[go: up one dir, main page]

CN105094128A - Transformer station routing inspection robot for automatically reading gauge - Google Patents

Transformer station routing inspection robot for automatically reading gauge Download PDF

Info

Publication number
CN105094128A
CN105094128A CN201510358371.1A CN201510358371A CN105094128A CN 105094128 A CN105094128 A CN 105094128A CN 201510358371 A CN201510358371 A CN 201510358371A CN 105094128 A CN105094128 A CN 105094128A
Authority
CN
China
Prior art keywords
instrument
meter reading
robot
image
equipment
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201510358371.1A
Other languages
Chinese (zh)
Other versions
CN105094128B (en
Inventor
不公告发明人
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Wang Deyun
Dongming Power Supply Co of State Grid Shandong Electric Power Co Ltd
Original Assignee
Individual
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Individual filed Critical Individual
Publication of CN105094128A publication Critical patent/CN105094128A/en
Application granted granted Critical
Publication of CN105094128B publication Critical patent/CN105094128B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Landscapes

  • Navigation (AREA)
  • Position Fixing By Use Of Radio Waves (AREA)
  • Manipulator (AREA)
  • Studio Devices (AREA)
  • Arrangements For Transmission Of Measured Signals (AREA)

Abstract

本发明涉及一种用于自动读表的变电站巡检机器人,包括GPS导航设备、存储设备、高清摄像设备、图像处理设备和TMS320LF2407A型号的数字信号处理器DSP,存储设备用于预先存储各类仪表模板以及每一类仪表模板的最大刻度、最小刻度和指针模型,高清摄像设备用于拍摄仪表图像,图像处理设备与高清摄像设备连接以执行图像处理,DSP与GPS导航设备连接以控制巡检机器人的行进位置,还与存储设备和图像处理设备分别连接,用于控制巡检机器人的自动读表。通过本发明,能够控制巡检机器人准确到达目标读表位置,并实现变电站的各种仪表的自动读表,提高了巡检机器人的智能化水平,保障了现场管理人员的人身安全。

The invention relates to a substation inspection robot for automatic meter reading, which includes GPS navigation equipment, storage equipment, high-definition camera equipment, image processing equipment and a digital signal processor DSP of TMS320LF2407A type, and the storage equipment is used to store various types of meters in advance Template and the maximum scale, minimum scale and pointer model of each type of instrument template, high-definition camera equipment is used to capture instrument images, image processing equipment is connected with high-definition camera equipment to perform image processing, DSP is connected with GPS navigation equipment to control inspection robots It is also connected to the storage device and the image processing device to control the automatic meter reading of the inspection robot. The invention can control the inspection robot to accurately reach the target meter reading position, realize automatic meter reading of various meters in the substation, improve the intelligence level of the inspection robot, and ensure the personal safety of on-site management personnel.

Description

用于自动读表的变电站巡检机器人Substation inspection robot for automatic meter reading

本发明是申请号为201410706231.4、申请日为2014年11月27日、发明名称为“用于自动读表的变电站巡检机器人”的专利的分案申请。This invention is a divisional application of a patent with the application number 201410706231.4, the application date is November 27, 2014, and the invention name is "substation inspection robot for automatic meter reading".

技术领域technical field

本发明涉及电力监控领域,尤其涉及一种用于自动读表的变电站巡检机器人。The invention relates to the field of electric power monitoring, in particular to a substation inspection robot for automatic meter reading.

背景技术Background technique

变电站是输电网的枢纽,变电站设备巡检工作在保证变电站正常生产、安全运行方面占有极其重要的地位,电力系统的变电站通常对各个电力设备配置了多种指针型仪表以反映设备的工作状态,记录仪表读数是巡检工作的重要组成部分。The substation is the hub of the transmission network. The inspection work of substation equipment plays an extremely important role in ensuring the normal production and safe operation of the substation. The substation of the power system is usually equipped with a variety of pointer instruments for each power equipment to reflect the working status of the equipment. Recording instrument readings is an important part of inspection work.

受巡检工作的复杂性和技术手段的限制,国内外变电站在进行设备巡检时普遍采用人工巡视、手工记录的作业模式。人工巡检模式存在劳动强度大、危险系数高、工作效率低、检测质量分散、管理成本高等明显不足;而且,人工检测的数据也无法准确、及时地接入管理信息系统,使信息化管理不能到达第一作业现场,影响了变电站的自动化和智能化水平。Due to the complexity of the inspection work and the limitation of technical means, substations at home and abroad generally adopt the operation mode of manual inspection and manual recording when conducting equipment inspection. The manual inspection mode has obvious deficiencies such as high labor intensity, high risk factor, low work efficiency, scattered inspection quality, and high management costs; moreover, manual inspection data cannot be accurately and timely connected to the management information system, making information management impossible. Arriving at the first job site affects the automation and intelligence level of the substation.

为了保障现场人员的人身安全,提高巡检工作尤其是仪表读数记录的效率和精度,一些智能变电站开始普及使用巡检机器人进行仪表读数的抄录,但是现有技术中的巡检机器人还存在以下缺陷:(1)单凭一种控制模式控制巡检机器人的行进位置,例如只通过GPS自动导航控制,或只通过现场人工语音控制,引导巡检机器人到达目标读表位置进行读表,这样的单一控制方式导致巡检机器人不能准确到达目标读表位置,更谈不上准备读表;(2)自动读表模式过于简单,例如通过椭圆拟合的方式确定仪表表盘的仪表图像中的基本位置及区域范围,但现场可能存在其他近似圆形的部件,这样的读表模式会引入过多的误差,甚至出现错误的检测结果。In order to protect the personal safety of on-site personnel and improve the efficiency and accuracy of inspection work, especially the recording of instrument readings, some smart substations have begun to popularize the use of inspection robots for copying instrument readings, but the inspection robots in the prior art still have the following defects : (1) Only rely on one control mode to control the traveling position of the inspection robot, such as only through GPS automatic navigation control, or only through on-site artificial voice control, to guide the inspection robot to reach the target meter reading position for meter reading, such a single The control method prevents the inspection robot from reaching the target meter reading position accurately, let alone preparing to read the meter; (2) The automatic meter reading mode is too simple, such as determining the basic position and Area range, but there may be other approximately circular parts on site, such a meter reading mode will introduce too many errors, and even erroneous detection results.

因此,为了解决上述缺陷,需要一种新的用于自动读表的变电站巡检机器人,改造现有的变电站巡检机器人的设计结构,保障巡检机器人能够准确到达读表位置,并能够有效地自动识别仪表表盘中的当前读数,提高巡检机器人的可靠性。Therefore, in order to solve the above defects, a new substation inspection robot for automatic meter reading is needed, and the design structure of the existing substation inspection robot is improved to ensure that the inspection robot can accurately reach the meter reading position and effectively Automatically recognize the current reading on the instrument panel to improve the reliability of the inspection robot.

