CN116777419A - Line icing monitoring method, system, terminal and storage medium - Google Patents

Line icing monitoring method, system, terminal and storage medium Download PDF

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Publication number
CN116777419A
CN116777419A CN202310602711.5A CN202310602711A CN116777419A CN 116777419 A CN116777419 A CN 116777419A CN 202310602711 A CN202310602711 A CN 202310602711A CN 116777419 A CN116777419 A CN 116777419A
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data
ice
weight change
icing
thickness
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王冠亮
季伟擎
王国维
董波
韩浩
王栋
田兴华
张增智
张东光
王志国
孙志波
孙轶男
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State Grid Shandong Electric Power Company Shouguang Power Supply Co
Weifang Power Supply Co of State Grid Shandong Electric Power Co Ltd
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State Grid Shandong Electric Power Company Shouguang Power Supply Co
Weifang Power Supply Co of State Grid Shandong Electric Power Co Ltd
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Abstract

The invention belongs to the technical field of power maintenance, and particularly provides a line icing monitoring method, a system, a terminal and a storage medium, wherein the method comprises the following steps: acquiring weight change data from a sampling device provided to a target line; acquiring environment data of a target line, comparing the environment data with a threshold value, and judging the effectiveness of the weight change data based on the threshold value comparison result; if the weight change data are valid, calculating the ice coating thickness based on the weight change data, the ice density and the sampling area of the sampling device; confirming that the ice coating thickness reaches a set alarm threshold value, and collecting weather forecast data of an area where a target line is located; and estimating the ice coating thickness based on the weather forecast data and a corresponding function of the pre-stored weather data and the ice coating thickness, and outputting the estimated ice coating thickness as an early warning value. According to the method, the monitoring precision of the icing thickness is greatly improved, meanwhile, a neural network model is not required to be operated, the calculated amount is reduced, and the data processing speed is improved.

Description

线路覆冰监测方法、系统、终端及存储介质Line icing monitoring method, system, terminal and storage medium

技术领域Technical field

本发明属于电力维护技术领域,具体涉及一种线路覆冰监测方法、系统、终端及存储介质。The invention belongs to the technical field of electric power maintenance, and specifically relates to a line icing monitoring method, system, terminal and storage medium.

背景技术Background technique

输电线路的覆冰是指在气温低于零下五度的降雨或降雪天气,在输电线路的导线、避雷线、绝缘子串等处由于水滴凝结而生成一层结实且紧密的透明或半透明状冰层的现象。当冰层重量超过输电线路的设计荷重时,可能引发导线或避雷线断裂,损坏金具和绝缘子,严重情况下甚至会引发倒杆事故。随着电力系统的高速发展,输电线路在各地区的覆盖分布愈加密集,输电线路的覆冰给电网带来的危害与损失也愈发严重,因此能够有效地对输电线路进行覆冰监测,进而进行预防或提供可靠的除冰方案就显得尤为重要。Ice coating of transmission lines refers to the formation of a strong and dense layer of transparent or translucent ice due to the condensation of water droplets on the conductors, lightning protection wires, insulator strings, etc. layer phenomenon. When the weight of the ice layer exceeds the design load of the transmission line, it may cause wires or lightning protection wires to break, damage hardware and insulators, and even cause pole-falling accidents in serious cases. With the rapid development of the power system, transmission lines are more and more densely covered in various regions, and the harm and losses caused by ice coating on transmission lines to the power grid are becoming more and more serious. Therefore, ice coating monitoring of transmission lines can be effectively carried out, and then It is particularly important to prevent or provide reliable de-icing solutions.

现有的线路覆冰监测方法大多是利用神经网络模型基于气象数据进行覆冰厚度估算。这种方式的输入因素比较单一,且由于气象数据属于预测数据,是区域平均数据,因此气象数据与线路的环境数据存在差异,这种方式得到的覆冰厚度与实际覆冰厚度差别很大。Most of the existing line icing monitoring methods use neural network models to estimate ice thickness based on meteorological data. The input factors of this method are relatively single, and because the meteorological data are prediction data and are regional average data, there are differences between the meteorological data and the environmental data of the line. The ice thickness obtained by this method is very different from the actual ice thickness.

因此如何提升输电线路的覆冰厚度监测精度以及生成预警的实时性是需要解决的技术问题。Therefore, how to improve the accuracy of monitoring the ice thickness of transmission lines and the real-time nature of generating early warnings are technical issues that need to be solved.

发明内容Contents of the invention

针对现有技术的上述不足,本发明提供一种线路覆冰监测方法、系统、终端及存储介质,以解决现有技术存在的覆冰厚度监测精度差且无法进行预警的技术问题。In view of the above-mentioned deficiencies of the prior art, the present invention provides a line icing monitoring method, system, terminal and storage medium to solve the technical problems in the prior art of poor ice thickness monitoring accuracy and inability to provide early warning.

第一方面,本发明提供一种线路覆冰监测方法,包括:In a first aspect, the present invention provides a line icing monitoring method, including:

从设置于目标线路的采样装置获取重量变化数据;Obtain weight change data from the sampling device installed on the target line;

获取目标线路的环境数据并对所述环境数据进行阈值比对,基于阈值比对结果对重量变化数据的有效性进行判断;Obtain the environmental data of the target line and perform a threshold comparison on the environmental data, and judge the validity of the weight change data based on the threshold comparison results;

若重量变化数据有效,则基于重量变化数据、冰密度和采样装置的采样面积计算覆冰厚度;If the weight change data is valid, the ice coating thickness is calculated based on the weight change data, ice density and sampling area of the sampling device;

确认所述覆冰厚度达到设定的报警阈值,采集目标线路所在区域的气象预测数据;Confirm that the ice thickness reaches the set alarm threshold, and collect meteorological prediction data for the area where the target line is located;

基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出。The ice coating thickness is estimated based on the corresponding function between the meteorological prediction data and the pre-stored meteorological data and the ice coating thickness, and the estimated ice coating thickness is output as an early warning value.

