CN115409760A - System and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology - Google Patents

System and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology Download PDF

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CN115409760A
CN115409760A CN202110587688.8A CN202110587688A CN115409760A CN 115409760 A CN115409760 A CN 115409760A CN 202110587688 A CN202110587688 A CN 202110587688A CN 115409760 A CN115409760 A CN 115409760A
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photovoltaic solar
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陈尧
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Nanjing Magicsky Aviation Technology Co ltd
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    • G06COMPUTING; CALCULATING OR COUNTING
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    • G06T2207/10048Infrared image
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    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
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Abstract

The invention discloses a photovoltaic solar panel hot spot detection system and method based on an unmanned aerial vehicle aerial photography technology. The unmanned aerial vehicle comprises a system control module, an unmanned aerial vehicle automatic task module and a digital aerial camera module; the digital aerial camera module comprises an infrared camera and an aerial camera; the ground end comprises a video processing module which is connected with the digital aerial photography module. The method is characterized by comprising the following steps: planning a UAV flight path, setting a temperature threshold of an infrared camera, flying perpendicular to the photovoltaic solar panel, aerial-shooting by the infrared camera, downloading an infrared video to a ground-side video server in real time, and meanwhile judging whether the temperature of the photovoltaic solar panel is larger than or equal to a preset temperature value or not; if so, marking the latitude and longitude of the hot spot, the detection time and other information on the corresponding video image position. According to the invention, the hot spot of the photovoltaic solar panel can be repaired in time.

Description

基于无人机航摄技术光伏太阳能板热斑检测的系统和方法System and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology

技术领域technical field

本发明涉及无人机应用、视觉识别/模式识别技术、热斑检测技术领域,尤其涉及到基于无人机航摄技术光伏太阳能板热斑检测的系统和方法。The present invention relates to the fields of UAV application, visual recognition/pattern recognition technology, and hot spot detection technology, and in particular to a system and method for hot spot detection of photovoltaic solar panels based on UAV aerial photography technology.

背景技术Background technique

本发明中包含的英文简称如下:The English abbreviation included in the present invention is as follows:

UAV:Unmanned Aerial Vehicles 无人机UAV: Unmanned Aerial Vehicles

IMU: Inertial measurement unit 惯性测量单元IMU: Inertial measurement unit Inertial measurement unit

GPS:Global Positioning System 全球定位系统GPS: Global Positioning System Global Positioning System

UCS:UAV Control System 无人机控制系统UCS: UAV Control System UAV Control System

GCS:Ground Control Station 地面控制站GCS: Ground Control Station ground control station

DEM:Digital Elevation Model 数字高程模型DEM: Digital Elevation Model digital elevation model

DOM:Digital Orthophoto Map 数字正射影像图DOM: Digital Orthophoto Map digital orthophoto map

DSM:Digital Surface Model数字地表模型DSM: Digital Surface Model digital surface model

光伏太阳能板长期使用中,难免有鸟禽排泄物、浮土、落叶等遮挡物,这些遮挡物在光伏太阳能板上形成了阴影。由于局部阴影的存在,光伏太阳能板中某些电池单片的电流以及电压发生了变化。从而导致光伏太阳能板局部电流与电压之积增大,使光伏太阳能板的局部温度上升,这种现象叫“热斑”。 热斑现象的产生对光伏太阳能板有一定的损害性,故需要通过巡检来及时发现产生热斑现象的光伏太阳能板。目前,大多数光伏太阳能板都是人工巡检,且人工巡检工作量较大,巡检效率也较低,从而不能及时有效地进行光伏太阳能板的热斑检测。During the long-term use of photovoltaic solar panels, it is inevitable that there will be shelters such as bird excrement, floating soil, and fallen leaves, which form shadows on photovoltaic solar panels. Due to the existence of partial shading, the current and voltage of some cells in the photovoltaic solar panel have changed. As a result, the product of the local current and voltage of the photovoltaic solar panel increases, and the local temperature of the photovoltaic solar panel rises. This phenomenon is called "hot spot". The occurrence of hot spot phenomenon has certain damage to photovoltaic solar panels, so it is necessary to detect photovoltaic solar panels with hot spot phenomenon in time through patrol inspection. At present, most photovoltaic solar panels are manually inspected, and the workload of manual inspection is relatively large, and the inspection efficiency is also low, so that hot spot detection of photovoltaic solar panels cannot be carried out in a timely and effective manner.