发明内容Contents of the invention

为了解决上述问题,本发明提供了一种用于自动读表的变电站巡检机器人,引入远端远程控制指令和近端语音控制指令结合的巡检机器人行进控制模式,先通过远端变电站管理平台的远程控制指令粗调所述巡检机器人行进到目标读表位置,再通过近端现场管理人员的语音控制指令用于细调所述巡检机器人行进到目标读表位置,同时预先存储各类仪表模板以及每一类仪表模板的最大刻度、最小刻度和指针模型,以完成高精度的自动读表操作。In order to solve the above problems, the present invention provides a substation inspection robot for automatic meter reading, which introduces the inspection robot’s travel control mode combining remote control instructions and near-end voice control instructions, first through the remote substation management platform The remote control instruction of the inspection robot is used to roughly adjust the inspection robot to travel to the target meter reading position, and then the voice control instruction of the near-end on-site management personnel is used to fine-tune the inspection robot to travel to the target meter reading position. Instrument templates and the maximum scale, minimum scale and pointer models of each type of instrument templates to complete high-precision automatic meter reading operations.

根据本发明的一方面,提供了一种用于自动读表的变电站巡检机器人,所述巡检机器人包括GPS导航设备、存储设备、高清摄像设备、图像处理设备和TMS320LF2407A型号的数字信号处理器DSP,所述存储设备用于预先存储各类仪表模板,以及用于预先存储每一类仪表模板的最大刻度、最小刻度和指针模型,所述高清摄像设备用于拍摄仪表图像,所述图像处理设备与所述高清摄像设备连接以执行图像处理,所述DSP与所述GPS导航设备连接以控制所述巡检机器人的行进位置,还与所述存储设备和所述图像处理设备分别连接,用于控制所述巡检机器人的自动读表。According to one aspect of the present invention, a substation inspection robot for automatic meter reading is provided, and the inspection robot includes a GPS navigation device, a storage device, a high-definition camera device, an image processing device and a TMS320LF2407A digital signal processor DSP, the storage device is used for pre-storing various instrument templates, and for pre-storing the maximum scale, minimum scale and pointer model of each type of instrument template, the high-definition camera equipment is used for shooting instrument images, and the image processing The device is connected with the high-definition camera device to perform image processing, the DSP is connected with the GPS navigation device to control the traveling position of the inspection robot, and is also connected with the storage device and the image processing device respectively, for It is used to control the automatic meter reading of the inspection robot.

更具体地,在所述用于自动读表的变电站巡检机器人中,还包括,语音识别设备,包括声音传感器和语音识别芯片,所述声音传感器用于将现场管理人员语音转换为电信号,所述语音识别芯片连接所述声音传感器,用于基于所述电信号生成语音控制指令,所述语音识别芯片采用ICRoute公司的LD3320芯片;无线通讯接口,与远端的变电站管理平台无线连接,以无线接收远程控制指令,所述远程控制指令包括GPS控制指令;机器人驱动机构,用于在所述DSP的控制下,驱动所述巡检机器人的行为动作,所述行为动作包括前进、后退、转向和跨越;直流无刷电动机,与所述机器人驱动机构连接,在所述机器人驱动机构的控制下为所述巡检机器人做出的行为动作提供动力;所述GPS导航设备用于接收GPS导航卫星所提供、所述巡检机器人的当前GPS数据;所述存储设备还用于存储仪表上限灰度阈值和仪表下限灰度阈值,所述仪表上限灰度阈值和所述仪表下限灰度阈值用于将图像中的仪表表盘与背景分离;所述高清摄像设备的采集分辨率为1280×720;所述图像处理设备还包括中值滤波单元、预处理单元、目标识别单元、模板匹配单元和指针位置确定单元,所述中值滤波单元与所述高清摄像设备连接,用于对所述仪表图像滤波以输出滤波图像,所述预处理单元与所述中值滤波单元连接,用于对所述滤波图像进行灰度化处理以输出灰度化图像,所述目标识别单元与所述预处理单元和所述存储设备分别连接,将所述灰度化图像中灰度值在所述仪表上限灰度阈值和所述仪表下限灰度阈值之间的像素识别并组成仪表表盘子图像,所述模板匹配单元与所述目标识别单元和所述存储设备分别连接,基于所述仪表表盘子图像在所述存储设备存储的各类仪表模板中查询匹配的目标仪表模板,给出所述目标仪表模板的最大刻度、最小刻度和指针模型,所述指针位置确定单元与所述目标识别单元和所述模板匹配单元分别连接,基于所述仪表表盘子图像识别所述仪表表盘子图像中与所述指针模型匹配的仪表指针,计算识别到的仪表指针与水平方向的指针角度,分别计算所述最大刻度和所述最小刻度与水平方向的最大刻度角度和最小刻度角度,根据指针角度在最大刻度角度和最小刻度角度之间的数值位置,确定仪表读数;所述DSP与所述语音识别设备、所述无线通讯接口、所述机器人驱动机构、所述GPS导航设备、所述存储设备和所述图像处理设备分别连接,根据所述语音控制指令或所述远程控制指令控制所述机器人驱动机构,所述DSP接收所述图像处理设备发送的仪表读数,并将所述仪表读数通过所述无线通讯接口转发到所述变电站管理平台,所述DSP控制所述存储设备的数据存储,所述远程控制指令用于粗调所述巡检机器人行进到目标读表位置,所述语音控制指令用于细调所述巡检机器人行进到目标读表位置;其中,所述DSP无线接收所述变电站管理平台发送的GPS控制指令,所述GPS控制指令包括目标GPS数据,所述DSP控制所述机器人驱动机构行进到所述GPS导航设备发送的当前GPS数据匹配所述目标GPS数据的位置;所述DSP在接收到所述无线通讯接口转发的所述变电站管理平台成功收到仪表读数的返回指令时,控制所述巡检机器人的工作指示灯按预定频率闪烁预定次数,以提示现场管理人员。More specifically, in the substation inspection robot for automatic meter reading, it also includes voice recognition equipment, including a sound sensor and a voice recognition chip, and the sound sensor is used to convert the voice of the on-site manager into an electrical signal, The voice recognition chip is connected to the sound sensor for generating voice control instructions based on the electrical signal, and the voice recognition chip adopts the LD3320 chip of ICRoute Company; the wireless communication interface is wirelessly connected with the remote substation management platform to Receive remote control instructions wirelessly, the remote control instructions include GPS control instructions; the robot drive mechanism is used to drive the behavior of the inspection robot under the control of the DSP, and the behavior includes forward, backward, and turn and across; the DC brushless motor is connected with the robot driving mechanism, and under the control of the robot driving mechanism, it provides power for the behavior actions made by the inspection robot; the GPS navigation device is used to receive GPS navigation satellites Provided, the current GPS data of the inspection robot; the storage device is also used to store the upper gray threshold of the meter and the lower gray threshold of the meter, and the upper gray threshold of the meter and the lower gray threshold of the meter are used for The instrument panel in the image is separated from the background; the acquisition resolution of the high-definition camera equipment is 1280×720; the image processing equipment also includes a median filter unit, a preprocessing unit, a target recognition unit, a template matching unit and a pointer position a determination unit, the median filtering unit is connected to the high-definition camera equipment, and is used to filter the meter image to output a filtered image; the preprocessing unit is connected to the median filtering unit, and is used to filter the The image is grayscaled to output a grayscale image, the target recognition unit is respectively connected to the preprocessing unit and the storage device, and the grayscale value in the grayscale image is within the upper limit grayscale of the instrument Pixels between the threshold and the gray threshold of the lower limit of the instrument are identified and formed into a sub-image of the instrument panel, and the template matching unit is connected to the target identification unit and the storage device respectively, based on the sub-image of the instrument panel in the Query the matching target instrument templates from various instrument templates stored in the storage device, and provide the maximum scale, minimum scale and pointer model of the target instrument template, and the pointer position determination unit matches the target recognition unit and the template The unit is connected separately, based on the instrument pointer that matches the pointer model in the instrument dial image in the instrument dial image, calculate the recognized instrument pointer and the horizontal direction angle, and calculate the maximum scale and the place described by the described. The minimum scale and the maximum scale angle and the minimum scale angle in the horizontal direction, according to the numerical position of the pointer angle between the maximum scale angle and the minimum scale angle, determine the meter reading; the DSP communicates with the voice recognition device and the wireless The interface, the robot driving mechanism, the GPS navigation device, the storage device and the image processing device are respectively connected, and the robot driving mechanism is controlled according to the voice control instruction or the remote control instruction, The DSP receives the meter readings sent by the image processing device, and forwards the meter readings to the substation management platform through the wireless communication interface, the DSP controls the data storage of the storage device, and the remote control The instruction is used to roughly adjust the inspection robot to travel to the target meter reading position, and the voice control instruction is used to fine-tune the inspection robot to travel to the target meter reading position; wherein, the DSP wirelessly receives the substation management platform The GPS control instruction sent, the GPS control instruction includes target GPS data, and the DSP controls the robot drive mechanism to travel to the position where the current GPS data sent by the GPS navigation device matches the target GPS data; When the substation management platform successfully receives the return instruction of the instrument reading transmitted by the wireless communication interface, it controls the working indicator light of the inspection robot to flash a predetermined number of times at a predetermined frequency to remind the on-site management personnel.

