CN103257627A - Control system and control method of Internet of things based on computer vision - Google Patents
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Abstract
一种基于计算机视觉的控制系统及方法,系统包含一个嵌入式计算机、嵌入式计算机的各信号端分别连接至少一个摄像头、一个物联网协调器、一个有线路由器和/或一个无线路由器、一个电磁锁、一个开关门装置、一个麦克风、一个扬声器,基于上述控制系统的控制方法,控制系统提供摄像头采集视频信号,嵌入式计算机中的图像识别软件可进行身份识别、状态识别、特征识别、表情识别、身体语言识别,完成识别后,根据设定的控制方案对物联网产品进行控制,实现开锁、开门、开灯、开空调、报警等操作,也可通过上网手机或计算机来实现上述控制,本发明提高人们生活和工作的便利。
A control system and method based on computer vision, the system includes an embedded computer, each signal end of the embedded computer is respectively connected to at least one camera, an Internet of Things coordinator, a wired router and/or a wireless router, and an electromagnetic lock , a door switch, a microphone, and a speaker. Based on the control method of the above control system, the control system provides a camera to collect video signals, and the image recognition software in the embedded computer can perform identity recognition, state recognition, feature recognition, expression recognition, Body language recognition. After the recognition is completed, the Internet of Things products are controlled according to the set control plan to realize operations such as unlocking, opening the door, turning on the light, turning on the air conditioner, and alarming. The above control can also be realized through a mobile phone or computer connected to the Internet. Improve the convenience of people's life and work.
Description
技术领域 technical field
本发明涉及物联网控制领域,特别涉及一种基于计算机视觉的控制系统及方法,物联网摄像头根据图像识别结果对相关物联网单元进行控制。 The invention relates to the field of Internet of Things control, in particular to a computer vision-based control system and method, in which an Internet of Things camera controls related Internet of Things units according to image recognition results. the
背景技术 Background technique
图像所包含信息的丰富多样性决定了摄像头应用领域的广泛性。物联网已经进入开始人们的生活中,摄像头作为物联网中一个传感器,其作用尚未得到充分的发挥。 The rich diversity of information contained in the image determines the breadth of the application field of the camera. The Internet of Things has entered people's lives, and the camera, as a sensor in the Internet of Things, has not yet been fully utilized. the
发明内容 Contents of the invention
为了克服上述现有技术的缺陷,本发明的目的在于提供一种基于计算机视觉的控制系统及方法,可以通过单目(单个摄像头)或双目(双摄像头)视觉,来实现身份识别、状态识别、特征识别、表情识别等等,进而根据识别结果控制自动控制物联网中的其它单元,以提高人们生活和工作的便利。 In order to overcome the defects of the above-mentioned prior art, the object of the present invention is to provide a control system and method based on computer vision, which can realize identity recognition and state recognition through monocular (single camera) or binocular (dual camera) vision , feature recognition, facial expression recognition, etc., and then control and automatically control other units in the Internet of Things according to the recognition results, so as to improve the convenience of people's life and work. the
为达到以上目的,本发明是采取如下技术方案予以实现的: To achieve the above object, the present invention is achieved by taking the following technical solutions:
一种基于计算机视觉的控制系统,包含一个嵌入式计算机、嵌入式计算机的各信号端分别连接至少一个摄像头、一个物联网协调器、一个有线路由器和/或一个无线路由器、一个电磁锁、一个开关门装置、一个麦克风、一个扬声器。 A control system based on computer vision, comprising an embedded computer, each signal end of the embedded computer is respectively connected to at least one camera, an IoT coordinator, a wired router and/or a wireless router, an electromagnetic lock, and a switch door mechanism, a microphone, and a speaker. the
基于上述控制系统的控制方法,其特征在于,包括以下步骤: The control method based on the above-mentioned control system is characterized in that, comprising the following steps:
步骤一、根据需求选择一个或多个物联网产品,物联网产品包括物联网电源开关、物联网空调控制器、物联网门锁、物联网开关门控制器、物联网电脑开机装置和物联网报警装置;嵌入式计算机通过物联网协调器与各物联网产品通信,向物联网产品发送控制信号并接收物联网产品发回的状态信号; Step 1. Select one or more IoT products according to the needs. IoT products include IoT power switch, IoT air conditioner controller, IoT door lock, IoT switch door controller, IoT computer boot device and IoT alarm Device; the embedded computer communicates with each IoT product through the IoT coordinator, sends a control signal to the IoT product and receives the status signal sent back by the IoT product;