进一步的,从设置于目标线路的采样装置获取重量变化数据,包括:Further, weight change data is obtained from the sampling device installed on the target line, including:

从所述采样装置获取并保存初始重量值,所述采样装置包括固定架、重量传感器、控制器、通讯模块和采样片,所述采样片与固定架活动链接且所述采样片表面与线路表面的材质一致,所述重量传感器检测采样片重量,所述重量传感器、控制器和通讯模块均固定在所述固定架上,且重量传感器和通讯模块均电连接控制器,控制器电连接电源;Obtain and save the initial weight value from the sampling device. The sampling device includes a fixed frame, a weight sensor, a controller, a communication module and a sampling piece. The sampling piece is movablely linked to the fixed frame and the surface of the sampling piece is connected to the line surface. The material is consistent, the weight sensor detects the weight of the sampling piece, the weight sensor, controller and communication module are all fixed on the fixed frame, and the weight sensor and communication module are both electrically connected to the controller, and the controller is electrically connected to the power supply;

定期从采样装置获取实际重量值,并将实际重量值与初始重量值的差值保存为重量变化数据。The actual weight value is obtained from the sampling device periodically, and the difference between the actual weight value and the initial weight value is saved as weight change data.

进一步的,在从设置于目标线路的采样装置获取重量变化数据之后,所述方法还包括:Further, after obtaining the weight change data from the sampling device arranged on the target line, the method also includes:

判断所述重量变化数据是否达到预设的重量阈值:Determine whether the weight change data reaches the preset weight threshold:

若是,则判定目标线路疑似存在覆冰;If so, it is determined that the target line is suspected to be covered with ice;

若否,则判定目标线路不存在覆冰。If not, it is determined that there is no ice covering on the target line.

进一步的,获取目标线路的环境数据并对所述环境数据进行阈值比对,基于阈值比对结果对重量变化数据的有效性进行判断,包括:Further, obtain the environmental data of the target line and perform a threshold comparison on the environmental data, and judge the validity of the weight change data based on the threshold comparison results, including:

从设置于目标线路的环境检测传感器获取环境数据,所述环境数据包括温度、湿度、风速、风向和气压;Obtain environmental data from an environment detection sensor installed on the target line, where the environmental data includes temperature, humidity, wind speed, wind direction and air pressure;

判断环境数据是否达到预设的各项环境阈值:Determine whether the environmental data reaches the preset environmental thresholds:

若是,则判定存在结冰条件,所述重量变化数据有效;If so, it is determined that icing conditions exist and the weight change data is valid;

若否,则判定不存在结冰条件,所述重量变化数据无效。If not, it is determined that there is no icing condition and the weight change data is invalid.

进一步的,若重量变化数据有效,则基于重量变化数据、冰密度和采样装置的采样面积计算覆冰厚度,包括:Further, if the weight change data is valid, the ice coating thickness is calculated based on the weight change data, ice density and sampling area of the sampling device, including:

计算重量变化数据与冰密度的商值,得到冰体积;Calculate the quotient of weight change data and ice density to obtain ice volume;

计算冰体积与所述采样面积的商值,得到理论冰厚度;Calculate the quotient of the ice volume and the sampling area to obtain the theoretical ice thickness;

利用基于历史数据拟合的换算函数将理论冰厚度换算为覆冰厚度。The theoretical ice thickness is converted into ice coating thickness using a conversion function based on historical data fitting.

进一步的,基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出,包括:Further, the ice coating thickness is estimated based on the corresponding function between the meteorological prediction data and the pre-stored meteorological data and the ice coating thickness, and the estimated ice coating thickness is output as an early warning value, including:

获取历史气象数据与对应的覆冰厚度,为历史气象数据划分等级,并为每种等级匹配最大覆冰厚度,基于气象数据等级与最大覆冰厚度的对应关系生成分段函数;Obtain the historical meteorological data and the corresponding ice coating thickness, classify the historical meteorological data into grades, match the maximum ice coating thickness for each grade, and generate a piecewise function based on the corresponding relationship between the meteorological data grade and the maximum ice coating thickness;

将所述气象预测数据输入所述分段函数,得到覆冰厚度预测值,并将覆冰厚度预测值作为预警值显示输出。The meteorological prediction data is input into the piecewise function to obtain an ice coating thickness prediction value, and the ice coating thickness prediction value is displayed and output as an early warning value.

进一步的,在基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出之后,所述方法还包括:Further, after estimating the ice coating thickness based on the corresponding function between the meteorological prediction data and the pre-stored meteorological data and the ice coating thickness, and outputting the estimated ice coating thickness as an early warning value, the method also includes:

若所述预警值达到预设的预警阈值,则生成紧急维护任务,并将所述紧急维护任务优先发送至维护管理终端;If the early warning value reaches the preset early warning threshold, an emergency maintenance task is generated, and the emergency maintenance task is sent to the maintenance management terminal with priority;

接收维护管理终端上传的实际覆冰厚度,基于实际覆冰厚度对所述换算函数进行修正。Receive the actual ice coating thickness uploaded by the maintenance management terminal, and correct the conversion function based on the actual ice coating thickness.

第二方面,本发明提供一种线路覆冰监测系统,包括:In a second aspect, the present invention provides a line icing monitoring system, including:

第一获取模块,用于从设置于目标线路的采样装置获取重量变化数据;The first acquisition module is used to acquire weight change data from the sampling device provided on the target line;

第二获取模块,用于获取目标线路的环境数据并对所述环境数据进行阈值比对,基于阈值比对结果对重量变化数据的有效性进行判断;The second acquisition module is used to acquire the environmental data of the target line and perform a threshold comparison on the environmental data, and judge the validity of the weight change data based on the threshold comparison results;

数据处理模块,用于若重量变化数据有效,则基于重量变化数据、冰密度和采样装置的采样面积计算覆冰厚度;A data processing module used to calculate the ice coating thickness based on the weight change data, ice density and the sampling area of the sampling device if the weight change data is valid;

第三获取模块,用于确认所述覆冰厚度达到设定的报警阈值,采集目标线路所在区域的气象预测数据;The third acquisition module is used to confirm that the ice thickness reaches the set alarm threshold and collect meteorological prediction data in the area where the target line is located;

覆冰预测模块,用于基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出。The ice coating prediction module is used to estimate the ice coating thickness based on the corresponding function of the meteorological prediction data and the pre-stored meteorological data and the ice coating thickness, and output the estimated ice coating thickness as an early warning value.

第三方面,提供一种终端,包括:In the third aspect, a terminal is provided, including:

处理器、存储器,其中,processor, memory, where,

该存储器用于存储计算机程序,This memory is used to store computer programs,

该处理器用于从存储器中调用并运行该计算机程序,使得终端执行上述的终端的方法。The processor is used to call and run the computer program from the memory, so that the terminal executes the above terminal method.

