate, where N represents the number of observation sites of one level in one of the areas, and i represents the distance coordinates of the observation sites of one level in the area The distance of the origin is the order value of the observation site after sorting in ascending order. R i represents the distance between the i-th observation site and the origin of the coordinate, and max represents the maximum value operation.
在一种可能的实现方式中,所述区域划分模块还具体用于:In a possible implementation manner, the area division module is also specifically configured to:
以所述坐标原点为中心,沿y轴正方向,在x轴上等间距将所述坐标系划分为若干平行于y轴的区域。The coordinate system is divided into a number of regions parallel to the y axis at equal intervals on the x axis along the positive direction of the y axis with the coordinate origin as the center.
在一种可能的实现方式中,所述计算模块具体用于:In a possible implementation manner, the calculation module is specifically configured to:
将每个区域内每个等级的观测站点按照距离x轴的距离升序排列,将排序为预设值的观测站点作为主要影响的最远站点。The observation sites of each level in each area are arranged in ascending order of distance from the x-axis, and the observation sites ranked as the preset value are regarded as the farthest sites that are mainly affected.
在一种可能的实现方式中,所述拟合模块具体用于:In a possible implementation manner, the fitting module is specifically used for:
建立每个等级的多项式函数
Figure PCTCN2019114301-appb-000010
其中,x表示拟合站点距离y轴的距离,x j表示x的j次幂,a j表示多项式函数的系数,y(x,a)表示根据a j和x j计算出的值;
Create a polynomial function for each level
Figure PCTCN2019114301-appb-000010
Among them, x represents the distance of the fitting site from the y axis, x j represents the j power of x, a j represents the coefficient of the polynomial function, and y(x,a) represents the value calculated from a j and x j;
建立损失函数
Figure PCTCN2019114301-appb-000011
其中,x n表示第n个区域的拟合站点距离y轴的距离,y(x n,a)表示将x n代入所述多项式函数中计算出的 值,y n表示与x n对应的观测站点距离x轴的距离;根据所述损失函数优化所述多项式函数的系数;根据优化后的多项式函数的系数生成优化后的多项式函数,所述优化后的多项式函数对应的曲线即为台风引发的对应等级的大风的影响范围的边界曲线。
Build a loss function
Figure PCTCN2019114301-appb-000011
Among them, x n represents the distance of the fitting site of the n-th area from the y axis, y(x n ,a) represents the value calculated by substituting x n into the polynomial function, and y n represents the observation corresponding to x n The distance between the station and the x-axis; optimize the coefficients of the polynomial function according to the loss function; generate the optimized polynomial function according to the coefficients of the optimized polynomial function, and the curve corresponding to the optimized polynomial function is caused by the typhoon The boundary curve of the influence range of the corresponding level of gale.
在一种可能的实现方式中,所述拟合模块还具体用于:In a possible implementation manner, the fitting module is also specifically used for:
根据公式A=(X TX+λE m+1) -1X TY计算多项式函数的系数,其中, Calculate the coefficients of the polynomial function according to the formula A=(X T X+λE m+1 ) -1 X T Y, where,
Figure PCTCN2019114301-appb-000012
X T为X的转置矩阵,Y为X中各观测站点对应的观测站点距离x轴的距离组成的矩阵,λE m+1为正则项。
Figure PCTCN2019114301-appb-000012
X T is the transposition matrix of X, Y is the matrix composed of the distances of the observation sites corresponding to each observation site in X from the x axis, and λE m+1 is the regular term.
在一种可能的实现方式中,所述计算模块还用于:In a possible implementation manner, the calculation module is also used to:
去除海拔大于预设高度的观测站点。Observing sites whose altitude is greater than the preset altitude are removed.
在一种可能的实现方式中,所述装置还包括:In a possible implementation manner, the device further includes:
移动模块,用于获取各时刻台风的位置和台风移动方向;The mobile module is used to obtain the position of the typhoon and the moving direction of the typhoon at each time;
以当前时刻的台风位置为坐标原点、以所述台风移动方向为y轴正方向重新建立坐标系;Re-establish a coordinate system with the typhoon position at the current moment as the origin of the coordinates and the movement direction of the typhoon as the positive direction of the y-axis;
在重新建立的坐标系中计算出台风移动后台风引发的各等级大风的影响范围的边界曲线。In the re-established coordinate system, the boundary curve of the influence range of each level of gale caused by the moving background wind of the typhoon is calculated.