更具体地,在所述用于自动读表的变电站巡检机器人中,还包括可充电锂电池,为所述巡检机器人提供供电电源。More specifically, the substation inspection robot for automatic meter reading further includes a rechargeable lithium battery to provide power for the inspection robot.

更具体地,在所述用于自动读表的变电站巡检机器人中,所述无线通讯接口为WiFi无线通信接口、ZigBee无线通信接口和GPRS无线通信接口中的一种。More specifically, in the substation inspection robot for automatic meter reading, the wireless communication interface is one of a WiFi wireless communication interface, a ZigBee wireless communication interface and a GPRS wireless communication interface.

更具体地,在所述用于自动读表的变电站巡检机器人中,所述DSP与所述语音识别设备、所述无线通讯接口、所述GPS导航设备、所述存储设备和所述图像处理设备集成在一块集成电路板上。More specifically, in the substation inspection robot for automatic meter reading, the DSP, the speech recognition device, the wireless communication interface, the GPS navigation device, the storage device and the image processing The device is integrated on an integrated circuit board.

更具体地,在所述用于自动读表的变电站巡检机器人中,采用北斗星导航设备替换所述GPS导航设备。More specifically, in the substation inspection robot for automatic meter reading, the GPS navigation device is replaced by the Big Dipper navigation device.

附图说明Description of drawings

以下将结合附图对本发明的实施方案进行描述,其中:Embodiments of the present invention will be described below in conjunction with the accompanying drawings, wherein:

图1为根据本发明实施方案示出的用于自动读表的变电站巡检机器人的结构方框图。Fig. 1 is a structural block diagram of a substation inspection robot for automatic meter reading according to an embodiment of the present invention.

图2为根据本发明实施方案示出的用于自动读表的变电站巡检机器人的语音识别设备的结构方框图。Fig. 2 is a structural block diagram of a speech recognition device for a substation inspection robot for automatic meter reading according to an embodiment of the present invention.

具体实施方式Detailed ways

下面将参照附图对本发明的用于自动读表的变电站巡检机器人的实施方案进行详细说明。The implementation of the substation inspection robot for automatic meter reading of the present invention will be described in detail below with reference to the accompanying drawings.

随着机器人技术与人工智能技术的发展,采用室外移动式机器人代替人工进行设备巡检已成为可能。With the development of robot technology and artificial intelligence technology, it has become possible to use outdoor mobile robots instead of manual equipment inspections.

巡检机器人属于电力特种机器人研究范畴,他集机电一体化、多传感器融合、导航定位、路径规划、机器视觉、智能控制,以及无线传输、电磁兼容等技术于一体。The inspection robot belongs to the research category of electric special robots. It integrates mechatronics, multi-sensor fusion, navigation and positioning, path planning, machine vision, intelligent control, wireless transmission, electromagnetic compatibility and other technologies.

巡检机器人携带了可见光摄像仪、红外热像仪、拾音器、超声波等传感器,采用磁轨迹导航,可按最优路径规划对室外高压设备进行自主或遥控巡视。通过机器视觉、红外测温、声音检测等方法,巡检机器人能采集到设备的红外热图、图像和音频等信息,并自动识别设备的热缺陷、外观异常、开关或刀闸的位置、仪表读数、油位计位置等,生成统一规范的告警事项和巡检报告,向运行人员发出告警信息,并为设备状态检修提供基础数据。The inspection robot carries sensors such as a visible light camera, an infrared thermal imager, a pickup, and an ultrasonic wave. It uses magnetic trajectory navigation and can conduct autonomous or remote inspections of outdoor high-voltage equipment according to optimal path planning. Through machine vision, infrared temperature measurement, sound detection and other methods, the inspection robot can collect information such as infrared thermal images, images, and audio of the equipment, and automatically identify thermal defects, abnormal appearance, switch or knife position, and instrumentation of the equipment. Readings, oil level gauge positions, etc., generate unified and standardized alarm items and inspection reports, send alarm information to operating personnel, and provide basic data for equipment condition maintenance.