第四方面,提供了一种计算机存储介质,所述计算机可读存储介质中存储有指令,当其在计算机上运行时,使得计算机执行上述各方面所述的方法。In a fourth aspect, a computer storage medium is provided. The computer-readable storage medium stores instructions, which when run on a computer, cause the computer to perform the methods described in the above aspects.

本发明的有益效果在于,The beneficial effects of the present invention are:

本发明提供的线路覆冰监测方法、系统、终端及存储介质,引入了重量采样,基于采样数据和实际采集的环境数据进行覆冰监测,大大提升了覆冰厚度的监测精度,同时无需运行神经网络模型,降低了计算量,提升了数据处理速度。The method, system, terminal and storage medium for line icing monitoring provided by the present invention introduce weight sampling and perform icing monitoring based on sampling data and actual collected environmental data, which greatly improves the monitoring accuracy of icing thickness and eliminates the need to run a neural network. The network model reduces the amount of calculation and improves the data processing speed.

此外,本发明设计原理可靠,结构简单,具有非常广泛的应用前景。In addition, the design principle of the invention is reliable, the structure is simple, and it has very broad application prospects.

附图说明Description of drawings

为了更清楚地说明本发明实施例或现有技术中的技术方案,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,显而易见地,对于本领域普通技术人员而言,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings needed to be used in the description of the embodiments or the prior art will be briefly introduced below. Obviously, for those of ordinary skill in the art, It is said that other drawings can also be obtained based on these drawings without exerting creative work.

图1是本发明一个实施例的方法的示意性流程图。Figure 1 is a schematic flow chart of a method according to an embodiment of the present invention.

图2是本发明一个实施例的系统的示意性框图。Figure 2 is a schematic block diagram of a system according to an embodiment of the present invention.

图3为本发明实施例提供的一种终端的结构示意图。Figure 3 is a schematic structural diagram of a terminal provided by an embodiment of the present invention.

具体实施方式Detailed ways

为了使本技术领域的人员更好地理解本发明中的技术方案,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做出创造性劳动前提下所获得的所有其他实施例,都应当属于本发明保护的范围。In order to enable those skilled in the art to better understand the technical solutions in the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described The embodiments are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts should fall within the scope of protection of the present invention.

除非另有定义,本文所使用的所有的技术和科学术语与属于本发明的技术领域的技术人员通常理解的含义相同。本文中在本发明的说明书中所使用的术语只是为了描述具体的实施例的目的,不是旨在于限制本发明。Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the technical field to which the invention belongs. The terminology used herein in the description of the invention is for the purpose of describing specific embodiments only and is not intended to limit the invention.

本发明实施例提供的线路覆冰监测方法由计算机设备执行,相应地,线路覆冰监测系统运行于计算机设备中。The line icing monitoring method provided by the embodiment of the present invention is executed by computer equipment. Correspondingly, the line icing monitoring system runs in the computer equipment.

图1是本发明一个实施例的方法的示意性流程图。其中,图1执行主体可以为一种线路覆冰监测系统。Figure 1 is a schematic flow chart of a method according to an embodiment of the present invention. Among them, the execution subject in Figure 1 may be a line icing monitoring system.

如图1所示,该方法包括:As shown in Figure 1, the method includes:

步骤110,从设置于目标线路的采样装置获取重量变化数据;Step 110: Obtain weight change data from the sampling device installed on the target line;

步骤120,获取目标线路的环境数据并对所述环境数据进行阈值比对,基于阈值比对结果对重量变化数据的有效性进行判断;Step 120: Obtain the environmental data of the target line and perform a threshold comparison on the environmental data, and judge the validity of the weight change data based on the threshold comparison results;

步骤130,若重量变化数据有效,则基于重量变化数据、冰密度和采样装置的采样面积计算覆冰厚度;Step 130, if the weight change data is valid, calculate the ice coating thickness based on the weight change data, ice density and sampling area of the sampling device;

步骤140,确认所述覆冰厚度达到设定的报警阈值,采集目标线路所在区域的气象预测数据;Step 140, confirm that the ice thickness reaches the set alarm threshold, and collect meteorological prediction data for the area where the target line is located;

步骤150,基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出。Step 150: Estimate the ice coating thickness based on the corresponding function between the meteorological prediction data and the pre-stored meteorological data and the ice coating thickness, and output the estimated ice coating thickness as an early warning value.

该方法依托数据库系统,根据应用现场的实际气象环境,在正式投入生产应用前,预先在不同气象条件下对覆冰采样模块及目标输电线路的覆冰情况进行测试,积累原始实验数据,导入控制中心模块数据库,保证所述输电线路覆冰状态监测方法的准确性。This method relies on a database system and based on the actual meteorological environment of the application site. Before it is officially put into production and application, the icing sampling module and the icing condition of the target transmission line are tested under different meteorological conditions in advance, and the original experimental data is accumulated and introduced into the control The central module database ensures the accuracy of the transmission line icing status monitoring method.

为了便于对本发明的理解,下面以本发明线路覆冰监测方法的原理,结合实施例中对线路覆冰进行监测的过程,对本发明提供的线路覆冰监测方法做进一步的描述。In order to facilitate understanding of the present invention, the line icing monitoring method provided by the present invention will be further described below based on the principle of the line icing monitoring method of the present invention and the process of monitoring line icing in the embodiment.

具体的,所述线路覆冰监测方法包括:Specifically, the line icing monitoring method includes:

S 1、从设置于目标线路的采样装置获取重量变化数据。S 1. Obtain weight change data from the sampling device installed on the target line.

从所述采样装置获取并保存初始重量值,所述采样装置包括固定架、重量传感器、控制器、通讯模块和采样片,所述采样片与固定架活动链接且所述采样片表面与线路表面的材质一致,所述重量传感器检测采样片重量,所述重量传感器、控制器和通讯模块均固定在所述固定架上,且重量传感器和通讯模块均电连接控制器,控制器电连接电源;定期从采样装置获取实际重量值,并将实际重量值与初始重量值的差值保存为重量变化数据。Obtain and save the initial weight value from the sampling device. The sampling device includes a fixed frame, a weight sensor, a controller, a communication module and a sampling piece. The sampling piece is movablely linked to the fixed frame and the surface of the sampling piece is connected to the line surface. The material is consistent, the weight sensor detects the weight of the sampling piece, the weight sensor, controller and communication module are all fixed on the fixed frame, and the weight sensor and communication module are both electrically connected to the controller, and the controller is electrically connected to the power supply; The actual weight value is obtained from the sampling device periodically, and the difference between the actual weight value and the initial weight value is saved as weight change data.