在一种可能的实现方式中,所述移动模块还用于:In a possible implementation manner, the mobile module is also used to:
根据所述各时刻台风的位置计算出所述台风移动方向。The movement direction of the typhoon is calculated according to the position of the typhoon at each time.
在一种可能的实现方式中,所述移动模块具体用于:In a possible implementation manner, the mobile module is specifically configured to:
根据公式
Figure PCTCN2019114301-appb-000013
计算出所述台风移动方向,其中,D PB表示前一时刻台风的位置P和此时台风的位置B之间的空间距离,D BC表示此时的台风位置B与下一时刻的台风位置C之间的空间距离,
Figure PCTCN2019114301-appb-000014
表示台风从位置P移动到B的方位角,
Figure PCTCN2019114301-appb-000015
表示台风从位置B移动到C的方位角,T a表示台风移动方向。
According to the formula
Figure PCTCN2019114301-appb-000013
Calculate the movement direction of the typhoon, where D PB represents the spatial distance between the typhoon position P at the previous moment and the typhoon position B at this time, and D BC represents the typhoon position B at this time and the typhoon position C at the next moment. The spatial distance between
Figure PCTCN2019114301-appb-000014
Indicates the azimuth of the typhoon moving from position P to B,
Figure PCTCN2019114301-appb-000015
Represents a typhoon from position B to C azimuth, T a represents the direction of movement of the typhoon.
需要说明的是,上述装置/单元之间的信息交互、执行过程等内容,由于与 本申请方法实施例基于同一构思,其具体功能及带来的技术效果,具体可参见方法实施例部分,此处不再赘述。It should be noted that the information interaction and execution process between the above-mentioned devices/units are based on the same concept as the method embodiment of this application, and its specific functions and technical effects can be found in the method embodiment section. I won't repeat it here.
所属领域的技术人员可以清楚地了解到,为了描述的方便和简洁,仅以上述各功能单元、模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能单元、模块完成,即将所述装置的内部结构划分成不同的功能单元或模块,以完成以上描述的全部或者部分功能。实施例中的各功能单元、模块可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中,上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。另外,各功能单元、模块的具体名称也只是为了便于相互区分,并不用于限制本申请的保护范围。上述系统中单元、模块的具体工作过程,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 conciseness of description, only the division of the above functional units and modules is used as an example. In practical applications, the above functions can be allocated to different functional units and modules as needed. Module completion, that is, the internal structure of the device is divided into different functional units or modules to complete all or part of the functions described above. The functional units and modules in the embodiments can be integrated into one processing unit, or each unit can exist alone physically, or two or more units can be integrated into one unit. The above-mentioned integrated units can be hardware-based Formal realization can also be realized in the form of software functional units. In addition, the specific names of the functional units and modules are only used to facilitate distinguishing each other, and are not used to limit the protection scope of the present application. For the specific working process of the units and modules in the foregoing system, reference may be made to the corresponding process in the foregoing method embodiment, which will not be repeated here.
图7是本申请实施例提供的终端设备的示意图。如图7所示,该实施例的终端设备包括:处理器11、存储器12以及存储在所述存储器12中并可在所述处理器11上运行的计算机程序13。所述处理器11执行所述计算机程序13时实现上述台风影响范围评估方法实施例中的步骤,例如图1所示的步骤S101至S106。或者,所述处理器11执行所述计算机程序13时实现上述各装置实施例中各模块/单元的功能,例如图6所示模块10至60的功能。Fig. 7 is a schematic diagram of a terminal device provided by an embodiment of the present application. As shown in FIG. 7, the terminal device of this embodiment includes a processor 11, a memory 12, and a computer program 13 stored in the memory 12 and running on the processor 11. When the processor 11 executes the computer program 13, the steps in the above-mentioned embodiment of the method for evaluating the impact range of a typhoon are implemented, for example, steps S101 to S106 shown in FIG. 1. Alternatively, when the processor 11 executes the computer program 13, the functions of the modules/units in the foregoing device embodiments, for example, the functions of the modules 10 to 60 shown in FIG. 6 are realized.