巡检机器人系统还可接入变电站的固定视频监测点,覆盖机器人无法到达的观测死角,实现全站的视频监测。在无人值守、少人值守变电站或智能变电站,尤其在高原、寒冷等地理条件或恶劣天气条件下,巡检机器人可代替或辅助人工完成变电站设备的巡检作业。当完成巡视任务后,机器人便返回充电室自动充电。The inspection robot system can also be connected to the fixed video monitoring point of the substation, covering the observation blind spot that the robot cannot reach, and realizing the video monitoring of the whole station. In unattended, few-person-attended substations or smart substations, especially in plateau, cold and other geographical conditions or severe weather conditions, inspection robots can replace or assist manual inspections of substation equipment. After completing the inspection task, the robot returns to the charging room to recharge automatically.

本发明的用于自动读表的变电站巡检机器人,通过采用巡检机器人读表位置远端粗调和近端细调结合的方式,能够准确控制巡检机器人到达目标读表位置,同时采用更智能化的自动读表方式,保障了变电站内各种仪表设备读数的正确读取。The substation inspection robot for automatic meter reading of the present invention can accurately control the inspection robot to reach the target meter reading position by adopting the method of combining the far-end rough adjustment of the inspection robot's meter reading position and the near-end fine adjustment. The standardized automatic meter reading method ensures the correct reading of the readings of various instrumentation equipment in the substation.

图1为根据本发明实施方案示出的用于自动读表的变电站巡检机器人的结构方框图,所述巡检机器人包括GPS导航设备1、存储设备2、高清摄像设备3、图像处理设备4和TMS320LF2407A型号的数字信号处理器DSP5,所述DSP5与所述GPS导航设备1、所述存储设备2、所述图像处理设备4分别连接,所述高清摄像设备3与所述图像处理设备4连接,所述存储设备2用于预先存储各类仪表模板,以及用于预先存储每一类仪表模板的最大刻度、最小刻度和指针模型,所述高清摄像设备3用于拍摄仪表图像,所述图像处理设备4用于对所述高清摄像设备3采集的图像执行图像处理,所述DSP5基于所述GPS导航设备1和所述图像处理设备4的输出控制所述巡检机器人的行进位置和所述巡检机器人的自动读表。Fig. 1 is a structural block diagram of a substation inspection robot for automatic meter reading shown according to an embodiment of the present invention, the inspection robot includes a GPS navigation device 1, a storage device 2, a high-definition camera device 3, an image processing device 4 and The digital signal processor DSP5 of TMS320LF2407A model, described DSP5 is connected with described GPS navigation device 1, described storage device 2, described image processing device 4 respectively, and described high-definition camera device 3 is connected with described image processing device 4, The storage device 2 is used for pre-storing various instrument templates, and for pre-storing the maximum scale, minimum scale and pointer model of each type of instrument template, the high-definition camera device 3 is used for taking instrument images, and the image processing The device 4 is used to perform image processing on the images collected by the high-definition camera device 3, and the DSP5 controls the traveling position of the inspection robot and the patrol robot based on the output of the GPS navigation device 1 and the image processing device 4. Automatic meter reading of inspection robots.

接着,继续对本发明的用于自动读表的变电站巡检机器人的具体结构进行进一步的说明。Next, the specific structure of the substation inspection robot for automatic meter reading of the present invention will be further described.

参照图2,所述变电站巡检机器人还包括语音识别设备6,包括声音传感器61和语音识别芯片62,所述声音传感器61用于将现场管理人员语音转换为电信号,所述语音识别芯片62连接所述声音传感器61,用于基于所述电信号生成语音控制指令,所述语音识别芯片62采用ICRoute公司的LD3320芯片。With reference to Fig. 2, described substation inspection robot also comprises speech recognition device 6, comprises sound sensor 61 and speech recognition chip 62, and described sound sensor 61 is used for converting the speech of on-site management personnel into electric signal, and described speech recognition chip 62 The sound sensor 61 is connected to generate a voice control command based on the electrical signal, and the voice recognition chip 62 adopts the LD3320 chip of ICRoute Company.

所述变电站巡检机器人还包括无线通讯接口,与远端的变电站管理平台无线连接,以无线接收远程控制指令,所述远程控制指令包括GPS控制指令。The substation inspection robot also includes a wireless communication interface, which is wirelessly connected to a remote substation management platform to wirelessly receive remote control instructions, and the remote control instructions include GPS control instructions.

所述变电站巡检机器人还包括,机器人驱动机构,用于在所述DSP的控制下,驱动所述巡检机器人的行为动作,所述行为动作包括前进、后退、转向和跨越;直流无刷电动机,与所述机器人驱动机构连接,在所述机器人驱动机构的控制下为所述巡检机器人做出的行为动作提供动力。The substation inspection robot also includes a robot driving mechanism, which is used to drive the behaviors of the inspection robot under the control of the DSP, and the behaviors include forward, backward, turning and crossing; DC brushless motor , connected with the robot driving mechanism, under the control of the robot driving mechanism, provides power for the actions made by the inspection robot.

所述GPS导航设备1用于接收GPS导航卫星所提供、所述巡检机器人的当前GPS数据。所述存储设备2还用于存储仪表上限灰度阈值和仪表下限灰度阈值,所述仪表上限灰度阈值和所述仪表下限灰度阈值用于将图像中的仪表表盘与背景分离。所述高清摄像设备3的采集分辨率为1280×720。The GPS navigation device 1 is used to receive current GPS data of the inspection robot provided by GPS navigation satellites. The storage device 2 is also used to store the upper gray threshold of the meter and the lower gray threshold of the meter, and the upper gray threshold of the meter and the lower gray threshold of the meter are used to separate the meter dial in the image from the background. The acquisition resolution of the high-definition camera device 3 is 1280×720.

所述图像处理设备4还包括中值滤波单元、预处理单元、目标识别单元、模板匹配单元和指针位置确定单元。The image processing device 4 further includes a median filter unit, a preprocessing unit, a target recognition unit, a template matching unit and a pointer position determination unit.

所述中值滤波单元与所述高清摄像设备3连接,用于对所述仪表图像滤波以输出滤波图像,所述预处理单元与所述中值滤波单元连接,用于对所述滤波图像进行灰度化处理以输出灰度化图像,所述目标识别单元与所述预处理单元和所述存储设备2分别连接,将所述灰度化图像中灰度值在所述仪表上限灰度阈值和所述仪表下限灰度阈值之间的像素识别并组成仪表表盘子图像,所述模板匹配单元与所述目标识别单元和所述存储设备2分别连接,基于所述仪表表盘子图像在所述存储设备存储的各类仪表模板中查询匹配的目标仪表模板,给出所述目标仪表模板的最大刻度、最小刻度和指针模型。The median filtering unit is connected to the high-definition camera device 3 for filtering the instrument image to output a filtered image, and the preprocessing unit is connected to the median filtering unit for performing filtering on the filtered image Grayscale processing to output a grayscale image, the target recognition unit is connected to the preprocessing unit and the storage device 2 respectively, and the grayscale value in the grayscale image is within the upper limit grayscale threshold of the instrument The pixels between the gray threshold of the meter and the lower limit of the meter are identified and composed of a meter panel sub-image, and the template matching unit is connected to the target recognition unit and the storage device 2 respectively, based on the meter panel sub-image in the The matching target instrument template is queried from various instrument templates stored in the storage device, and the maximum scale, minimum scale and pointer model of the target instrument template are given.