针对以上问题,现有技术中也作了许多改进,例如中国专利申请号为201710046412.2的发明申请专利公开了一种光伏组件热斑检测的方法以及系统,设置于无人机上的图像采集装置采集光伏电站的待检测区域的光伏组件的多幅图像,上述图像至少包含红外图像;图像处理装置获取上述图像,将上述图像进行图像拼接,得出上述待检测区域的全景图像,对上述全景图像进行热斑检测,得出检测结果。通过无人机上的图像采集装置采集光伏电站的光伏组件图像,即利用无人机巡检光伏电站,然后利于图像处理技术对光伏组件图像进行处理,以完成热斑检测。然而,该发明专利需要拼接图像,很可能做不到实时检测。In response to the above problems, many improvements have been made in the prior art. For example, the Chinese patent application No. 201710046412.2 discloses a method and system for hot spot detection of photovoltaic modules. The image acquisition device installed on the drone collects photovoltaic A plurality of images of photovoltaic modules in the area to be inspected in the power station, the above images at least include infrared images; the image processing device acquires the above images, performs image stitching on the above images, obtains a panoramic image of the area to be inspected, and performs thermal processing on the above panoramic images spot detection, get the detection result. The image of the photovoltaic module of the photovoltaic power station is collected by the image acquisition device on the UAV, that is, the UAV is used to inspect the photovoltaic power station, and then the image of the photovoltaic module is processed by image processing technology to complete the hot spot detection. However, the invention patent requires splicing images, and it is likely that real-time detection cannot be achieved.

发明内容Contents of the invention

为了克服已有技术中存在的缺陷,本发明提供了基于无人机航摄技术光伏太阳能板热斑检测的系统和方法,及时了解光伏太阳能板产生的热斑情况和及时修复。In order to overcome the defects in the prior art, the present invention provides a system and method for hot spot detection of photovoltaic solar panels based on unmanned aerial vehicle technology, so as to timely understand the hot spots generated by photovoltaic solar panels and repair them in time.

基于无人机航摄技术光伏太阳能板热斑检测的系统和方法,所述系统,包括无人机管理系统和地面端。A system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology, the system includes a drone management system and a ground terminal.

所述无人机管理系统,负责无人机的飞行任务指派和后勤工作,包括无人机。The unmanned aerial vehicle management system is responsible for the mission assignment and logistics work of the unmanned aerial vehicle, including the unmanned aerial vehicle.

所述地面端,包括视频处理模块、控制模块和通信模块。The ground terminal includes a video processing module, a control module and a communication module.

进一步地,所述无人机,包括系统控制模块、无人机自动任务模块、数码航摄仪模块和通信模块;而且,系统控制模块分别与无人机自动任务模块、数码航摄仪模块和通信模块相互连接。Further, the unmanned aerial vehicle includes a system control module, an unmanned aerial vehicle automatic mission module, a digital aerial camera module and a communication module; The communication modules are connected to each other.

进一步地,所述系统控制模块,接收地面端(如地面移动终端)发送过来的控制命令与数据,经计算处理,输出控制指令给无人机执行机构。Further, the system control module receives the control commands and data sent by the ground terminal (such as the ground mobile terminal), and outputs control commands to the UAV actuator after calculation and processing.

进一步地,所述无人机自动任务模块,自动地为无人机生成各种飞行航线,另外,无人机还可以人工操控。Further, the UAV automatic task module automatically generates various flight routes for the UAV, and in addition, the UAV can also be manually controlled.

进一步地,所述数码航摄模块,包括红外摄像机、航摄像机。Further, the digital aerial camera module includes an infrared camera and an aerial camera.

进一步地,所述通信模块,负责无人机与地面端之间的无线通信,例如,无人机航拍视频/图片的实时传输到地面端,以及地面端的飞控指令实时发送到无人机的系统控制模块等。Further, the communication module is responsible for the wireless communication between the UAV and the ground terminal, for example, the real-time transmission of the aerial video/picture of the UAV to the ground terminal, and the flight control instructions of the ground terminal are sent to the UAV in real time. System control module, etc.