具体的,采样装置为输电线路的缩小型等效替代模型,作为重量传感模块的数据采集对象,有效记录输电线路的覆冰状态。重量传感模块不间断对覆冰采样模块的重量变化数据进行采集,通过数据传输模块发送给控制中心模块。Specifically, the sampling device is a reduced equivalent replacement model of the transmission line, which serves as the data collection object of the weight sensing module and effectively records the ice coating status of the transmission line. The weight sensing module continuously collects the weight change data of the ice sampling module and sends it to the control center module through the data transmission module.

覆冰装置以适当间隔安装于目标输电线路上,其表层采用铝制外壳,与架空输电线路的表层材质相同,以达到相同的覆冰发生率,有效提高覆冰状态监测准确性。The icing device is installed on the target transmission line at appropriate intervals. Its surface is made of aluminum casing, which is the same material as the surface of the overhead transmission line, so as to achieve the same icing occurrence rate and effectively improve the accuracy of icing status monitoring.

在一种实施方式中,为了避免误判,判断所述重量变化数据是否达到预设的重量阈值:若是,则判定目标线路疑似存在覆冰;若否,则判定目标线路不存在覆冰。In one implementation, in order to avoid misjudgment, it is determined whether the weight change data reaches a preset weight threshold: if so, it is determined that the target line is suspected of having ice coating; if not, it is determined that there is no ice coating on the target line.

设置针对重量变化数据的下限阈值,防止因降雨、结霜、风偏等误差因素引发对覆冰情况的误判。当重量变化数据不超过下限阈值时,系统判定其为误差因素影响,控制中心模块不予处理;当重量变化数据超过下限阈值时,控制中心模块立即开展数据处理,根据气象条件,计算判断覆冰厚度。Set a lower threshold for weight change data to prevent misjudgment of icing conditions caused by error factors such as rainfall, frost, and wind deflection. When the weight change data does not exceed the lower threshold, the system determines that it is affected by error factors, and the control center module does not process it; when the weight change data exceeds the lower threshold, the control center module immediately starts data processing, and calculates and judges icing based on meteorological conditions. thickness.

S 2、获取目标线路的环境数据并对所述环境数据进行阈值比对,基于阈值比对结果对重量变化数据的有效性进行判断。S 2. Obtain the environmental data of the target line and perform a threshold comparison on the environmental data, and judge the validity of the weight change data based on the threshold comparison results.

从设置于目标线路的环境检测传感器获取环境数据,所述环境数据包括温度、湿度、风速、风向和气压;判断环境数据是否达到预设的各项环境阈值:若是,则判定存在结冰条件,所述重量变化数据有效;若否,则判定不存在结冰条件,所述重量变化数据无效。Obtain environmental data from the environment detection sensor installed on the target line. The environmental data includes temperature, humidity, wind speed, wind direction and air pressure; determine whether the environmental data reaches the preset environmental thresholds: if so, it is determined that icing conditions exist, The weight change data is valid; if not, it is determined that there is no icing condition and the weight change data is invalid.

具体的,利用温度传感器、湿度传感器、风速传感器、风向传感器和气压传感器不间断对目标输电线路运行环境的温度、湿度、风速、风向、气压等气象数据进行采集,通过数据传输模块发送给控制中心模块。数据传输模块采用5G网络信号进行数据交互,5G网络全称为第五代移动通信网络,其峰值理论传输速度可达20Gbps,合2.5GB每秒,数据传输速度快,信号抗干扰能力强,不易受到雨雪等恶劣气象条件的影响,适用于各种极端运行环境,保证了所述输电线路覆冰状态监测方法的普适性及准确性。Specifically, temperature sensors, humidity sensors, wind speed sensors, wind direction sensors, and air pressure sensors are used to continuously collect meteorological data such as temperature, humidity, wind speed, wind direction, and air pressure in the operating environment of the target transmission line, and send them to the control center through the data transmission module. module. The data transmission module uses 5G network signals for data interaction. 5G network is called the fifth generation mobile communication network. Its peak theoretical transmission speed can reach 20Gbps, which is 2.5GB per second. The data transmission speed is fast, the signal anti-interference ability is strong, and it is not susceptible to The influence of severe weather conditions such as rain and snow is suitable for various extreme operating environments, ensuring the universality and accuracy of the icing status monitoring method of transmission lines.

将各种气象数据进行综合分析,判断线路运行环境是否存在覆冰条件。当判断结果为否时,判定目标输电线路当前无覆冰条件,将接收到的重量变化数据归类为无用数据,不进行处理。当判断结果为是时,再对覆冰采样模块的重量变化数据进行分析。若重量变化数据未超过预设的阈值,则判定目标输电线路虽存在覆冰条件,但尚未出现覆冰。若重量变化数据超过预设的阈值,则判定目标输电线路存在覆冰条件且已出现覆冰。Comprehensive analysis of various meteorological data to determine whether there are icing conditions in the line operating environment. When the judgment result is no, it is determined that the target transmission line currently has no icing conditions, and the received weight change data is classified as useless data and is not processed. When the judgment result is yes, the weight change data of the ice-covered sampling module is analyzed. If the weight change data does not exceed the preset threshold, it is determined that although ice coating conditions exist on the target transmission line, ice coating has not yet occurred. If the weight change data exceeds the preset threshold, it is determined that the target transmission line has icing conditions and icing has occurred.

S 3、若重量变化数据有效,则基于重量变化数据、冰密度和采样装置的采样面积计算覆冰厚度。S 3. If the weight change data is valid, calculate the ice thickness based on the weight change data, ice density and sampling area of the sampling device.

计算重量变化数据与冰密度的商值,得到冰体积;计算冰体积与所述采样面积的商值,得到理论冰厚度;利用基于历史数据拟合的换算函数将理论冰厚度换算为覆冰厚度。Calculate the quotient of weight change data and ice density to obtain ice volume; calculate the quotient of ice volume and the sampling area to obtain theoretical ice thickness; use a conversion function based on historical data fitting to convert theoretical ice thickness to ice coating thickness .