所述指针位置确定单元与所述目标识别单元和所述模板匹配单元分别连接,基于所述仪表表盘子图像识别所述仪表表盘子图像中与所述指针模型匹配的仪表指针,计算识别到的仪表指针与水平方向的指针角度,分别计算所述最大刻度和所述最小刻度与水平方向的最大刻度角度和最小刻度角度,根据指针角度在最大刻度角度和最小刻度角度之间的数值位置,确定仪表读数。The pointer position determination unit is respectively connected to the target recognition unit and the template matching unit, identifies the meter pointer in the meter dial sub-image that matches the pointer model based on the meter dial sub-image, and calculates the identified Meter pointer and the pointer angle in the horizontal direction, respectively calculate the maximum scale angle and the minimum scale angle between the maximum scale and the minimum scale and the horizontal direction, and determine according to the numerical position of the pointer angle between the maximum scale angle and the minimum scale angle meter reading.

所述DSP5与所述语音识别设备6、所述无线通讯接口、所述机器人驱动机构、所述GPS导航设备1、所述存储设备2和所述图像处理设备4分别连接,根据所述语音控制指令或所述远程控制指令控制所述机器人驱动机构,所述DSP5接收所述图像处理设备4发送的仪表读数,并将所述仪表读数通过所述无线通讯接口转发到所述变电站管理平台,所述DSP5控制所述存储设备2的数据存储,所述远程控制指令用于粗调所述巡检机器人行进到目标读表位置,所述语音控制指令用于细调所述巡检机器人行进到目标读表位置。Said DSP5 is respectively connected with said speech recognition device 6, said wireless communication interface, said robot drive mechanism, said GPS navigation device 1, said storage device 2 and said image processing device 4, and controls according to said voice instructions or the remote control instructions to control the robot drive mechanism, the DSP5 receives the meter readings sent by the image processing device 4, and forwards the meter readings to the substation management platform through the wireless communication interface, so The DSP5 controls the data storage of the storage device 2, the remote control instruction is used to roughly adjust the inspection robot to travel to the target meter reading position, and the voice control instruction is used to fine-tune the inspection robot to travel to the target reading position.

其中,所述DSP5无线接收所述变电站管理平台发送的GPS控制指令,所述GPS控制指令包括目标GPS数据,所述DSP5控制所述机器人驱动机构行进到所述GPS导航设备1发送的当前GPS数据匹配所述目标GPS数据的位置;所述DSP5在接收到所述无线通讯接口转发的所述变电站管理平台成功收到仪表读数的返回指令时,控制所述巡检机器人的工作指示灯按预定频率闪烁预定次数,以提示现场管理人员。Wherein, the DSP5 wirelessly receives the GPS control instruction sent by the substation management platform, the GPS control instruction includes target GPS data, and the DSP5 controls the robot driving mechanism to travel to the current GPS data sent by the GPS navigation device 1 Match the position of the target GPS data; the DSP5 controls the working indicator light of the inspection robot to press a predetermined frequency when receiving the return instruction of the meter readings successfully received by the substation management platform forwarded by the wireless communication interface. Blink for a predetermined number of times to prompt on-site management personnel.

其中,所述变电站巡检机器人还可以包括可充电锂电池,为所述巡检机器人提供供电电源,所述无线通讯接口可选为WiFi无线通信接口、ZigBee无线通信接口和GPRS无线通信接口中的一种,为了提高集成度,可选择将所述DSP5与所述语音识别设备6、所述无线通讯接口、所述GPS导航设备1、所述存储设备2和所述图像处理设备4集成在一块集成电路板上,以及在所述变电站巡检机器人中,可采用北斗星导航设备替换所述GPS导航设备1。Wherein, the substation inspection robot can also include a rechargeable lithium battery to provide power supply for the inspection robot, and the wireless communication interface can be selected as a WiFi wireless communication interface, a ZigBee wireless communication interface and a GPRS wireless communication interface. One, in order to improve the degree of integration, the DSP5 can be selected to be integrated with the speech recognition device 6, the wireless communication interface, the GPS navigation device 1, the storage device 2 and the image processing device 4 On the integrated circuit board, and in the substation inspection robot, the GPS navigation device 1 can be replaced by the Big Dipper navigation device.

另外,语音识别是一门交叉学科。近二十年来,语音识别技术取得显著进步,开始从实验室走向市场。人们预计,未来10年内,语音识别技术将进入工业、家电、通信、汽车电子、医疗、家庭服务、消费电子产品等各个领域。In addition, speech recognition is an interdisciplinary subject. In the past two decades, speech recognition technology has made remarkable progress and has begun to move from the laboratory to the market. It is expected that in the next 10 years, speech recognition technology will enter various fields such as industry, home appliances, communications, automotive electronics, medical care, home services, and consumer electronics.

语音识别技术所涉及的领域包括:信号处理、模式识别、概率论和信息论、发声机理和听觉机理、人工智能等。根据识别的对象不同,语音识别任务大体可分为3类,即孤立词识别(isolatedwordrecognition),关键词识别(或称关键词检出,keywordspotting)和连续语音识别。其中,孤立词识别的任务是识别事先已知的孤立的词,如“开机”、“关机”等;连续语音识别的任务则是识别任意的连续语音,如一个句子或一段话;连续语音流中的关键词检测针对的是连续语音,但他并不识别全部文字,而只是检测已知的若干关键词在何处出现,如在一段话中检测“计算机”、“世界”这两个词。The fields involved in speech recognition technology include: signal processing, pattern recognition, probability theory and information theory, vocal mechanism and auditory mechanism, artificial intelligence, etc. According to different recognition objects, speech recognition tasks can be roughly divided into three categories, namely, isolated word recognition (isolated word recognition), keyword recognition (or keyword detection, keywordspotting) and continuous speech recognition. Among them, the task of isolated word recognition is to identify isolated words known in advance, such as "power on", "shut down" and so on; the task of continuous speech recognition is to recognize any continuous speech, such as a sentence or a paragraph; continuous speech flow The keyword detection in is aimed at continuous speech, but it does not recognize all the text, but only detects where some known keywords appear, such as detecting the words "computer" and "world" in a paragraph .