进一步地,所述视频处理模块,实时接收数码航摄模块下发的光伏太阳能板的红外视频和作为视觉控制的其它视频。Further, the video processing module receives in real time the infrared video of the photovoltaic solar panel and other videos used as visual control delivered by the digital aerial photography module.

进一步地,所述控制模块,负责对无人机起飞、空中飞行、执行任务和返场回收等整个飞行过程的控制等,本模块根据实际情况,可以选择部署或不部署。Further, the control module is responsible for the control of the entire flight process of the UAV, such as take-off, air flight, mission execution, and return recovery. This module can be deployed or not deployed according to the actual situation.

进一步地,所述通信模块,负责地面端与无人机之间的无线通信,例如,地面端实时接收无人机的航拍视频/图片,以及发送飞控指令到无人机的系统控制模块等。Further, the communication module is responsible for wireless communication between the ground terminal and the drone, for example, the ground terminal receives the aerial video/picture of the drone in real time, and sends flight control instructions to the system control module of the drone, etc. .

进一步地,所述红外摄像机,负责航摄光伏太阳能板,并实时下传红外视频给地面端;与此同时,检测光伏太阳能板温度。Further, the infrared camera is responsible for taking aerial photos of photovoltaic solar panels, and downloading infrared video to the ground end in real time; meanwhile, detecting the temperature of photovoltaic solar panels.

进一步地,所述航摄像机,负责视觉控制。Further, the aerial camera is responsible for visual control.

进一步地,采用移动终端或电脑,通过视频服务器,可以浏览到光伏太阳能板上热斑位置和检测时间等信息,以及时通知相关人员进行修复。Furthermore, by using a mobile terminal or computer, through the video server, you can browse information such as the location of the hot spot on the photovoltaic solar panel and the detection time, and notify relevant personnel in time to repair it.

基于无人机航摄技术光伏太阳能板热斑检测的系统和方法,所述方法,其特征在于,包括如下步骤:A system and method for hot spot detection of photovoltaic solar panels based on unmanned aerial vehicle technology, the method is characterized in that it includes the following steps:

(1)规划UAV飞行路径;(1) Plan UAV flight path;

(2)设置红外摄像机的温度门限;(2) Set the temperature threshold of the infrared camera;

(3)垂直于光伏太阳能板飞行;(3) Fly perpendicular to the photovoltaic solar panel;

(4)红外摄像机航摄并实时下传给地面端视频服务器,同时判断光伏太阳能板温度是否≥预设温度值(4) Infrared camera aerial photography and real-time download to the ground-side video server, while judging whether the temperature of the photovoltaic solar panel is ≥ the preset temperature value

(5)若是则红外摄像机在对应的图像位置上标注热斑的纬度、经度,以及检测时间等信息。(5) If so, the infrared camera will mark the latitude, longitude, and detection time of the hot spot on the corresponding image position.

地面端终端,诸如移动终端和电脑,可以通过无线网络访问视频服务器,及时查询光伏太阳能板的热班的位置(采用经度和纬度来表示)和检测时间信息,以便进行及时修复。Ground-end terminals, such as mobile terminals and computers, can access the video server through the wireless network, and timely query the location of the thermal shift of the photovoltaic solar panel (expressed in longitude and latitude) and detection time information for timely repair.

