CN108670259A - Human behavior recognition device and system based on wearable sensor - Google Patents
Human behavior recognition device and system based on wearable sensor Download PDFInfo
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Abstract
Description
技术领域technical field
本发明涉及穿戴式电子设备应用领域,特别是一种基于可穿戴传感器的人体行为识别装置及其系统。The invention relates to the application field of wearable electronic equipment, in particular to a wearable sensor-based human body behavior recognition device and system thereof.
背景技术Background technique
近年来,可穿戴设备由于其在人体健康监测方面发挥着至关重要的作用,受到了人们的广泛关注。而人体行为识别是健康监测中一个重要的研究方向,主要是对人体的日常行为模式和动作类别进行分析和识别。由于人体日常行为与个人的身心健康息息相关使得人体行为识别具有广阔的应用前景。In recent years, wearable devices have received a lot of attention due to their vital role in human health monitoring. Human behavior recognition is an important research direction in health monitoring, which mainly analyzes and recognizes the daily behavior patterns and action categories of the human body. Since the daily behavior of the human body is closely related to the physical and mental health of the individual, human behavior recognition has broad application prospects.
然而现有的研究方向绝大多数是基于机器视觉或是将刚性传感器应用在座椅等大型设备上,这类识别装置往往成本较大、结构复杂且便携性差,除此之外基于机器视觉的方式也容易受光照,设备等因素影响。However, most of the existing research directions are based on machine vision or applying rigid sensors to large equipment such as seats. Such recognition devices are often costly, complex in structure, and poor in portability. The method is also easily affected by factors such as lighting and equipment.
发明内容Contents of the invention
为解决上述问题,本发明的目的在于提供一种基于可穿戴传感器的人体行为识别装置及其系统,能够准确感知人体关节处的弯曲信息,采集人体的日常行为活动信息,具备高延展性、高灵活性、高灵敏性和高便携性等优点。In order to solve the above problems, the object of the present invention is to provide a human body behavior recognition device and system based on wearable sensors, which can accurately sense the bending information at the joints of the human body, collect the daily behavior information of the human body, and have high ductility, high Advantages such as flexibility, high sensitivity and high portability.
本发明解决其问题所采用的技术方案是:The technical scheme that the present invention solves its problem adopts is:
一种基于可穿戴传感器的人体行为识别装置,其特征在于:包括用于设置在人体关节处的数据检测模块和用于连接至显示设备的数据处理模块,所述数据检测模块的输出端连接至数据处理模块。A human body behavior recognition device based on a wearable sensor, characterized in that: it includes a data detection module for being arranged at the joints of the human body and a data processing module for being connected to a display device, and the output end of the data detection module is connected to Data processing module.
进一步地,所述数据检测模块包括用于穿戴在人体关节处并检测关节处弯曲信息的电阻式传感器,所述电阻式传感器包括感应电路和用于跟随人体关节活动而发生柔性形变的电阻应变片,所述电阻应变片通过感应电路连接至数据处理模块。Further, the data detection module includes a resistive sensor that is worn at the joints of the human body and detects bending information at the joints, and the resistive sensor includes a sensing circuit and a resistance strain gauge for flexible deformation following the joint movement of the human body , the resistance strain gauge is connected to the data processing module through the sensing circuit.
进一步地,所述电阻应变片包括衬底和用于添加至衬底中的导电填料,所述衬底为共聚酯硅酮材料,所述导电填料包括镍纳米链和镀镍碳纤维。Further, the strain gauge includes a substrate and a conductive filler for adding to the substrate, the substrate is a copolyester silicone material, and the conductive filler includes nickel nanochains and nickel-plated carbon fibers.
进一步地,所述感应电路为分压电路或者惠斯登电桥,所述电阻应变片和数据处理模块之间通过分压电路或者惠斯登电桥进行连接。Further, the sensing circuit is a voltage dividing circuit or a Wheatstone bridge, and the resistance strain gauge and the data processing module are connected through a voltage dividing circuit or a Wheatstone bridge.
进一步地,所述数据处理模块包括电源模块、微控制器、存储模块和用于连接至显示设备的通信模块,所述微控制器分别和数据检测模块、电源模块、存储模块和通信模块相连接。Further, the data processing module includes a power supply module, a microcontroller, a storage module and a communication module for connecting to a display device, and the microcontroller is respectively connected to the data detection module, the power supply module, the storage module and the communication module .
进一步地,所述微控制器为Arduino、RFduino或者Simblee。Further, the microcontroller is Arduino, RFduino or Simblee.
进一步地,所述存储模块为快闪存储器或者随机存取存储器,所述快闪存储器包括SD卡或者记忆棒。Further, the storage module is a flash memory or a random access memory, and the flash memory includes an SD card or a memory stick.
进一步地,所述通信模块包括无线通信模块,所述无线通信模块连接至微控制器,所述无线通信模块为蓝牙模块、Wi-Fi模块、2G通信模块、3G通信模块、4G通信模块、ZigBee模块或者GPRS模块。Further, the communication module includes a wireless communication module, the wireless communication module is connected to a microcontroller, and the wireless communication module is a Bluetooth module, a Wi-Fi module, a 2G communication module, a 3G communication module, a 4G communication module, ZigBee module or GPRS module.
进一步地,所述通信模块包括有线通信模块,所述有线通信模块连接至微控制器。Further, the communication module includes a wired communication module, and the wired communication module is connected to a microcontroller.