根据针对的发音人,可以把语音识别技术分为特定人语音识别和非特定人语音识别,前者只能识别一个或几个人的语音,而后者则可以被任何人使用。显然,非特定人语音识别系统更符合实际需要,但他要比针对特定人的识别困难得多。According to the target speaker, speech recognition technology can be divided into specific speech recognition and non-specific speech recognition. The former can only recognize the speech of one or several people, while the latter can be used by anyone. Obviously, the non-person-specific speech recognition system is more in line with actual needs, but it is much more difficult than the recognition for specific people.

另外,根据语音设备和通道,可以分为桌面(PC)语音识别、电话语音识别和嵌入式设备(手机、PDA等)语音识别。不同的采集通道会使人的发音的声学特性发生变形,因此需要构造各自的识别系统。In addition, according to voice devices and channels, it can be divided into desktop (PC) voice recognition, telephone voice recognition and embedded device (mobile phone, PDA, etc.) voice recognition. Different acquisition channels will deform the acoustic characteristics of human pronunciation, so it is necessary to construct their own recognition systems.

语音识别的应用领域非常广泛,常见的应用系统有:语音输入系统,相对于键盘输入方法,他更符合人的日常习惯,也更自然、更高效。语音控制系统,相对于手动控制来说更加快捷、方便,可以用在诸如工业控制、语音拨号系统、智能家电、声控智能玩具等许多领域。Speech recognition has a wide range of applications. Common application systems include: speech input system, which is more in line with people's daily habits and more natural and efficient than the keyboard input method. Compared with manual control, the voice control system is faster and more convenient, and can be used in many fields such as industrial control, voice dialing system, smart home appliances, and voice-activated smart toys.

另外,数字信号处理器(DSP,即DigitalSignalProcessor)是进行数字信号处理的专用芯片,是伴随着微电子学、数字信号处理技术、计算机技术的发展而产生的新器件。数字信号处理器并非只局限于音视频层面,他广泛的应用于通信与信息系统、信号与信息处理、自动控制、雷达、军事、航空航天、医疗、家用电器等许多领域。以往是采用通用的微处理器来完成大量数字信号处理运算,速度较慢,难以满足实际需要;而同时使用位片式微处理器和快速并联乘法器,曾经是实现数字信号处理的有效途径,但此方法器件较多,逻辑设计和程序设计复杂,耗电较大,价格昂贵。数字信号处理器DSP的出现,很好的解决了上述问题。DSP可以快速的实现对信号的采集、变换、滤波、估值、增强、压缩、识别等处理,以得到符合人们需要的信号形式。In addition, a digital signal processor (DSP, DigitalSignalProcessor) is a dedicated chip for digital signal processing, and is a new device produced with the development of microelectronics, digital signal processing technology, and computer technology. Digital signal processors are not limited to audio and video, they are widely used in communication and information systems, signal and information processing, automatic control, radar, military, aerospace, medical, household appliances and many other fields. In the past, general-purpose microprocessors were used to complete a large number of digital signal processing operations, which was slow and difficult to meet actual needs; while using bit-slice microprocessors and fast parallel multipliers at the same time was an effective way to achieve digital signal processing, but This method has many devices, complex logic design and program design, large power consumption and high price. The emergence of digital signal processor DSP, a good solution to the above problems. DSP can quickly realize the processing of signal acquisition, transformation, filtering, evaluation, enhancement, compression, identification, etc., so as to obtain the signal form that meets people's needs.

采用本发明的用于自动读表的变电站巡检机器人,针对现有变电站巡检机器人的行进位置控制模式单一、自动读表精度不高的技术问题,利用网络技术和语音识别技术,将远程位置控制和近程位置控制结合,保障巡检机器人能够准确到达预定读表位置,另外,改造现有的自动读表技术,采用更智能化的图像处理方式实现高精度、高兼容性的自动读表,提高了变电站巡检机器人的工作效率。The substation inspection robot for automatic meter reading of the present invention aims at the technical problems that the existing substation inspection robot has a single travel position control mode and low automatic meter reading accuracy. The combination of control and short-range position control ensures that the inspection robot can accurately reach the predetermined meter reading position. In addition, the existing automatic meter reading technology is transformed, and a more intelligent image processing method is adopted to achieve high-precision, high-compatibility automatic meter reading , which improves the work efficiency of the substation inspection robot.

可以理解的是,虽然本发明已以较佳实施例披露如上,然而上述实施例并非用以限定本发明。对于任何熟悉本领域的技术人员而言,在不脱离本发明技术方案范围情况下,都可利用上述揭示的技术内容对本发明技术方案做出许多可能的变动和修饰,或修改为等同变化的等效实施例。因此,凡是未脱离本发明技术方案的内容,依据本发明的技术实质对以上实施例所做的任何简单修改、等同变化及修饰,均仍属于本发明技术方案保护的范围内。It can be understood that although the present invention has been disclosed above with preferred embodiments, the above embodiments are not intended to limit the present invention. For any person skilled in the art, without departing from the scope of the technical solution of the present invention, the technical content disclosed above can be used to make many possible changes and modifications to the technical solution of the present invention, or be modified into equivalent changes, etc. effective example. Therefore, any simple modifications, equivalent changes and modifications made to the above embodiments according to the technical essence of the present invention, which do not deviate from the technical solution of the present invention, still fall within the protection scope of the technical solution of the present invention.

Claims (4)