具体的,判定目标输电线路存在覆冰条件且已出现覆冰时,通过所述覆冰采样模块的重量变化数据以及冰的密度计算得到覆冰体积,再通过覆冰体积以及采样片的表面积计算得到当前覆冰采样模块的理论冰厚度,最后通过换算函数将理论冰厚度换算为目标输电线路的覆冰厚度。Specifically, when it is determined that the target transmission line has ice coating conditions and ice coating has occurred, the ice coating volume is calculated through the weight change data of the ice coating sampling module and the density of the ice, and then the ice coating volume and the surface area of the sampling piece are calculated. The theoretical ice thickness of the current ice covering sampling module is obtained, and finally the theoretical ice thickness is converted into the ice covering thickness of the target transmission line through the conversion function.

在历史数据库中存储同时段的重量变化数据和实际覆冰厚度,将基于重量变化数据计算得到的理论冰厚度作为自变量,将实际覆冰厚度作为因变量进行数据拟合,得到换算函数。The weight change data and actual ice coating thickness of the same period are stored in the historical database. The theoretical ice thickness calculated based on the weight change data is used as the independent variable, and the actual ice coating thickness is used as the dependent variable for data fitting to obtain the conversion function.

S4、确认所述覆冰厚度达到设定的报警阈值,采集目标线路所在区域的气象预测数据。S4. Confirm that the ice thickness reaches the set alarm threshold, and collect meteorological prediction data for the area where the target line is located.

预先设置出发报警的厚度阈值,判断覆冰厚度是否达到厚度阈值,若达到厚度阈值则生成目标线路的覆冰报警,并采集目标线路所在区域的气象预测数据,气象预测数据包括温度、湿度、风速等。Set the thickness threshold for the alarm in advance to determine whether the ice thickness reaches the thickness threshold. If it reaches the thickness threshold, an icing alarm for the target line will be generated, and meteorological prediction data for the area where the target line is located will be collected. The meteorological prediction data includes temperature, humidity, and wind speed. wait.

S 5、基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出。S 5. Estimate the ice coating thickness based on the corresponding function between the meteorological prediction data and the pre-stored meteorological data and the ice coating thickness, and output the estimated ice coating thickness as an early warning value.

获取历史气象数据与对应的覆冰厚度,为历史气象数据划分等级,并为每种等级匹配最大覆冰厚度,基于气象数据等级与最大覆冰厚度的对应关系生成分段函数;将所述气象预测数据输入所述分段函数,得到覆冰厚度预测值,并将覆冰厚度预测值作为预警值显示输出。Obtain the historical meteorological data and the corresponding ice coating thickness, classify the historical meteorological data into grades, match the maximum ice coating thickness for each grade, and generate a piecewise function based on the corresponding relationship between the meteorological data grade and the maximum ice coating thickness; The prediction data is input into the segmented function to obtain a prediction value of the ice coating thickness, and the prediction value of the ice coating thickness is displayed and output as an early warning value.

例如,为温度由低到高划分五个等级,为湿度由低到高划分5个等级,为风速划分5个等级。总结历史数据,为每种搭配方案均生成匹配最大覆冰厚度,例如为温度一级、湿度2级、风速4级查找最大覆冰厚度。生成分段函数如下:For example, there are five levels for temperature from low to high, five levels for humidity from low to high, and five levels for wind speed. Summarize the historical data and generate a matching maximum ice coating thickness for each matching scheme, for example, find the maximum ice coating thickness for temperature level one, humidity level 2, and wind speed level 4. The piecewise function is generated as follows:

其中,x表示温度,y为湿度,z为风速,h1表示温度在一级,湿度在一级,风速在一级时的最大覆冰厚度,其它参数同理。Among them, x represents the temperature, y is the humidity, z is the wind speed, h1 represents the maximum ice thickness when the temperature is at level one, the humidity is at level one, and the wind speed is at level one. The other parameters are the same.

为气象预测数据匹配等级,进而生成匹配的最大覆冰厚度,将最大覆冰厚度输出为预警值。Match the level for the weather forecast data, then generate the matching maximum ice thickness, and output the maximum ice thickness as an early warning value.

若预警值达到预设的预警阈值,则生成紧急维护任务,并将所述紧急维护任务优先发送至维护管理终端;若预警值未达到设定的预警阈值,则判定相应报警的紧急程度较低,在处理完高优先级的报警后再进行处理即可。If the early warning value reaches the preset early warning threshold, an emergency maintenance task is generated and the emergency maintenance task is sent to the maintenance management terminal with priority; if the early warning value does not reach the set early warning threshold, the urgency of the corresponding alarm is determined to be low. , just process it after processing high-priority alarms.

接收维护管理终端上传的实际覆冰厚度,基于实际覆冰厚度对所述换算函数进行修正。例如,维护管理终端的维护人员基于维护任务进行实地覆冰检测和处理,得到目标线路的实际覆冰厚度,将实际覆冰厚度和对应的重量变化数据保存至历史数据库。Receive the actual ice coating thickness uploaded by the maintenance management terminal, and correct the conversion function based on the actual ice coating thickness. For example, maintenance personnel at the maintenance management terminal conduct on-site ice detection and processing based on maintenance tasks, obtain the actual ice thickness of the target line, and save the actual ice thickness and corresponding weight change data to the historical database.

如图2所示,该系统200包括:As shown in Figure 2, the system 200 includes:

第一获取模块210,用于从设置于目标线路的采样装置获取重量变化数据;The first acquisition module 210 is used to acquire weight change data from the sampling device provided on the target line;

第二获取模块220,用于获取目标线路的环境数据并对所述环境数据进行阈值比对,基于阈值比对结果对重量变化数据的有效性进行判断;The second acquisition module 220 is used to acquire the environmental data of the target line and perform a threshold comparison on the environmental data, and judge the validity of the weight change data based on the threshold comparison results;

数据处理模块230,用于若重量变化数据有效,则基于重量变化数据、冰密度和采样装置的采样面积计算覆冰厚度;The data processing module 230 is used to calculate the ice coating thickness based on the weight change data, ice density and the sampling area of the sampling device if the weight change data is valid;

第三获取模块240,用于确认所述覆冰厚度达到设定的报警阈值,采集目标线路所在区域的气象预测数据;The third acquisition module 240 is used to confirm that the ice coating thickness reaches the set alarm threshold and collect meteorological prediction data in the area where the target line is located;

覆冰预测模块250,用于基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出。The ice coating prediction module 250 is configured to estimate the ice coating thickness based on the corresponding function of the weather prediction data and pre-stored meteorological data and ice coating thickness, and output the estimated ice coating thickness as an early warning value.