步骤二、嵌入式计算机中包含视频图像识别软件,实现平面图像即对应于单目视觉或立体图像即对应于双目视觉识别,具体有以下几类识别功能:身份识别、状态识别、特征识别、表情识别、身体语言识别;所述的嵌入式计算机中还包含控制功能设置软件,使用户可以通过连入互联网的手机或计 算机来设定所述智能控制装置的控制方案, Step 2. The embedded computer contains video image recognition software, so that plane images correspond to monocular vision or stereo images correspond to binocular vision recognition. Specifically, there are the following types of recognition functions: identity recognition, state recognition, feature recognition, expression recognition, body language recognition; the embedded computer also includes control function setting software, so that the user can set the control scheme of the intelligent control device through a mobile phone or computer connected to the Internet,
控制方案包含两项内容,一是嵌入式计算机采集到图像后进行哪一类识别,识别类型包括:身份识别、状态识别、特征识别、表情识别和身体语言识别;二是识别完成后进行哪一种控制操作,控制操作有三类,第一类是直接控制操作,具体包括以下几种:开锁、关锁、开门、关门、语音提示、语音报警;第二类是通过物联网协调器发送控制命令来控制物联网产品进行功能操作,具体包括以下几种:物联网电源开关的开和关;物联网空调控制器的控制操作,包括开、关、运行模式设定、温度设定和风量设定;物联网门锁的开和关;物联网开关门控制器控制的开门和关门;物联网电脑开机装置控制电脑开机、物联网报警装置的报警;第三类是通过互联网进行的操作,具体包括以下几种:通过互联网向指定的手机或计算机发送图像或视频信号、通过互联网实现主人与造访者之间的双向语音联络、通过互联网报警、通过互联网操作计算机播放音乐; The control scheme includes two items, one is which type of recognition is performed after the embedded computer collects the image, and the types of recognition include: identity recognition, status recognition, feature recognition, expression recognition and body language recognition; There are three types of control operations. The first type is direct control operation, which specifically includes the following: unlocking, closing, opening, closing, voice prompts, and voice alarms; the second type is sending control commands through the IoT coordinator To control the functional operation of the IoT products, including the following: the opening and closing of the IoT power switch; the control operation of the IoT air conditioner controller, including opening, closing, operating mode setting, temperature setting and air volume setting The opening and closing of the door lock of the Internet of Things; the opening and closing of the door controlled by the switch door controller of the Internet of Things; The following types: send images or video signals to designated mobile phones or computers through the Internet, realize two-way voice communication between the owner and visitors through the Internet, alarm through the Internet, and operate computers to play music through the Internet;
上述三类控制操作由基于计算机视觉的控制系统根据设定的控制方案自动控制完成,或者由手机或计算机通过互联网经密码认证后向控制系统发送命令来控制完成; The above three types of control operations are automatically controlled by the computer vision-based control system according to the set control scheme, or the mobile phone or computer sends commands to the control system after password authentication through the Internet;
步骤三、安装在家庭、公寓、车库或办公室门口的摄像头,对到达门口的人进行身份识别,根据识别结果进行下一步操作:若是主人则开锁/开门,并根据设定的控制方案来进行开灯、开空调、开电脑、播放音乐等操作;若不是主人则通知主人,并根据主人的指令或开门、或询问、或报警;安装在车库门口的摄像头还可对车牌进行识别,对于设定的车牌号可以控制开启车库门;所述的摄像头也可以安装在保险柜前,对开启保险柜者进行身份识别,若不是主人则通知主人并报警。 Step 3. The camera installed at the door of the home, apartment, garage or office, identifies the person who arrives at the door, and proceeds to the next step according to the recognition result: if the owner is the owner, unlock/open the door, and open it according to the set control plan lights, turn on the air conditioner, turn on the computer, play music, etc.; if it is not the owner, notify the owner, and open the door, or ask, or call the police according to the owner's instructions; the camera installed at the garage door can also recognize the license plate. The license plate number can control the opening of the garage door; the camera can also be installed in front of the safe to identify the person who opens the safe, and if it is not the owner, the owner will be notified and the police will be called. the
本发明的优点如下: The advantages of the present invention are as follows:
(1)通过计算机视觉功能,能过实现自动开门、开灯、开空调、开加湿器、开饮水机、开电脑、播放音乐等一系列的操作,大大增加了生活的便利。 (1) Through the computer vision function, a series of operations such as automatically opening the door, turning on the lights, turning on the air conditioner, turning on the humidifier, turning on the water dispenser, turning on the computer, and playing music can be realized, which greatly increases the convenience of life. the