示例性的,所述计算机程序13可以被分割成一个或多个模块/单元,所述一个或者多个模块/单元被存储在所述存储器12中,并由所述处理器11执行,以完成本申请。所述一个或多个模块/单元可以是能够完成特定功能的一系列计算机程序指令段,该指令段用于描述所述计算机程序13在所述终端设备中的执行过程。Exemplarily, the computer program 13 may be divided into one or more modules/units, and the one or more modules/units are stored in the memory 12 and executed by the processor 11 to complete This application. The one or more modules/units may be a series of computer program instruction segments capable of completing specific functions, and the instruction segments are used to describe the execution process of the computer program 13 in the terminal device.
所述处理器11可以是中央处理单元(Central Processing Unit,CPU),还可以是其他通用处理器、数字信号处理器(Digital Signal Processor,DSP)、专用集成电路(Application Specific Integrated Circuit,ASIC)、现场可编程门阵列 (Field-Programmable Gate Array,FPGA)或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件等。通用处理器可以是微处理器或者该处理器也可以是任何常规的处理器等。The processor 11 may be a central processing unit (Central Processing Unit, CPU), other general-purpose processors, digital signal processors (Digital Signal Processor, DSP), application specific integrated circuits (ASIC), Field-Programmable Gate Array (FPGA) or other programmable logic devices, discrete gates or transistor logic devices, discrete hardware components, etc. The general-purpose processor may be a microprocessor or the processor may also be any conventional processor or the like.
所述存储器12可以是所述终端设备的内部存储单元,例如终端设备的硬盘或内存。所述存储器12也可以是所述终端设备的外部存储设备,例如所述终端设备上配备的插接式硬盘,智能存储卡(Smart Media Card,SMC),安全数字(Secure Digital,SD)卡,闪存卡(Flash Card)等。进一步地,所述存储器12还可以既包括所述终端设备的内部存储单元也包括外部存储设备。所述存储器12用于存储所述计算机程序以及所述终端设备所需的其他程序和数据。所述存储器12还可以用于暂时地存储已经输出或者将要输出的数据。The memory 12 may be an internal storage unit of the terminal device, such as a hard disk or memory of the terminal device. The memory 12 may also be an external storage device of the terminal device, such as a plug-in hard disk equipped on the terminal device, a smart memory card (Smart Media Card, SMC), or a Secure Digital (SD) card, Flash Card, etc. Further, the memory 12 may also include both an internal storage unit of the terminal device and an external storage device. The memory 12 is used to store the computer program and other programs and data required by the terminal device. The memory 12 can also be used to temporarily store data that has been output or will be output.
本领域技术人员可以理解,图5仅仅是终端设备的示例,并不构成对终端设备的限定,可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件,例如终端设备还可以包括输入输出设备、网络接入设备、总线等。Those skilled in the art can understand that FIG. 5 is only an example of a terminal device, and does not constitute a limitation on the terminal device. It may include more or less components than those shown in the figure, or a combination of certain components, or different components, such as Terminal devices may also include input and output devices, network access devices, buses, and so on.
在上述实施例中,对各个实施例的描述都各有侧重,某个实施例中没有详述或记载的部分,可以参见其它实施例的相关描述。In the above-mentioned embodiments, the description of each embodiment has its own emphasis. For parts that are not described in detail or recorded in an embodiment, reference may be made to related descriptions of other embodiments.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者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。A person of ordinary skill in the art may realize that the units and algorithm steps of the examples described in combination with the embodiments disclosed herein can be implemented by electronic hardware or a combination of computer software and electronic hardware. Whether these functions are performed by hardware or software depends on the specific application and design constraint conditions of the technical solution. Professionals and technicians can use different methods for each specific application to implement the described functions, but such implementation should not be considered beyond the scope of this application.