可选地,作为本发明一个实施例,从设置于目标线路的采样装置获取重量变化数据,包括:Optionally, as an embodiment of the present invention, obtaining weight change data from a sampling device provided on the target line includes:

从所述采样装置获取并保存初始重量值,所述采样装置包括固定架、重量传感器、控制器、通讯模块和采样片,所述采样片与固定架活动链接且所述采样片表面与线路表面的材质一致,所述重量传感器检测采样片重量,所述重量传感器、控制器和通讯模块均固定在所述固定架上,且重量传感器和通讯模块均电连接控制器,控制器电连接电源;Obtain and save the initial weight value from the sampling device. The sampling device includes a fixed frame, a weight sensor, a controller, a communication module and a sampling piece. The sampling piece is movablely linked to the fixed frame and the surface of the sampling piece is connected to the line surface. The material is consistent, the weight sensor detects the weight of the sampling piece, the weight sensor, controller and communication module are all fixed on the fixed frame, and the weight sensor and communication module are both electrically connected to the controller, and the controller is electrically connected to the power supply;

定期从采样装置获取实际重量值,并将实际重量值与初始重量值的差值保存为重量变化数据。The actual weight value is obtained from the sampling device periodically, and the difference between the actual weight value and the initial weight value is saved as weight change data.

可选地,作为本发明一个实施例,在从设置于目标线路的采样装置获取重量变化数据之后,所系统还执行:Optionally, as an embodiment of the present invention, after obtaining the weight change data from the sampling device provided on the target line, the system also performs:

判断所述重量变化数据是否达到预设的重量阈值:Determine whether the weight change data reaches the preset weight threshold:

若是,则判定目标线路疑似存在覆冰;If so, it is determined that the target line is suspected to be covered with ice;

若否,则判定目标线路不存在覆冰。If not, it is determined that there is no ice covering on the target line.

可选地,作为本发明一个实施例,获取目标线路的环境数据并对所述环境数据进行阈值比对,基于阈值比对结果对重量变化数据的有效性进行判断,包括:Optionally, as an embodiment of the present invention, obtain the environmental data of the target line and perform a threshold comparison on the environmental data, and judge the validity of the weight change data based on the threshold comparison results, including:

从设置于目标线路的环境检测传感器获取环境数据,所述环境数据包括温度、湿度、风速、风向和气压;Obtain environmental data from an environment detection sensor installed on the target line, where the environmental data includes temperature, humidity, wind speed, wind direction and air pressure;

判断环境数据是否达到预设的各项环境阈值:Determine whether the environmental data reaches the preset environmental thresholds:

若是,则判定存在结冰条件,所述重量变化数据有效;If so, it is determined that icing conditions exist and the weight change data is valid;

若否,则判定不存在结冰条件,所述重量变化数据无效。If not, it is determined that there is no icing condition and the weight change data is invalid.

可选地,作为本发明一个实施例,若重量变化数据有效,则基于重量变化数据、冰密度和采样装置的采样面积计算覆冰厚度,包括:Optionally, as an embodiment of the present invention, if the weight change data is valid, calculate the ice coating thickness based on the weight change data, ice density and sampling area of the sampling device, including:

计算重量变化数据与冰密度的商值,得到冰体积;Calculate the quotient of weight change data and ice density to obtain ice volume;

计算冰体积与所述采样面积的商值,得到理论冰厚度;Calculate the quotient of the ice volume and the sampling area to obtain the theoretical ice thickness;

利用基于历史数据拟合的换算函数将理论冰厚度换算为覆冰厚度。The theoretical ice thickness is converted into ice coating thickness using a conversion function based on historical data fitting.

可选地,作为本发明一个实施例,基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出,包括:Optionally, as an embodiment of the present invention, the ice coating thickness is estimated based on the corresponding function of the meteorological prediction data and pre-stored meteorological data and the ice coating thickness, and the estimated ice coating thickness is output as an early warning value, including:

获取历史气象数据与对应的覆冰厚度,为历史气象数据划分等级,并为每种等级匹配最大覆冰厚度,基于气象数据等级与最大覆冰厚度的对应关系生成分段函数;Obtain the historical meteorological data and the corresponding ice coating thickness, classify the historical meteorological data into grades, match the maximum ice coating thickness for each grade, and generate a piecewise function based on the corresponding relationship between the meteorological data grade and the maximum ice coating thickness;

将所述气象预测数据输入所述分段函数,得到覆冰厚度预测值,并将覆冰厚度预测值作为预警值显示输出。The meteorological prediction data is input into the piecewise function to obtain an ice coating thickness prediction value, and the ice coating thickness prediction value is displayed and output as an early warning value.

可选地,作为本发明一个实施例,在基于所述气象预测数据和预存的气象数据与覆冰厚度的对应函数估算覆冰厚度,并将估算的覆冰厚度作为预警值输出之后,所述系统还执行:Optionally, as an embodiment of the present invention, after estimating the ice coating thickness based on the corresponding function of the meteorological prediction data and pre-stored meteorological data and the ice coating thickness, and outputting the estimated ice coating thickness as an early warning value, the The system also performs:

若所述预警值达到预设的预警阈值,则生成紧急维护任务,并将所述紧急维护任务优先发送至维护管理终端;If the early warning value reaches the preset early warning threshold, an emergency maintenance task is generated, and the emergency maintenance task is sent to the maintenance management terminal with priority;

接收维护管理终端上传的实际覆冰厚度,基于实际覆冰厚度对所述换算函数进行修正。Receive the actual ice coating thickness uploaded by the maintenance management terminal, and correct the conversion function based on the actual ice coating thickness.

图3为本发明实施例提供的一种终端300的结构示意图,该终端300可以用于执行本发明实施例提供的线路覆冰监测方法。FIG. 3 is a schematic structural diagram of a terminal 300 provided by an embodiment of the present invention. The terminal 300 can be used to perform the line icing monitoring method provided by an embodiment of the present invention.

其中,该终端300可以包括:处理器310、存储器320及通信单元330。这些组件通过一条或多条总线进行通信,本领域技术人员可以理解,图中示出的服务器的结构并不构成对本发明的限定,它既可以是总线形结构,也可以是星型结构,还可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件布置。The terminal 300 may include: a processor 310, a memory 320, and a communication unit 330. These components communicate through one or more buses. Those skilled in the art can understand that the structure of the server shown in the figure does not limit the invention. It can be a bus structure, a star structure, or More or fewer components may be included than shown, or certain components may be combined, or may be arranged differently.