基于无人机航摄技术光伏太阳能板热斑检测的系统和方法,包括无人机和地面端。所述无人机,包括系统控制模块、无人机自动任务模块和数码航摄模块;所述数码航摄模块,包括红外摄像机、航摄像机;所述地面端,包括视频处理模块,与所述数码航摄模块相连接。所述方法,其特征在于,包括步骤:规划UAV飞行路径,设置红外摄像机的温度门限,垂直于光伏太阳能板飞行,红外摄像机航摄并实时下传红外视频给地面端视频服务器,同时判断光伏太阳能板温度是否≥预设温度值;若是则在对应的视频图像位置上标注热斑的纬度和经度,以及检测时间等信息。通过本发明,能够及时修复光伏太阳能板的热班。A system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology, including drones and ground terminals. The unmanned aerial vehicle includes a system control module, an automatic mission module of the unmanned aerial vehicle, and a digital aerial photography module; the digital aerial photography module includes an infrared camera and an aerial camera; the ground terminal includes a video processing module, and the The digital aerial camera module is connected. The method is characterized in that it includes the steps of: planning the flight path of the UAV, setting the temperature threshold of the infrared camera, flying perpendicular to the photovoltaic solar panel, taking the aerial photography of the infrared camera and downloading the infrared video to the ground-side video server in real time, and simultaneously judging the photovoltaic solar energy Whether the plate temperature is greater than or equal to the preset temperature value; if so, mark the latitude and longitude of the hot spot on the corresponding video image position, as well as the detection time and other information. Through the invention, the thermal shift of the photovoltaic solar panel can be repaired in time.

附图说明Description of drawings

图1为本发明所述的基于无人机航摄技术光伏太阳能板热斑检测的系统和方法的框架示意图。Fig. 1 is a schematic framework diagram of the system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology according to the present invention.

图2为本发明所述的基于无人机航摄技术光伏太阳能板热斑检测的系统和方法的模块功能示意图。Fig. 2 is a schematic diagram of module functions of the system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology according to the present invention.

图3为本发明所述的基于无人机航摄技术光伏太阳能板热斑检测的系统和方法的流程示意图。Fig. 3 is a schematic flow chart of the system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology according to the present invention.

具体实施方式Detailed ways

下面是根据附图和实例对本发明的进一步详细说明:Below is further detailed description of the present invention according to accompanying drawing and example:

图1为本发明所述的基于无人机航摄技术光伏太阳能板热斑检测的系统和方法的框架示意图。所述系统,包括无人机管理系统150和地面端160。Fig. 1 is a schematic framework diagram of the system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology according to the present invention. The system includes a UAV management system 150 and a ground terminal 160 .

所述无人机管理系统150,负责无人机170的飞行任务指派和后勤工作,包括无人机170。The UAV management system 150 is responsible for the assignment and logistics of the UAV 170 , including the UAV 170 .

所述地面端160,包括视频服务器160。The ground terminal 160 includes a video server 160 .

图2为本发明所述的基于无人机航摄技术光伏太阳能板热斑检测的系统和方法的模块功能示意图。Fig. 2 is a schematic diagram of module functions of the system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology according to the present invention.

所述无人机170,包括系统控制模块110、无人机自动任务模块120、数码航摄仪模块130和通信模块140;而且,系统控制模块110分别与无人机自动任务模块120、数码航摄模块130和通信模块140相互连接。The unmanned aerial vehicle 170 includes a system control module 110, an unmanned aerial vehicle automatic task module 120, a digital aerial camera module 130 and a communication module 140; The camera module 130 and the communication module 140 are connected to each other.

所述地面端160,包括视频处理模块210、控制模块208和通信模块140。The ground terminal 160 includes a video processing module 210 , a control module 208 and a communication module 140 .

进一步地,所述系统控制模块110,接收地面端(如地面移动终端)发送过来的控制命令与数据,经计算处理,输出控制指令给无人机执行机构。Further, the system control module 110 receives the control commands and data sent by the ground terminal (such as the ground mobile terminal), and outputs control commands to the UAV executive mechanism after calculation and processing.

进一步地,所述无人机自动任务模块120,自动地为无人机生成各种飞行航线,另外,无人机还可以人工操控。Further, the UAV automatic mission module 120 automatically generates various flight routes for the UAV, and in addition, the UAV can also be manually controlled.

进一步地,所述数码航摄模块130(或航摄仪171),包括红外摄像机175、航摄像机180。Further, the digital aerial camera module 130 (or aerial camera 171 ) includes an infrared camera 175 and an aerial camera 180 .

进一步地,所述通信模块140,负责无人机与地面端之间的无线通信,例如,无人机航拍红外视频/图片的实时传输到地面端,以及地面端的飞控指令实时发送到无人机的系统控制模块等。Further, the communication module 140 is responsible for the wireless communication between the drone and the ground terminal, for example, the real-time transmission of the infrared video/picture taken by the drone to the ground terminal, and the flight control instructions of the ground terminal are sent to the unmanned terminal in real time. The system control module of the machine, etc.