在本申请所提供的实施例中,应该理解到,所揭露的装置/终端设备和方法,可以通过其它的方式实现。例如,以上所描述的装置/终端设备实施例仅仅是示意性的,例如,所述模块或单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另一点,所显示或讨论的相互之间的耦合或直接耦合或通讯连接可以是通过一些接口,装置或单元的间接耦合或 通讯连接,可以是电性,机械或其它的形式。In the embodiments provided in this application, it should be understood that the disclosed device/terminal device and method may be implemented in other ways. For example, the device/terminal device embodiments described above are merely illustrative. For example, the division of the modules or units is only a logical function division, and there may be other divisions in actual implementation, such as multiple units. Or components can be combined or integrated into another system, or some features can be omitted or not implemented. In addition, the displayed or discussed mutual coupling or direct coupling or communication connection may be indirect coupling or communication connection through some interfaces, devices or units, and may be in electrical, mechanical or other forms.
所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部单元来实现本实施例方案的目的。The units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the objectives of the solutions of the embodiments.
另外,在本申请各个实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中。上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。In addition, the functional units in the various embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units may be integrated into one unit. The above-mentioned integrated unit can be implemented in the form of hardware or software functional unit.
所述集成的模块/单元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,本申请实现上述实施例方法中的全部或部分流程,也可以通过计算机程序来指令相关的硬件来完成,所述的计算机程序可存储于一计算机可读存储介质中,该计算机程序在被处理器执行时,可实现上述各个方法实施例的步骤。其中,所述计算机程序包括计算机程序代码,所述计算机程序代码可以为源代码形式、对象代码形式、可执行文件或某些中间形式等。所述计算机可读介质可以包括:能够携带所述计算机程序代码的任何实体或装置、记录介质、U盘、移动硬盘、磁碟、光盘、计算机存储器、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、电载波信号、电信信号以及软件分发介质等。If the integrated module/unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer readable storage medium. Based on this understanding, the present application implements all or part of the processes in the above-mentioned embodiments and methods, and can also be completed by instructing relevant hardware through a computer program. The computer program can be stored in a computer-readable storage medium. When the program is executed by the processor, it can implement the steps of the foregoing method embodiments. Wherein, the computer program includes computer program code, and the computer program code may be in the form of source code, object code, executable file, or some intermediate forms. The computer-readable medium may include: any entity or device capable of carrying the computer program code, recording medium, U disk, mobile hard disk, magnetic disk, optical disk, computer memory, read-only memory (ROM, Read-Only Memory) , Random Access Memory (RAM, Random Access Memory), electrical carrier signal, telecommunications signal, and software distribution media, etc.
以上所述实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述实施例对本申请进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本申请各实施例技术方案的精神和范围,均应包含在本申请的保护范围之内。The above-mentioned embodiments are only used to illustrate the technical solutions of the present application, not to limit them; although the present application has been described in detail with reference to the foregoing embodiments, a person of ordinary skill in the art should understand that it can still implement the foregoing The technical solutions recorded in the examples are modified, or some of the technical features are equivalently replaced; these modifications or replacements do not cause the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of the application, and should be included in Within the scope of protection of this application.

Claims (20)

  1. 一种台风影响范围评估方法,其特征在于,包括:A method for assessing the scope of typhoon impact, which is characterized in that it includes:
    获取海岸线位置、台风登陆位置、预设数量的观测站点的位置以及与各观测站点的位置一一对应的观测站点的风速;Obtain the coastline location, typhoon landing location, the location of a preset number of observation sites, and the wind speed of the observation sites corresponding to the location of each observation site one-to-one;
    以所述台风登陆位置为坐标原点建立坐标系,其中,所述坐标系的x轴以海岸线位置为基准,位于所述x轴上的观测站点满足预设条件,所述坐标系的y轴垂直于所述x轴;A coordinate system is established with the typhoon landing position as the coordinate origin, wherein the x-axis of the coordinate system is based on the coastline position, the observation station on the x-axis meets a preset condition, and the y-axis of the coordinate system is vertical On the x-axis;
    将所述坐标系按照预设划分规则划分为若干区域;Dividing the coordinate system into a number of areas according to a preset division rule;
    按照所述观测站点的风速将各观测站点划分为若干等级;Divide each observation site into several levels according to the wind speed of the observation site;
    统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点;Count the observation sites of each level in each area, select the farthest site of the main influence from the observation sites of each level in each area according to the preset selection rule, and use the farthest site of the main influence as the corresponding level Fitting stations in the corresponding area;
    根据所述拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线。According to the location of the fitting station, the boundary curve of the influence range of each level of gale caused by the typhoon is fitted.