1. the Intelligent Mobile Robot for automatic meter reading, it is characterized in that, described crusing robot comprises GPS navigation equipment, memory device, high-definition camera equipment, the digital signal processor DSP of image processing equipment and TMS320LF2407A model, described memory device is used for prestoring all kinds of instrument template, and for prestoring the maximum scale of each class instrument template, minimum scale and pointer model, described high-definition camera equipment is for taking Instrument image, described image processing equipment and described high-definition camera equipment connection are to perform image procossing, described DSP is connected with described GPS navigation equipment the advanced positions controlling described crusing robot, also be connected respectively with described memory device and described image processing equipment, for controlling the automatic meter reading of described crusing robot.
2., as claimed in claim 1 for the Intelligent Mobile Robot of automatic meter reading, it is characterized in that, described crusing robot also comprises:
Speech recognition apparatus, comprise sound transducer and voice recognition chip, it is electric signal that described sound transducer is used for site administrator's speech conversion, described voice recognition chip connects described sound transducer, for generating phonetic control command based on described electric signal, described voice recognition chip adopts the LD3320 chip of ICRoute company;
Wireless communication interface, with the transformer substation pipe platform wireless connections of far-end, with wireless receiving remote control commands, described remote control commands comprises GPS steering order;
Robot driving mechanism, under the control of described DSP, drives the behavior act of described crusing robot, and described behavior act comprises advance, retreats, turns to and cross over;
DC Brushless Motor, is connected with described robot driving mechanism, and the behavior act made for described crusing robot under the control of described robot driving mechanism provides power;
Described GPS navigation equipment for receive GPS navigation satellite provide, the Current GPS data of described crusing robot;
Described memory device is also for stores meter upper limit gray threshold and instrument lower limit gray threshold, and described instrument upper limit gray threshold and described instrument lower limit gray threshold are used for the instrument dial plate in image and background separation;
The acquisition resolution of described high-definition camera equipment is 1280 × 720;
Described image processing equipment also comprises median filter unit, pretreatment unit, object-recognition unit, template matches unit and pointer position determining unit, described median filter unit and described high-definition camera equipment connection, for to described Instrument image filtering with output filtering image, described pretreatment unit is connected with described median filter unit, for carrying out gray processing process with output gray level image to described filtering image, described object-recognition unit is connected respectively with described pretreatment unit and described memory device, the pixel identification of gray-scale value in described gray level image between described instrument upper limit gray threshold and described instrument lower limit gray threshold is formed instrument plate image, described template matches unit is connected respectively with described object-recognition unit and described memory device, the target instrument template of match query in all kinds of instrument templates stored at described memory device based on described instrument plate image, provide the maximum scale of described target instrument template, minimum scale and pointer model, described pointer position determining unit is connected respectively with described object-recognition unit and described template matches unit, based in instrument plate image described in the image recognition of described instrument plate with the gauge pointer of described pointer Model Matching, calculate the pointer angle of gauge pointer and the horizontal direction recognized, calculate maximum scale angle and the minimum scale angle of described maximum scale and described minimum scale and horizontal direction respectively, according to the numerical value position of pointer angle between maximum scale angle and minimum scale angle, determine meter reading,
Described DSP and described speech recognition apparatus, described wireless communication interface, described robot driving mechanism, described GPS navigation equipment, described memory device is connected respectively with described image processing equipment, described robot driving mechanism is controlled according to described phonetic control command or described remote control commands, described DSP receives the meter reading that described image processing equipment sends, and described meter reading is forwarded to described transformer substation pipe platform by described wireless communication interface, the data that described DSP controls described memory device store, described remote control commands is used for crusing robot described in coarse adjustment and advances to target meter reading position, described phonetic control command is used for crusing robot described in fine tuning and advances to target meter reading position,
Wherein, the GPS steering order that transformer substation pipe platform described in described DSP wireless receiving sends, described GPS steering order comprises target gps data, and described DSP controls described robot driving mechanism and advances to the position of target gps data described in Current GPS Data Matching that described GPS navigation equipment sends;
Wherein, described DSP is when the described transformer substation pipe platform receiving the forwarding of described wireless communication interface successfully receives the link order of meter reading, the relay indicating light controlling described crusing robot to glimmer pre-determined number by preset frequency, to point out site administrator.
3., as claimed in claim 2 for the Intelligent Mobile Robot of automatic meter reading, it is characterized in that, described system also comprises:
Chargeable lithium cell, for described crusing robot provides power supply.
4., as claimed in claim 2 for the Intelligent Mobile Robot of automatic meter reading, it is characterized in that:
Described wireless communication interface is the one in WiFi wireless communication interface, ZigBee wireless communication interface and GPRS wireless communication interface.
CN201510358371.1A 2014-11-27 2014-11-27 For the Intelligent Mobile Robot of automatic meter reading Expired - Fee Related CN105094128B (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201410706231.4A CN104597903B (en) 2014-11-27 2014-11-27 Transformer substation routing inspection robot for automatic meter reading

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
CN201410706231.4A Division CN104597903B (en) 2014-11-27 2014-11-27 Transformer substation routing inspection robot for automatic meter reading

Publications (2)

Publication Number Publication Date
CN105094128A true CN105094128A (en) 2015-11-25
CN105094128B CN105094128B (en) 2016-04-27

Family

ID=53123758

Family Applications (3)

Application Number Title Priority Date Filing Date
CN201410706231.4A Active CN104597903B (en) 2014-11-27 2014-11-27 Transformer substation routing inspection robot for automatic meter reading
CN201510358371.1A Expired - Fee Related CN105094128B (en) 2014-11-27 2014-11-27 For the Intelligent Mobile Robot of automatic meter reading
CN201510357723.1A Expired - Fee Related CN105045262B (en) 2014-11-27 2014-11-27 For the Intelligent Mobile Robot of automatic meter reading

Family Applications Before (1)

Application Number Title Priority Date Filing Date
CN201410706231.4A Active CN104597903B (en) 2014-11-27 2014-11-27 Transformer substation routing inspection robot for automatic meter reading

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN201510357723.1A Expired - Fee Related CN105045262B (en) 2014-11-27 2014-11-27 For the Intelligent Mobile Robot of automatic meter reading

Country Status (1)

Country Link
CN (3) CN104597903B (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104597903A (en) * 2014-11-27 2015-05-06 无锡北斗星通信息科技有限公司 Transformer substation routing inspection robot for automatic meter reading
CN110618436A (en) * 2019-04-04 2019-12-27 中国石油大学(北京) Inspection method, device and equipment based on instant positioning and map construction
CN112670875A (en) * 2020-12-04 2021-04-16 国网山东省电力公司滨州供电公司 Inspection platform for transformer substation and inspection method for pointer instrument
CN114136319A (en) * 2021-11-10 2022-03-04 浙江天铂云科光电股份有限公司 Navigation method and device for infrared chart shooting of substation equipment

Families Citing this family (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105259899A (en) * 2015-12-01 2016-01-20 国网重庆市电力公司电力科学研究院 A control system for substation inspection robot
CN106020086A (en) * 2016-07-07 2016-10-12 苏州华安普电力科技股份有限公司 Unattended transformer substation monitoring system based on voice control
CN106323294B (en) * 2016-11-04 2023-06-09 新疆大学 Positioning method and positioning device for substation inspection robot
CN106444778B (en) * 2016-11-08 2019-11-08 昆明理工大学 Self-control tracking car system based on embedded image processing instrument cabinet lighting
CN107036642B (en) * 2017-04-12 2020-10-09 中国电力科学研究院 A method for performing meter inspection performance test on a substation intelligent inspection robot
CN107713145A (en) * 2017-07-29 2018-02-23 国网江西省电力公司电力科学研究院 A kind of intelligent safety helmet and method for being used for power transformation tour and grid switching operation
CN108890657B (en) * 2018-07-11 2022-01-28 清华大学合肥公共安全研究院 Intelligent inspection robot for power distribution room
CN109407664B (en) * 2018-09-26 2022-08-19 托马斯智通机器人技术(常州)有限公司 Automatic meter reading robot for transformer substation
CN109202965B (en) * 2018-10-23 2020-09-25 深圳市朗驰欣创科技股份有限公司 Anti-collision system for camera of transformer substation inspection robot
CN109711400A (en) * 2018-11-06 2019-05-03 华中科技大学 A kind of electric power inspection method and device for recognizing the reading of analog pointer meter
CN112906681A (en) * 2019-12-04 2021-06-04 杭州海康威视数字技术股份有限公司 Meter reading method and device, electronic equipment and storage medium
CN112991571A (en) * 2020-03-25 2021-06-18 长扬科技(北京)有限公司 Inspection method, inspection device, computer equipment and storage medium
CN111639795B (en) * 2020-05-19 2024-01-23 深圳供电局有限公司 Intelligent inspection task planning method for substation robot
CN111768512A (en) * 2020-05-26 2020-10-13 同济大学 A production line inspection robot and inspection method
CN113138600A (en) * 2021-05-21 2021-07-20 四川农业大学 Intelligent meter checking robot system and working method thereof
CN114119464B (en) * 2021-10-08 2023-06-16 厦门微亚智能科技有限公司 Deep learning-based lithium battery cell top cover weld appearance detection method
CN113791626A (en) * 2021-11-12 2021-12-14 南方电网数字电网研究院有限公司 Power inspection method and device, quadruped robot, system and storage medium