进一步地,所述视频处理模块210,实时接收数码航摄模块130下发的光伏太阳能板的红外视频和作为视觉控制的其它视频。Further, the video processing module 210 receives in real time the infrared video of the photovoltaic solar panel and other videos for visual control sent by the digital aerial photography module 130 .

进一步地,所述控制模块208,负责对无人机起飞、空中飞行、执行任务和返场回收等整个飞行过程的控制等,本模块根据实际情况,可以选择部署或不部署。Further, the control module 208 is responsible for controlling the entire flight process of the UAV, such as take-off, air flight, mission execution, and return recovery. This module can be deployed or not deployed according to the actual situation.

进一步地,所述通信模块140,负责地面端160与无人机之间的无线通信,例如,地面端160实时接收无人机的航拍红外视频/图片和其它视频,以及发送飞控指令到无人机的系统控制模块等。Further, the communication module 140 is responsible for wireless communication between the ground terminal 160 and the drone, for example, the ground terminal 160 receives the aerial infrared video/picture and other videos of the drone in real time, and sends flight control instructions to the drone. Man-machine system control module, etc.

进一步地,所述红外摄像机175,负责航摄光伏太阳能板,并实时下传红外视频给地面端;与此同时,并检测光伏太阳能板温度。Further, the infrared camera 175 is responsible for taking aerial photos of photovoltaic solar panels, and downloading infrared video to the ground end in real time; meanwhile, detecting the temperature of photovoltaic solar panels.

进一步地,所述航摄像机180,负责视觉控制。Further, the aerial camera 180 is responsible for visual control.

进一步地,采用移动终端或电脑,通过视频服务器,可以浏览到光伏太阳能板上热斑及其它的位置,以及时通知相关人员进行修复。Further, by using a mobile terminal or a computer, through the video server, you can browse hot spots and other locations on the photovoltaic solar panel, and notify relevant personnel in time to repair them.

图3为本发明所述的基于无人机航摄技术光伏太阳能板热斑检测的系统和方法的流程示意图。所述方法,其特征在于,包括如下步骤:Fig. 3 is a schematic flow chart of the system and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology according to the present invention. The method is characterized in that it comprises the steps of:

(1)规划UAV飞行路径311(1) Planning UAV flight path 311

(2)设置红外摄像机的温度门限321(2) Set the temperature threshold of the infrared camera 321

(3)垂直于光伏太阳能板飞行331(3) Fly 331 perpendicular to the photovoltaic solar panel

(4)红外摄像机航摄并实时下传给地面端视频服务器,同时判断光伏太阳能板温度是否≥预设温度值341(4) Infrared camera aerial photography and real-time download to the ground video server, while judging whether the temperature of the photovoltaic solar panel is ≥ preset temperature value 341

(5)若是则红外摄像机在对应的图像位置上标注热斑的纬度、经度,以及检测时间等信息351。(5) If yes, the infrared camera marks information 351 such as the latitude, longitude, and detection time of the hot spot on the corresponding image position.

地面端终端,诸如移动终端和电脑,可以通过无线网络访问视频服务器,及时查询光伏太阳能板的热班的位置(采用经度和纬度来表示)和检测时间信息,以便进行及时修复,减少损失。Terminals on the ground, such as mobile terminals and computers, can access the video server through the wireless network, and timely query the location of the hot shift of photovoltaic solar panels (expressed in longitude and latitude) and detection time information, so as to make timely repairs and reduce losses.

以上所述仅为本发明的较佳实施例,并非用来限定本发明的实施范围;凡是依本发明所作的等效变化与修改,都被视为本发明的专利范围所涵盖。The above descriptions are only preferred embodiments of the present invention, and are not intended to limit the implementation scope of the present invention; all equivalent changes and modifications made according to the present invention are considered to be covered by the patent scope of the present invention.