其中,该存储器320可以用于存储处理器310的执行指令,存储器320可以由任何类型的易失性或非易失性存储终端或者它们的组合实现,如静态随机存取存储器(SRAM),电可擦除可编程只读存储器(EEPROM),可擦除可编程只读存储器(EPROM),可编程只读存储器(PROM),只读存储器(ROM),磁存储器,快闪存储器,磁盘或光盘。当存储器320中的执行指令由处理器310执行时,使得终端300能够执行以下上述方法实施例中的部分或全部步骤。Among them, the memory 320 can be used to store execution instructions of the processor 310. The memory 320 can be implemented by any type of volatile or non-volatile storage terminals or their combination, such as static random access memory (SRAM), electronic Erasable programmable read-only memory (EEPROM), erasable programmable read-only memory (EPROM), programmable read-only memory (PROM), read-only memory (ROM), magnetic memory, flash memory, magnetic or optical disk . When the execution instructions in the memory 320 are executed by the processor 310, the terminal 300 is enabled to perform some or all of the steps in the following method embodiments.

处理器310为存储终端的控制中心,利用各种接口和线路连接整个电子终端的各个部分,通过运行或执行存储在存储器320内的软件程序和/或模块,以及调用存储在存储器内的数据,以执行电子终端的各种功能和/或处理数据。所述处理器可以由集成电路(Integrated Circuit,简称IC)组成,例如可以由单颗封装的IC所组成,也可以由连接多颗相同功能或不同功能的封装IC而组成。举例来说,处理器310可以仅包括中央处理器(Central Processing Unit,简称CPU)。在本发明实施方式中,CPU可以是单运算核心,也可以包括多运算核心。The processor 310 is the control center of the storage terminal, using various interfaces and lines to connect various parts of the entire electronic terminal, by running or executing software programs and/or modules stored in the memory 320, and calling data stored in the memory, To perform various functions of the electronic terminal and/or process data. The processor may be composed of an integrated circuit (IC for short), for example, it may be composed of a single packaged IC, or it may be composed of multiple packaged ICs connected with the same function or different functions. For example, the processor 310 may only include a central processing unit (Central Processing Unit, CPU for short). In the embodiment of the present invention, the CPU may be a single computing core or may include multiple computing cores.

通信单元330,用于建立通信信道,从而使所述存储终端可以与其它终端进行通信。接收其他终端发送的用户数据或者向其他终端发送用户数据。The communication unit 330 is used to establish a communication channel so that the storage terminal can communicate with other terminals. Receive user data sent by other terminals or send user data to other terminals.

本发明还提供一种计算机存储介质,其中,该计算机存储介质可存储有程序,该程序执行时可包括本发明提供的各实施例中的部分或全部步骤。所述的存储介质可为磁碟、光盘、只读存储记忆体(英文:read-only memory,简称:ROM)或随机存储记忆体(英文:random access memory,简称:RAM)等。The present invention also provides a computer storage medium, wherein the computer storage medium can store a program, and when executed, the program can include some or all of the steps in the embodiments provided by the present invention. The storage medium may be a magnetic disk, an optical disk, a read-only memory (ROM) or a random access memory (RAM), etc.

因此,本发明引入了重量采样,基于采样数据和实际采集的环境数据进行覆冰监测,大大提升了覆冰厚度的监测精度,同时无需运行神经网络模型,降低了计算量,提升了数据处理速度,本实施例所能达到的技术效果可以参见上文中的描述,此处不再赘述。Therefore, the present invention introduces weight sampling and performs ice coating monitoring based on sampling data and actual collected environmental data, which greatly improves the monitoring accuracy of ice coating thickness. At the same time, there is no need to run a neural network model, which reduces the amount of calculation and improves the data processing speed. , the technical effects achieved by this embodiment can be referred to the above description, and will not be described again here.

本领域的技术人员可以清楚地了解到本发明实施例中的技术可借助软件加必需的通用硬件平台的方式来实现。基于这样的理解,本发明实施例中的技术方案本质上或者说对现有技术做出贡献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如U盘、移动硬盘、只读存储器(ROM,Read-Onl y Memory)、随机存取存储器(RAM,Random Ac ce s s Memory)、磁碟或者光盘等各种可以存储程序代码的介质,包括若干指令用以使得一台计算机终端(可以是个人计算机,服务器,或者第二终端、网络终端等)执行本发明各个实施例所述方法的全部或部分步骤。Those skilled in the art can clearly understand that the technology in the embodiments of the present invention can be implemented by means of software plus the necessary general hardware platform. Based on this understanding, the technical solutions in the embodiments of the present invention can be embodied in the form of software products in essence or in part that contribute to the existing technology. The computer software products are stored in a storage medium such as a USB flash drive, mobile phone, etc. Hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), magnetic disk or optical disk and other media that can store program code, including a number of instructions to make a A computer terminal (which may be a personal computer, a server, a second terminal, a network terminal, etc.) executes all or part of the steps of the methods described in various embodiments of the present invention.

本说明书中各个实施例之间相同相似的部分互相参见即可。尤其,对于终端实施例而言,由于其基本相似于方法实施例,所以描述的比较简单,相关之处参见方法实施例中的说明即可。The same and similar parts among the various embodiments in this specification can be referred to each other. In particular, for the terminal embodiment, since it is basically similar to the method embodiment, the description is relatively simple. For relevant details, please refer to the description in the method embodiment.

在本发明所提供的几个实施例中,应该理解到,所揭露的系统和方法,可以通过其它的方式实现。例如,以上所描述的系统实施例仅仅是示意性的,例如,所述单元的划分,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信连接可以是通过一些接口,系统或单元的间接耦合或通信连接,可以是电性,机械或其它的形式。In the several embodiments provided by the present invention, it should be understood that the disclosed systems and methods can be implemented in other ways. For example, the system embodiments described above are only illustrative. For example, the division of the units is only a logical function division. In actual implementation, there may be other division methods. For example, multiple units or components may be combined or can be integrated into another system, or some features can be ignored, or not implemented. On the other hand, the coupling or direct coupling or communication connection between each other shown or discussed may be through some interfaces, indirect coupling or communication connection of the system or unit, which 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 shown as units may or may not be physical units, that is, they may be located in one place, or they may be distributed to multiple network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of this embodiment.

另外,在本发明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。In addition, each functional unit in various embodiments of the present invention can be integrated into one processing unit, or each unit can exist physically alone, or two or more units can be integrated into one unit.