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2006155146A (en) * 2004-11-29 2006-06-15 Toshiba Corp Movement control device and movement control method
CN102280826A (en) * 2011-07-30 2011-12-14 山东鲁能智能技术有限公司 Intelligent robot inspection system and intelligent robot inspection method for transformer station
CN103092151A (en) * 2012-12-09 2013-05-08 上海赛特康新能源科技有限公司 Transformer substation intelligent tour-inspection device
CN204229230U (en) * 2014-11-27 2015-03-25 无锡北斗星通信息科技有限公司 For the Intelligent Mobile Robot of automatic meter reading
CN104597903A (en) * 2014-11-27 2015-05-06 无锡北斗星通信息科技有限公司 Transformer substation routing inspection robot for automatic meter reading

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2006155146A (en) * 2004-11-29 2006-06-15 Toshiba Corp Movement control device and movement control method
CN102280826A (en) * 2011-07-30 2011-12-14 山东鲁能智能技术有限公司 Intelligent robot inspection system and intelligent robot inspection method for transformer station
CN103092151A (en) * 2012-12-09 2013-05-08 上海赛特康新能源科技有限公司 Transformer substation intelligent tour-inspection device
CN204229230U (en) * 2014-11-27 2015-03-25 无锡北斗星通信息科技有限公司 For the Intelligent Mobile Robot of automatic meter reading
CN104597903A (en) * 2014-11-27 2015-05-06 无锡北斗星通信息科技有限公司 Transformer substation routing inspection robot for automatic meter reading
CN105045262A (en) * 2014-11-27 2015-11-11 马金环 Inspection robot in transformer substation able to fulfill automatic meter reading

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104597903A (en) * 2014-11-27 2015-05-06 无锡北斗星通信息科技有限公司 Transformer substation routing inspection robot for automatic meter reading
CN105045262A (en) * 2014-11-27 2015-11-11 马金环 Inspection robot in transformer substation able to fulfill automatic meter reading
CN104597903B (en) * 2014-11-27 2017-02-22 国网浙江杭州市萧山区供电公司 Transformer substation routing inspection robot for automatic meter reading
CN110618436A (en) * 2019-04-04 2019-12-27 中国石油大学(北京) Inspection method, device and equipment based on instant positioning and map construction
CN112670875A (en) * 2020-12-04 2021-04-16 国网山东省电力公司滨州供电公司 Inspection platform for transformer substation and inspection method for pointer instrument
CN114136319A (en) * 2021-11-10 2022-03-04 浙江天铂云科光电股份有限公司 Navigation method and device for infrared chart shooting of substation equipment
CN114136319B (en) * 2021-11-10 2024-07-23 浙江天铂云科光电股份有限公司 Navigation method and device for shooting infrared heat map of substation equipment

Also Published As

Publication number Publication date
CN104597903B (en) 2017-02-22
CN105094128B (en) 2016-04-27
CN104597903A (en) 2015-05-06
CN105045262B (en) 2016-04-27
CN105045262A (en) 2015-11-11

Similar Documents

Publication Publication Date Title
CN105094128B (en) For the Intelligent Mobile Robot of automatic meter reading
CN204229230U (en) For the Intelligent Mobile Robot of automatic meter reading
CN104410829B (en) A kind of method of automatic meter reading
CN102156180B (en) System and method for monitoring and forecasting regional visibility
CN206420863U (en) A kind of long-range water quality detection unmanned boat
CN211375602U (en) Mobile intelligent noise live-action cloud picture modeling system for transformer substation
CN204010053U (en) A kind of portable network patrols spot check terminal
CN204964493U (en) Wireless remote sea water quality of water environment measuring equipment
CN107014971B (en) Underwater hiding-machine buoy base station with efficient charging and remote data transmission function
CN202693819U (en) Thunder and lightning early warning system
CN202870320U (en) Hand-held meteorological information acquisition instrument
CN103792939A (en) Absolute value encoder signal measuring and control instrument and detection method thereof
CN103196373B (en) A kind of automatic testing method of battery plus-negative plate terminal lug length
CN103196383B (en) A kind of automatic testing method of battery pole ear centre distance
CN105867226B (en) Field biological detection and early warning system
CN207333896U (en) A kind of Remote control valve based on the NB-IoT communication technologys
CN109780451B (en) Power plant speed regulator oil circuit inspection method based on machine vision
CN203428334U (en) Intelligent ammeter cabinet
CN106643871B (en) A trap leak detection module
CN113074797A (en) Water level measuring device without water gauge and water level calibration method
CN203799033U (en) Integrated testing system of meteorological station
CN106092201A (en) A kind of wheeled gas well crusing robot
CN105974169A (en) Robot capable of reading outdoor electric energy meter
CN116404746A (en) An intelligent inspection and early warning system for substation equipment
CN107798854A (en) A kind of ammeter long-distance monitoring method based on image recognition

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C41 Transfer of patent application or patent right or utility model
CB03 Change of inventor or designer information

Inventor after: Wang Deyun

Inventor after: Liu Xingmin

Inventor before: The inventor has waived the right to be mentioned

COR Change of bibliographic data
TA01 Transfer of patent application right

Effective date of registration: 20160310

Address after: 274500, No. 121 East Street, Dongming County, Shandong, Heze

Applicant after: STATE GRID SHANDONG DONGMING POWER SUPPLY COMPANY

Applicant after: Wang Deyun

Address before: 264003 Jerry Road, Laishan District, Shandong, Yantai, China, 18

Applicant before: Fan Xusheng

C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20160427

Termination date: 20161127

CF01 Termination of patent right due to non-payment of annual fee