(2)通过计算机视觉功能,能实现随时了解家庭安全状况和客人造访情况,能及时报警,有利于安全。 (2) Through the computer vision function, it is possible to know the security situation of the home and the visiting situation of the guests at any time, and to call the police in time, which is conducive to safety. the
(3)通过手机(或计算机),用户可以随时随地对家中的各种电源进行控制,有利于节能。 (3) Through mobile phones (or computers), users can control various power sources at home anytime and anywhere, which is conducive to energy saving. the
附图说明 Description of drawings
图1为本发明方法的智能控制装置原理框图。 Fig. 1 is the functional block diagram of the intelligent control device of the method of the present invention. the
图2为本发明方法的家居应用实例框图。 Fig. 2 is a block diagram of a household application example of the method of the present invention. the
图3为本发明方法的安全报警应用实例框图。 Fig. 3 is a block diagram of a safety alarm application example of the method of the present invention. the
具体实施方式Detailed ways
下面结合附图对本发明做详细叙述。 The present invention is described in detail below in conjunction with accompanying drawing. the
参照图1,一种基于计算机视觉的控制系统,包含一个嵌入式计算机、嵌入式计算机的各信号端分别连接至少一个摄像头、一个物联网协调器、一个有线路由器和/或一个无线路由器、一个电磁锁、一个开关门装置、一个麦克风、一个扬声器。 Referring to Figure 1, a control system based on computer vision includes an embedded computer, and each signal terminal of the embedded computer is respectively connected to at least one camera, an Internet of Things coordinator, a wired router and/or a wireless router, and an electromagnetic A lock, a door opening mechanism, a microphone, a speaker. the
基于上述控制系统的控制方法,其特征在于,包括以下步骤: The control method based on the above-mentioned control system is characterized in that, comprising the following steps:
步骤一、根据需求选择一个或多个物联网产品,物联网产品包括物联网电源开关、物联网空调控制器、物联网门锁、物联网开关门控制器、物联网电脑开机装置和物联网报警装置;物联网协调器通过射频信号与各物联网产品通信,向物联网产品发送控制信号并接收物联网产品发回的状态信号; Step 1. Select one or more IoT products according to the needs. IoT products include IoT power switch, IoT air conditioner controller, IoT door lock, IoT switch door controller, IoT computer boot device and IoT alarm Device; the IoT coordinator communicates with each IoT product through radio frequency signals, sends control signals to IoT products and receives status signals sent back by IoT products;
各物联网产品的功能简述如下:物联网电源开关既具有普通电源开关的功能,又能接受物联网协调器的指令,根据指令来控制电源的通断,并将电源通断状态信号返回物联网协调器;物联网空调控制器的既具有普通空调控制器的功能,又能物联网协调器的指令,根据指令来控制空调,并将空调运行状态信号返回物联网协调器;物联网门锁既具有普通门锁的手动开关功能,又能接受物联网协调器的指令,根据指令来控制门锁的开锁和关锁,并将锁的开关状态信号返回物联网协调器;物联网开关门控制器的功能是接受物联网协调器的指令,根据指令来控制门的开启或关闭,并将门的开关状态信号返回物联网协调器;物联网电脑开机装置的功能是接受物联网协调器的指令,根据指令来控制电脑的开启,并将电脑的开关机状态信号返回物联网协调器;物联网报警装置的功能是接受物联网协调器的指令,根据指令发出声光报警信号; The functions of each IoT product are briefly described as follows: The IoT power switch not only has the function of an ordinary power switch, but also can accept the instructions of the IoT coordinator, control the power on and off according to the instructions, and return the power on and off status signal to the object Networking coordinator; IoT air conditioner controller not only has the function of ordinary air conditioning controller, but also can control the air conditioner according to the instructions of the IoT coordinator, and returns the air conditioner operating status signal to the IoT coordinator; IoT door lock It not only has the manual switch function of ordinary door locks, but also accepts the instructions of the IoT coordinator, controls the unlocking and closing of the door locks according to the instructions, and returns the switch status signal of the lock to the IoT coordinator; the IoT door switch control The function of the device is to accept the instructions of the Internet of Things coordinator, control the opening or closing of the door according to the instructions, and return the switch status signal of the door to the Internet of Things coordinator; the function of the Internet of Things computer boot device is to accept the instructions of the Internet of Things coordinator, Control the opening of the computer according to the instructions, and return the computer's switch status signal to the IoT coordinator; the function of the IoT alarm device is to accept the instructions of the IoT coordinator, and send out an audible and visual alarm signal according to the instructions;