尽管通过参考附图并结合优选实施例的方式对本发明进行了详细描述,但本发明并不限于此。在不脱离本发明的精神和实质的前提下,本领域普通技术人员可以对本发明的实施例进行各种等效的修改或替换,而这些修改或替换都应在本发明的涵盖范围内/任何熟悉本技术领域的技术人员在本发明揭露的技术范围内,可轻易想到变化或替换,都应涵盖在本发明的保护范围之内。因此,本发明的保护范围应所述以权利要求的保护范围为准。Although the present invention has been described in detail with reference to the accompanying drawings in conjunction with preferred embodiments, the present invention is not limited thereto. Without departing from the spirit and essence of the invention, those of ordinary skill in the art can make various equivalent modifications or substitutions to the embodiments of the invention, and these modifications or substitutions should be within the scope of the invention/any Those skilled in the art can easily think of changes or substitutions within the technical scope disclosed in the present invention, and they should all be covered by the protection scope of the present invention. Therefore, the protection scope of the present invention should be determined by the protection scope of the claims.

Claims (10)

1. A method for monitoring ice coating on a line, comprising:
acquiring weight change data from a sampling device provided to a target line;
acquiring environment data of a target line, comparing the environment data with a threshold value, and judging the effectiveness of the weight change data based on the threshold value comparison result;
if the weight change data are valid, calculating the ice coating thickness based on the weight change data, the ice density and the sampling area of the sampling device;
confirming that the ice coating thickness reaches a set alarm threshold value, and collecting weather forecast data of an area where a target line is located;
and estimating the ice coating thickness based on the weather forecast data and a corresponding function of the pre-stored weather data and the ice coating thickness, and outputting the estimated ice coating thickness as an early warning value.
2. The method of claim 1, wherein acquiring weight change data from a sampling device disposed on the target line comprises:
the method comprises the steps that initial weight values are obtained and stored from a sampling device, the sampling device comprises a fixing frame, a weight sensor, a controller, a communication module and a sampling sheet, the sampling sheet is movably connected with the fixing frame, the surface of the sampling sheet is consistent with the surface of a circuit, the weight sensor detects the weight of the sampling sheet, the weight sensor, the controller and the communication module are all fixed on the fixing frame, the weight sensor and the communication module are all electrically connected with the controller, and the controller is electrically connected with a power supply;
the actual weight value is obtained from the sampling device at regular intervals, and the difference between the actual weight value and the initial weight value is saved as weight change data.
3. The method of claim 1, wherein after acquiring weight change data from a sampling device disposed on the target line, the method further comprises:
judging whether the weight change data reach a preset weight threshold value or not:
if yes, judging that the target line is suspected to be covered with ice;
if not, judging that the target line is not covered with ice.
4. The method of claim 1, wherein obtaining environmental data of the target line and performing a threshold comparison on the environmental data, and determining the validity of the weight change data based on the threshold comparison result, comprises:
acquiring environmental data from an environmental detection sensor arranged on a target line, wherein the environmental data comprises temperature, humidity, wind speed, wind direction and air pressure;
judging whether the environmental data reach preset environmental thresholds or not:
if yes, judging that icing conditions exist, wherein the weight change data are valid;
if not, judging that icing conditions do not exist, and invalidating the weight change data.
5. The method of claim 1, wherein if the weight change data is valid, calculating the icing thickness based on the weight change data, the ice density, and the sampling area of the sampling device comprises:
calculating the quotient of the weight change data and the ice density to obtain the ice volume;
calculating the quotient of the ice volume and the sampling area to obtain the theoretical ice thickness;
and converting the theoretical ice thickness into the icing thickness by utilizing a conversion function based on historical data fitting.
6. The method of claim 1, wherein estimating the ice coating thickness based on the weather prediction data and a pre-stored correspondence function of weather data and ice coating thickness, and outputting the estimated ice coating thickness as an early warning value, comprises:
acquiring historical meteorological data and corresponding icing thickness, classifying the historical meteorological data, matching the maximum icing thickness for each class, and generating a piecewise function based on the corresponding relation between the meteorological data class and the maximum icing thickness;
and inputting the meteorological prediction data into the piecewise function to obtain an icing thickness prediction value, and displaying and outputting the icing thickness prediction value as an early warning value.
7. The method of claim 5, wherein after estimating the ice coating thickness based on the weather prediction data and a corresponding function of the pre-stored weather data and the ice coating thickness and outputting the estimated ice coating thickness as the pre-warning value, the method further comprises:
if the early warning value reaches a preset early warning threshold value, generating an emergency maintenance task, and preferentially sending the emergency maintenance task to a maintenance management terminal;
and receiving the actual icing thickness uploaded by the maintenance management terminal, and correcting the conversion function based on the actual icing thickness.
8. A line icing monitoring system comprising:
the first acquisition module is used for acquiring weight change data from a sampling device arranged on a target line;
the second acquisition module is used for acquiring the environment data of the target line;
the data processing module is used for calculating the thickness of the ice coating based on the weight change data, the ice density and the sampling area of the sampling device if the weight change data are valid;
the third acquisition module is used for confirming that the icing thickness reaches a set alarm threshold value and collecting weather forecast data of an area where a target line is located;
and the icing prediction module is used for estimating the icing thickness based on the weather prediction data and a corresponding function of the prestored weather data and the icing thickness, and outputting the estimated icing thickness as an early warning value.
9. A terminal, comprising:
the memory is used for storing a line icing monitoring program;
a processor for implementing the steps of the line icing monitoring method according to any of claims 1-7 when executing the line icing monitoring program.
10. A computer readable storage medium storing a computer program, characterized in that the readable storage medium has stored thereon a line icing monitoring program, which when executed by a processor implements the steps of the line icing monitoring method according to any of claims 1-7.
CN202310602711.5A 2023-05-24 2023-05-24 Line icing monitoring method, system, terminal and storage medium Pending CN116777419A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117131465A (en) * 2023-10-26 2023-11-28 中国铁塔股份有限公司 Single-pipe tower damage identification method and device, electronic equipment and readable storage medium

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117131465A (en) * 2023-10-26 2023-11-28 中国铁塔股份有限公司 Single-pipe tower damage identification method and device, electronic equipment and readable storage medium
CN117131465B (en) * 2023-10-26 2024-01-30 中国铁塔股份有限公司 Single-pipe tower damage identification method and device, electronic equipment and readable storage medium

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