  2. 如权利要求1所述的台风影响范围评估方法,其特征在于,所述将所述坐标系按照预设划分规则划分为若干区域,具体包括:The method for assessing the typhoon impact area according to claim 1, wherein the dividing the coordinate system into a number of areas according to a preset division rule specifically includes:
    将所述坐标系划分为若干扇形区域,和/或将所述坐标系划分为若干方形区域。The coordinate system is divided into several fan-shaped areas, and/or the coordinate system is divided into several square areas.
  3. 如权利要求2所述的台风影响范围评估方法,其特征在于,所述将所述坐标系划分为若干扇形区域,具体包括:The method for assessing the typhoon impact area according to claim 2, wherein the dividing the coordinate system into several fan-shaped areas specifically includes:
    将所述坐标系的y轴正方向区域均匀划分为若干以所述坐标原点为圆心的扇形区域。The area in the positive direction of the y-axis of the coordinate system is evenly divided into a number of fan-shaped areas with the coordinate origin as the center.
  4. 如权利要求3所述的台风影响范围评估方法,其特征在于,所述按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,具体包括:The method for assessing the typhoon impact area according to claim 3, wherein the selection of the farthest site that is mainly affected from the observation sites of each level in each area according to a preset selection rule includes:
    将满足公式
    Figure PCTCN2019114301-appb-100001
    的R i作为主要影响的最远站点与坐标原点之间的距离,其中,N表示一个区域内一个等级的观测站点的数量,i表示将所述一个区域内一个等级的观测站点按照距离坐标原点的距离进行升序排序后的观测站点的次序值,R i表示第i个观测站点与坐标原点之间的距离,max表示取最大值运算。
    Will satisfy the formula
    Figure PCTCN2019114301-appb-100001
    R i is the distance between the farthest site that is mainly affected and the origin of the coordinate, where N represents the number of observation sites of one level in an area, and i represents the origin of the observation sites of one level in the area according to the distance coordinate origin The order value of the observation site after the distance is sorted in ascending order, R i represents the distance between the i-th observation site and the origin of the coordinate, and max represents the maximum value operation.
  5. 如权利要求2所述的台风影响范围评估方法,其特征在于,所述将所述坐标系划分为若干方形区域,具体包括:The method for assessing the typhoon impact area according to claim 2, wherein the dividing the coordinate system into a plurality of square areas specifically includes:
    以所述坐标原点为中心,沿y轴正方向,在x轴上等间距将所述坐标系划分为若干平行于y轴的区域。The coordinate system is divided into a number of regions parallel to the y axis at equal intervals on the x axis along the positive direction of the y axis with the coordinate origin as the center.
  6. 如权利要求5所述的台风影响范围评估方法,其特征在于,所述按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,具体包括:The method for assessing the typhoon impact area according to claim 5, wherein the selection of the farthest site that is mainly affected from the observation sites of each level in each area according to a preset selection rule includes:
    将每个区域内每个等级的观测站点按照距离x轴的距离升序排列,将排序为预设值的观测站点作为主要影响的最远站点。The observation sites of each level in each area are arranged in ascending order of distance from the x-axis, and the observation sites ranked as the preset value are regarded as the farthest sites that are mainly affected.