步骤二、嵌入式计算机中包含视频图像识别软件,能够实现平面图像即对应于单目视觉或立体图像即对应于双目视觉识别,具体有以下几类识别功能:①身份识别,通过人脸识别判断造访者的身份;②状态识别,通过人脸识别判断造访者状态(疲倦、兴奋等);③特征识别,通过图像识别判断汽车牌照等;④表情识别,通过人脸识别判断造访者的表情(喜怒哀乐等);⑤身 体语言识别,通过图像识别判断造访者的身体语言;所述的嵌入式计算机中还包含控制功能设置软件,使用户可以通过连入互联网的手机或计算机来设定所述智能控制装置的控制方案, Step 2. The embedded computer contains video image recognition software, which can realize that the plane image corresponds to monocular vision or the stereoscopic image corresponds to binocular vision recognition. Specifically, there are the following types of recognition functions: ① Identity recognition, through face recognition Judging the identity of the visitor; ②Status recognition, judging the state of the visitor (tired, excited, etc.) through face recognition; ③Feature recognition, judging the car license plate through image recognition; ④Expression recognition, judging the expression of the visitor through face recognition (emotions, sorrows, joys, etc.); ⑤ body language recognition, judge the visitor's body language through image recognition; the embedded computer also includes control function setting software, so that users can set Determine the control scheme of the intelligent control device,
控制方案包含两项内容,一是嵌入式计算机采集到图像后进行哪一类识别,识别类型包括:身份识别、状态识别、特征识别、表情识别和身体语言识别;二是识别完成后进行哪一种控制操作,控制操作有三类,第一类是直接控制操作,具体包括以下几种:开锁、关锁、开门、关门、语音提示、语音报警;第二类是通过物联网协调器发送控制命令来控制物联网产品进行功能操作,具体包括以下几种:物联网电源开关的开和关;物联网空调控制器的控制操作,包括开、关、运行模式设定、温度设定和风量设定;物联网门锁的开和关;物联网开关门控制器控制的开门和关门;物联网电脑开机装置控制电脑开机、物联网报警装置的报警;第三类是通过互联网进行的操作,具体包括以下几种:通过互联网向指定的手机或计算机发送图像或视频信号、通过互联网实现主人与造访者之间的双向语音联络、通过互联网报警、通过互联网操作计算机播放音乐; The control scheme includes two items, one is which type of recognition is performed after the embedded computer collects the image, and the types of recognition include: identity recognition, status recognition, feature recognition, expression recognition and body language recognition; There are three types of control operations. The first type is direct control operation, which specifically includes the following: unlocking, closing, opening, closing, voice prompts, and voice alarms; the second type is sending control commands through the IoT coordinator To control the functional operation of the IoT products, including the following: the opening and closing of the IoT power switch; the control operation of the IoT air conditioner controller, including opening, closing, operating mode setting, temperature setting and air volume setting The opening and closing of the door lock of the Internet of Things; the opening and closing of the door controlled by the switch door controller of the Internet of Things; The following types: send images or video signals to designated mobile phones or computers through the Internet, realize two-way voice communication between the owner and visitors through the Internet, alarm through the Internet, and operate computers to play music through the Internet;
上述三类控制操作由基于计算机视觉的控制系统根据设定的控制方案自动控制完成,或者由手机或计算机通过互联网经密码认证后向控制系统发送命令来控制完成; The above three types of control operations are automatically controlled by the computer vision-based control system according to the set control scheme, or the mobile phone or computer sends commands to the control system after password authentication through the Internet;
步骤三、安装在家庭、公寓、车库或办公室门口的摄像头,对到达门口的人进行身份识别,根据识别结果进行下一步操作:若是主人则开锁/开门,并根据设定的控制方案来进行开灯、开空调、开电脑、播放音乐等操作;若不是主人则通知主人,并根据主人的指令或开门、或询问、或报警;安装在车库门口的摄像头还可对车牌进行识别,对于设定的车牌号可以控制开启车库门;所述的摄像头也可以安装在保险柜前,对开启保险柜者进行身份识别,若不是主人则通知主人并报警。 Step 3. The camera installed at the door of the home, apartment, garage or office, identifies the person who arrives at the door, and proceeds to the next step according to the recognition result: if the owner is the owner, unlock/open the door, and open it according to the set control plan lights, turn on the air conditioner, turn on the computer, play music, etc.; if it is not the owner, notify the owner, and open the door, or ask, or call the police according to the owner's instructions; the camera installed at the garage door can also recognize the license plate. The license plate number can control the opening of the garage door; the camera can also be installed in front of the safe to identify the person who opens the safe, and if it is not the owner, the owner will be notified and the police will be called. the