Claims (16)

1. The invention provides a system and a method for detecting hot spots of a photovoltaic solar panel based on an unmanned aerial vehicle aerial photography technology.
2. The unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection system and method of claim 1, the unmanned aerial vehicle management system responsible for flight mission assignment and logistics of unmanned aerial vehicles, including unmanned aerial vehicles.
3. The unmanned aerial vehicle aerial photography technology-based photovoltaic solar panel hot spot detection system and method of claim 1, the ground end comprising a video processing module, a control module, and a communication module.
4. The system and method for unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection as claimed in claim 2, the unmanned aerial vehicle comprising a system control module, an unmanned aerial vehicle automatic task module, a digital aerial vehicle module and a communication module; and the system control module is respectively connected with the unmanned aerial vehicle automatic task module, the digital aerial camera module and the communication module.
5. The unmanned aerial vehicle aerial photography technology-based photovoltaic solar panel hot spot detection system and method of claim 1, the ground end comprising a video processing module, a control module, and a communication module.
6. The system and the method for detecting the hot spot of the photovoltaic solar panel based on the unmanned aerial vehicle aerial photography technology as claimed in claim 4, wherein the system control module receives the control command and the data sent by the ground terminal (such as a ground mobile terminal), and outputs the control command to the unmanned aerial vehicle actuator after calculation processing.
7. The UAV based aerial photography PV solar panel hotspot detection system and method of claim 4, wherein the UAV automatic mission module automatically generates various flight paths for the UAV, and further wherein the UAV may be manually operated.
8. The unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection system and method of claim 4, the digital aerial camera module comprising an infrared camera, an aerial camera.
9. The system and method for unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection as claimed in claim 4, wherein the communication module is responsible for wireless communication between the unmanned aerial vehicle and the ground end, for example, real-time transmission of aerial video/pictures of the unmanned aerial vehicle to the ground end, real-time transmission of flight control instructions of the ground end to a system control module of the unmanned aerial vehicle, and the like.
10. The unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection system and method as claimed in claim 3, wherein the video processing module receives in real time the infrared video of the photovoltaic solar panel and other video as visual control sent by the digital aerial photography module.
11. The system and the method for detecting the hot spot of the photovoltaic solar panel based on the unmanned aerial vehicle aerial photography technology as claimed in claim 3, wherein the control module is responsible for controlling the whole flight process of the unmanned aerial vehicle such as takeoff, air flight, task execution, return recovery and the like, and the module can be selectively deployed or undeployed according to actual conditions.
12. The system and method for unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection as claimed in claim 3, the communication module is responsible for wireless communication between the ground end and the unmanned aerial vehicle, for example, the ground end receives aerial video/pictures of the unmanned aerial vehicle in real time, and sends flight control instructions to the system control module of the unmanned aerial vehicle, and the like.
13. The unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection system and method of claim 8, the infrared camera responsible for aerial photography of the photovoltaic solar panel and downloading the infrared video to the ground end in real time; meanwhile, the temperature of the photovoltaic solar panel is detected.
14. The unmanned aerial vehicle aerial photography based photovoltaic solar panel hot spot detection system and method of claim 8, the aerial camera responsible for vision control.
15. The unmanned aerial vehicle aerial photography technology based photovoltaic solar panel hot spot detection system and method of claim 8, the method comprising the steps of:
(1) Planning UAV flight path
(2) Setting temperature threshold of infrared camera
(3) Perpendicular to the flight of photovoltaic solar panels
(4) The infrared camera takes aerial photographs and downloads the aerial photographs to the ground-end video server in real time, and meanwhile, whether the temperature of the photovoltaic solar panel is larger than or equal to a preset temperature value or not is judged
(5) If so, the infrared camera marks the latitude, longitude, detection time and other information of the hot spot on the corresponding image position.
16. The drone-based aerial photography photovoltaic solar panel hotspot detection system and method of claim 15, the ground-end terminals, such as mobile terminals and computers, can access the video server through the wireless network, query the location of the hot spot of the photovoltaic solar panel (in terms of longitude and latitude) and detection time information in time for timely remediation.
CN202110587688.8A 2021-05-27 2021-05-27 System and method for hot spot detection of photovoltaic solar panels based on drone aerial photography technology Pending CN115409760A (en)

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