  7. 如权利要求1所述的台风影响范围评估方法,其特征在于,所述根据所述拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线,具体包括:The method for evaluating the impact range of a typhoon according to claim 1, wherein the fitting of the boundary curve of the impact range of each level of gale caused by the typhoon according to the location of the fitting site specifically includes:
    建立每个等级的多项式函数
    Figure PCTCN2019114301-appb-100002
    Create a polynomial function for each level
    Figure PCTCN2019114301-appb-100002
    其中,x表示拟合站点距离y轴的距离,x j表示x的j次幂,a j表示多项式函数的系数,y(x,a)表示根据a j和x j计算出的值; Among them, x represents the distance of the fitting site from the y axis, x j represents the j power of x, a j represents the coefficient of the polynomial function, and y(x,a) represents the value calculated from a j and x j;
    建立损失函数
    Figure PCTCN2019114301-appb-100003
    Build a loss function
    Figure PCTCN2019114301-appb-100003
    其中,x n表示第n个区域的拟合站点距离y轴的距离,y(x n,a)表示将x n代入所述多项式函数中计算出的值,y n表示与x n对应的观测站点距离x轴的距离; Among them, x n represents the distance of the fitting site of the n-th area from the y axis, y(x n ,a) represents the value calculated by substituting x n into the polynomial function, and y n represents the observation corresponding to x n The distance between the station and the x-axis;
    根据所述损失函数优化所述多项式函数的系数;Optimizing the coefficients of the polynomial function according to the loss function;
    根据优化后的多项式函数的系数生成优化后的多项式函数,所述优化后的 多项式函数对应的曲线即为台风引发的对应等级的大风的影响范围的边界曲线。The optimized polynomial function is generated according to the coefficients of the optimized polynomial function, and the curve corresponding to the optimized polynomial function is the boundary curve of the influence range of the corresponding level of gale caused by the typhoon.
  8. 如权利要求7所述的台风影响范围评估方法,其特征在于,所述根据所述损失函数优化所述多项式函数的系数,具体包括:8. The method for evaluating the typhoon impact area according to claim 7, wherein the optimization of the coefficients of the polynomial function according to the loss function specifically includes:
    根据公式A=(X TX+λE m+1) -1X TY计算多项式函数的系数,其中, Calculate the coefficients of the polynomial function according to the formula A=(X T X+λE m+1 ) -1 X T Y, where,
    Figure PCTCN2019114301-appb-100004
    X T为X的转置矩阵,Y为X中各观测站点对应的观测站点距离x轴的距离组成的矩阵,λE m+1为正则项。
    Figure PCTCN2019114301-appb-100004
    X T is the transposition matrix of X, Y is the matrix composed of the distances of the observation sites corresponding to each observation site in X from the x axis, and λE m+1 is the regular term.
  9. 如权利要求1所述的台风影响范围评估方法,其特征在于,所述统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点之前,所述方法还包括:The method for assessing the scope of typhoon influence according to claim 1, wherein the statistics of the observation sites of each level in each area are selected from the observation sites of each level in each area according to a preset selection rule. The farthest site of the main influence, using the farthest site of the main influence as the corresponding level before the fitting site of the corresponding area, the method further includes:
    去除海拔大于预设高度的观测站点。Observing sites whose altitude is greater than the preset altitude are removed.
  10. 如权利要求1所述的台风影响范围评估方法,其特征在于,所述根据所述拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线之后,所述方法还包括:The method for assessing the typhoon impact range according to claim 1, wherein after fitting the boundary curve of the impact range of each level of gale caused by the typhoon according to the location of the fitting site, the method further comprises:
    获取各时刻台风的位置和台风移动方向;Obtain the position of the typhoon and the direction of the typhoon at each time;
    以当前时刻的台风位置为坐标原点、以所述台风移动方向为y轴正方向重新建立坐标系;Re-establish a coordinate system with the typhoon position at the current moment as the origin of the coordinates and the movement direction of the typhoon as the positive direction of the y-axis;
    在重新建立的坐标系中计算出台风移动后台风引发的各等级大风的影响范围的边界曲线。In the re-established coordinate system, the boundary curve of the influence range of each level of gale caused by the moving background wind of the typhoon is calculated.