实施例一 Embodiment one
一个基于计算机视觉的物联网控制方法家庭应用实例。 A computer vision-based IoT control method home application example. the
如图2所示,该实例中的智能控制装置采用单目视觉、无线路由器上网、省略了自动开关门装置;选用了六个物联网产品,其中三个物联网电源开关分别用于控制客厅照明灯、饮水机和加湿器,一个物联网空调控制器用来控制空调,一个物联网电脑开机装置用来控制家用电脑,一个物联网报警装置。 As shown in Figure 2, the intelligent control device in this example adopts monocular vision, wireless router access to the Internet, and omits the automatic door opening device; six IoT products are selected, and three of them are used to control the lighting of the living room. Lights, drinking fountains and humidifiers, an IoT air conditioner controller to control the air conditioner, an IoT computer boot device to control the home computer, and an IoT alarm device. the
摄像头安装在家门口,当有人到达家门口时,智能控制装置首先完成身份识别,若是主人,则控制电磁门锁开锁;控制物联网电源开关1、2、3接通客厅照明灯、饮水机、加湿器的电源;根据设定的条件控制物联网空调控制器打开空调;控制物联网电脑开机装置打开电脑;进一步进行表情识别,根据表情识别结果和事先设定的程序,通过互联网控制电脑播放与心情相适应的音乐。 The camera is installed at the door of the house. When someone arrives at the door, the intelligent control device first completes the identification. If it is the owner, it controls the electromagnetic door lock to unlock; controls the IoT power switch 1, 2, 3 to connect the living room lighting, water dispenser, humidifier Control the Internet of Things air conditioner controller to turn on the air conditioner according to the set conditions; control the Internet of Things computer boot device to turn on the computer; further carry out facial expression recognition, and control computer playback and mood through the Internet according to the facial expression recognition results and pre-set programs suitable music. the
若是客人造访,则向设定的手机或计算机中发送造访者的图像,主人通过手机或计算机可与造访者进行语音对话,由主人决定是否开锁。若造访者有异常行为(如蒙面、撬锁),主人可通过语音警告,并启动报警装置。 If a guest visits, the image of the visitor will be sent to the set mobile phone or computer, and the owner can have a voice conversation with the visitor through the mobile phone or computer, and the owner decides whether to unlock. If the visitor has abnormal behavior (such as masking, picking the lock), the owner can give a voice warning and activate the alarm device. the
实施例二 Example two
一个基于计算机视觉的物联网控制方法安全报警应用实例 A security alarm application example of a computer vision-based Internet of Things control method
如图3所示,该实例中的智能控制装置采用双目视觉、经有线路由器上网、省略了电磁门锁和自动开关门装置;只选用了一个物联网产品——物联网报警装置。 As shown in Figure 3, the intelligent control device in this example adopts binocular vision, accesses the Internet through a wired router, and omits the electromagnetic door lock and automatic door opening device; only one IoT product—the IoT alarm device is selected. the
双摄像头隐蔽安装在需要保证安全的区域(如保险柜前),双目视觉具有立体识别功能,采用双目视觉识别能够有效防止用照片代替真人来欺骗智能控制装置。 The dual cameras are concealedly installed in areas that need to be secured (such as in front of a safe). The binocular vision has a stereoscopic recognition function. The use of binocular vision recognition can effectively prevent the use of photos instead of real people to deceive the intelligent control device. the
当有人到达摄像头所保护的区域时,首先进行身份识别,若是主人,再进一步进行身体语言识别,事先约定几种特定的表示报警的身体语言,一旦识别出报警身体语言,立即根据事先的设定启动报警装置,并向预定的计算机发送视频信号;若不是主人,则向主人的手机或计算机中发送视频信号,同时进行身体语言识别,若有异常行为(如开锁)立即启动报警。 When someone arrives at the area protected by the camera, the identification is first carried out, and if it is the owner, the body language recognition is further carried out, and several specific body languages indicating the alarm are agreed in advance. Once the alarm body language is recognized, immediately according to the prior settings Start the alarm device and send a video signal to a predetermined computer; if it is not the owner, send a video signal to the owner's mobile phone or computer, and at the same time perform body language recognition, and immediately start an alarm if there is an abnormal behavior (such as unlocking). the
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