  11. 如权利要求10所述的台风影响范围评估方法,其特征在于,所述方法还包括:The method for assessing the typhoon impact area according to claim 10, wherein the method further comprises:
    根据所述各时刻台风的位置计算出所述台风移动方向。The movement direction of the typhoon is calculated according to the position of the typhoon at each time.
  12. 如权利要求11所述的台风影响范围评估方法,其特征在于,所述根据所述各时刻台风的位置计算出所述台风移动方向,具体包括:The method for assessing the typhoon impact area according to claim 11, wherein the calculating the typhoon movement direction according to the position of the typhoon at each time specifically includes:
    根据公式
    Figure PCTCN2019114301-appb-100005
    计算出所述台风移动方向,
    According to the formula
    Figure PCTCN2019114301-appb-100005
    Calculate the moving direction of the typhoon,
    其中,D PB表示前一时刻台风的位置P和此时台风的位置B之间的空间距离,D BC表示此时的台风位置B与下一时刻的台风位置C之间的空间距离,
    Figure PCTCN2019114301-appb-100006
    表示台风从位置P移动到B的方位角,
    Figure PCTCN2019114301-appb-100007
    表示台风从位置B移动到C的方位角,T a表示台风移动方向。
    Among them, D PB represents the spatial distance between the position P of the typhoon at the previous moment and the position B of the typhoon at this time, and D BC represents the spatial distance between the typhoon position B at this time and the typhoon position C at the next moment.
    Figure PCTCN2019114301-appb-100006
    Indicates the azimuth of the typhoon moving from position P to B,
    Figure PCTCN2019114301-appb-100007
    Represents a typhoon from position B to C azimuth, T a represents the direction of movement of the typhoon.
  13. 一种台风影响范围评估装置,其特征在于,包括:A typhoon impact range assessment device, which is characterized in that it includes:
    获取模块,用于获取海岸线位置、台风登陆位置、预设数量的观测站点的位置以及与各观测站点的位置一一对应的观测站点的风速;The acquisition module is used to acquire the position of the coastline, the landing position of the typhoon, the position of a preset number of observation sites, and the wind speed of the observation site corresponding to the position of each observation site one-to-one;
    坐标建立模块,用于以所述台风登陆位置为坐标原点建立坐标系,其中,所述坐标系的x轴以海岸线位置为基准,位于所述x轴上的观测站点满足预设条件,所述坐标系的y轴垂直于所述x轴;The coordinate establishment module is used to establish a coordinate system with the typhoon landing position as the coordinate origin, wherein the x-axis of the coordinate system is based on the coastline position, and the observation station on the x-axis meets a preset condition, The y-axis of the coordinate system is perpendicular to the x-axis;
    区域划分模块,用于将所述坐标系按照预设划分规则划分为若干区域;An area division module, configured to divide the coordinate system into a number of areas according to preset division rules;
    等级划分模块,用于按照所述观测站点的风速将各观测站点划分为若干等级;The class division module is used to classify each observation site into several classes according to the wind speed of the observation site;
    计算模块,用于统计每个区域内每个等级的观测站点,按照预设选择规则从每个区域内每个等级的观测站点中选择出主要影响的最远站点,将所述主要影响的最远站点作为对应等级在对应区域的拟合站点;The calculation module is used to count the observation sites of each level in each area, select the farthest site of the main influence from the observation sites of each level in each area according to the preset selection rule, and calculate the most affected site of the main influence. The far site is the fitting site of the corresponding level in the corresponding area;
    拟合模块,用于根据所述拟合站点的位置拟合出台风引发的各等级大风的影响范围的边界曲线。The fitting module is used to fit the boundary curve of the influence range of each level of gale caused by the typhoon according to the location of the fitting station.
  14. 如权利要求13所述的台风影响范围评估装置,其特征在于,所述区域划分模块具体用于:The typhoon impact range assessment device according to claim 13, wherein the area division module is specifically used for:
    将所述坐标系划分为若干扇形区域,和/或将所述坐标系划分为若干方形区域。The coordinate system is divided into several fan-shaped areas, and/or the coordinate system is divided into several square areas.
  15. 如权利要求14所述的台风影响范围评估装置,其特征在于,所述区域划分模块还具体用于:The typhoon impact range assessment device according to claim 14, wherein the area division module is further specifically configured to:
    将所述坐标系的y轴正方向区域均匀划分为若干以所述坐标原点为圆心的 扇形区域。The area in the positive direction of the y-axis of the coordinate system is evenly divided into a number of fan-shaped areas with the origin of the coordinate as the center of the circle.
  16. 如权利要求15所述的台风影响范围评估装置,其特征在于,所述计算模块具体用于:将满足公式
    Figure PCTCN2019114301-appb-100008
    的R i作为主要影响的最远站点与坐标原点之间的距离,其中,N表示一个区域内一个等级的观测站点的数量,i表示将所述一个区域内一个等级的观测站点按照距离坐标原点的距离进行升序排序后的观测站点的次序值,R i表示第i个观测站点与坐标原点之间的距离,max表示取最大值运算。
    The typhoon impact range assessment device according to claim 15, wherein the calculation module is specifically configured to: satisfy the formula
    Figure PCTCN2019114301-appb-100008
    R i is the distance between the farthest site that is mainly affected and the origin of the coordinate, where N represents the number of observation sites of one level in an area, and i represents the origin of the observation sites of one level in the area according to the distance coordinate origin The order value of the observation site after the distance is sorted in ascending order, R i represents the distance between the i-th observation site and the origin of the coordinate, and max represents the maximum value operation.
  17. 如权利要求14所述的台风影响范围评估装置,其特征在于,所述区域划分模块还具体用于:The typhoon impact range assessment device according to claim 14, wherein the area division module is further specifically configured to:
    以所述坐标原点为中心,沿y轴正方向,在x轴上等间距将所述坐标系划分为若干平行于y轴的区域。The coordinate system is divided into a number of regions parallel to the y axis at equal intervals on the x axis along the positive direction of the y axis with the coordinate origin as the center.
  18. 如权利要求17所述的台风影响范围评估装置,其特征在于,所述计算模块具体用于:The typhoon impact range assessment device according to claim 17, wherein the calculation module is specifically configured to:
    将每个区域内每个等级的观测站点按照距离x轴的距离升序排列,将排序为预设值的观测站点作为主要影响的最远站点。The observation sites of each level in each area are arranged in ascending order of distance from the x-axis, and the observation sites ranked as the preset value are regarded as the farthest sites that are mainly affected.
  19. 一种终端设备,包括存储器、处理器以及存储在所述存储器中并可在所述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计算机程序时实现如权利要求1至12任一项所述方法的步骤。A terminal device, comprising a memory, a processor, and a computer program stored in the memory and running on the processor, wherein the processor executes the computer program as claimed in claims 1 to 12. Steps of any one of the methods.
  20. 一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,其特征在于,所述计算机程序被处理器执行时实现如权利要求1至12任一项所述方法的步骤。A computer-readable storage medium storing a computer program, wherein the computer program implements the steps of the method according to any one of claims 1 to 12 when the computer program is executed by a processor.
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Publication number Priority date Publication date Assignee Title
US20080103695A1 (en) * 2006-10-27 2008-05-01 Jonathan Merrill Whiting Navigational aid system for fishermen
CN102156308A (en) * 2011-03-09 2011-08-17 南京恩瑞特实业有限公司 Method for discriminating typhoon path
CN103544379A (en) * 2013-09-30 2014-01-29 福建四创软件有限公司 Typhoon landing similarity analytical method based on GIS
CN104200082A (en) * 2014-08-22 2014-12-10 清华大学 Typhoon landing prediction method

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080103695A1 (en) * 2006-10-27 2008-05-01 Jonathan Merrill Whiting Navigational aid system for fishermen
CN102156308A (en) * 2011-03-09 2011-08-17 南京恩瑞特实业有限公司 Method for discriminating typhoon path
CN103544379A (en) * 2013-09-30 2014-01-29 福建四创软件有限公司 Typhoon landing similarity analytical method based on GIS
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