进一步地,所述电源模块为碱性电池或者纽扣电池。Further, the power module is an alkaline battery or a button battery.
一种应用上述基于可穿戴传感器的人体行为识别装置的系统,其特征在于:还包括数据显示模块,所述数据显示模块和数据处理模块相连接。A system applying the above-mentioned human body behavior recognition device based on wearable sensors is characterized in that it further includes a data display module, and the data display module is connected to a data processing module.
进一步地,所述数据显示模块包括智能终端,所述智能终端为计算机、智能手机、平板电脑或者智能手表。Further, the data display module includes a smart terminal, and the smart terminal is a computer, a smart phone, a tablet computer or a smart watch.
本发明的有益效果是:本发明采用的一种基于可穿戴传感器的人体行为识别装置及其系统,包括用于设置在人体关节处的数据检测模块、用于连接至显示设备的数据处理模块和用于显示数据的数据显示模块,所述数据检测模块、数据处理模块和数据显示模块依次连接。本发明能够通过灵活穿戴在人体不同关节处的数据检测模块来准确感知人体关节处的弯曲信息,其中人体关节包括膝关节、腕关节、肘关节和踝关节等等可伸缩活动的关节,能够通过人体关节处的弯曲信息来采集人体的日常行为活动信息,具备高灵活性、高便携性等优点。The beneficial effects of the present invention are: a human body behavior recognition device based on a wearable sensor and its system adopted in the present invention, including a data detection module for setting at the joints of the human body, a data processing module for connecting to a display device and The data display module for displaying data, the data detection module, the data processing module and the data display module are connected in sequence. The present invention can accurately perceive the bending information of the human body joints through the data detection module flexibly worn at different joints of the human body, wherein the human body joints include knee joints, wrist joints, elbow joints and ankle joints, etc. The bending information at the joints of the human body is used to collect the daily behavior information of the human body, which has the advantages of high flexibility and high portability.
附图说明Description of drawings
下面结合附图和实例对本发明作进一步说明。The present invention will be further described below in conjunction with accompanying drawing and example.
图1是本发明一种基于可穿戴传感器的人体行为识别装置及其系统的整体电路原理框图;Fig. 1 is a kind of overall circuit principle block diagram of the human body behavior recognition device and its system based on wearable sensor of the present invention;
图2是本发明一种基于可穿戴传感器的人体行为识别装置及其系统的具体电路原理框图;Fig. 2 is a specific circuit principle block diagram of a human body behavior recognition device and system based on a wearable sensor of the present invention;
图3是本发明一种基于可穿戴传感器的人体行为识别装置及其系统用于检测人体膝关节弯曲信息的示意图;Fig. 3 is a schematic diagram of a human body behavior recognition device based on a wearable sensor and its system for detecting human knee bending information according to the present invention;
图4是本发明一种基于可穿戴传感器的人体行为识别装置及其系统的感应电路采用分压电路方式时数据检测模块和数据处理模块之间的连接关系示意图;Fig. 4 is a schematic diagram of the connection relationship between the data detection module and the data processing module when the sensing circuit of a human body behavior recognition device based on a wearable sensor and the system of the present invention adopts a voltage divider circuit;
图5是本发明一种基于可穿戴传感器的人体行为识别装置及其系统的数据处理模块的连接关系示意图。FIG. 5 is a schematic diagram of the connection relationship between a human body behavior recognition device based on a wearable sensor and a data processing module of the system according to the present invention.
具体实施方式Detailed ways
参照图1-图5,本发明的一种基于可穿戴传感器的人体行为识别装置及其系统。Referring to Fig. 1-Fig. 5, a human body behavior recognition device and system based on a wearable sensor of the present invention.
参照图1,一种基于可穿戴传感器的人体行为识别装置,包括用于设置在人体关节处的数据检测模块100和用于连接至显示设备的数据处理模块200,所述数据检测模块100的输出端连接至数据处理模块200。另外,应用上述基于可穿戴传感器的人体行为识别装置的系统,还包括数据显示模块300,所述数据显示模块300和数据处理模块200相连接。With reference to Fig. 1, a kind of human body behavior recognition device based on wearable sensor, comprises the data detection module 100 that is used to be arranged at the joint place of human body and is used for being connected to the data processing module 200 of display device, the output of described data detection module 100 connected to the data processing module 200. In addition, the system applying the above-mentioned wearable sensor-based human behavior recognition device also includes a data display module 300 , and the data display module 300 is connected to the data processing module 200 .
所述数据检测模块100能够通过可穿戴传感器的方式感知人体关节的弯曲信息,如弯曲程度和对应的弯曲时间等信息,并发送至数据处理模块200,所述数据处理模块200能够将接收到的人体关节的弯曲信息模拟量进行数模转换,得到数字信号,并发送至数据显示模块300进行显示。The data detection module 100 can perceive the bending information of the human body joints through a wearable sensor, such as the degree of bending and the corresponding bending time, and send it to the data processing module 200, and the data processing module 200 can convert the received The digital-to-analog conversion is performed on the analog quantities of the bending information of human joints to obtain digital signals, which are sent to the data display module 300 for display.
本发明能够通过灵活穿戴在人体不同关节处的数据检测模块100来准确感知人体关节处的弯曲信息,其中人体关节包括膝关节、腕关节、肘关节和踝关节等等可伸缩活动的关节,如图3中是将数据检测模块100穿戴在人体膝关节处来感知膝关节的弯曲信息,从而获取人体的日常行为活动信息;同时,所述数据处理模块200可放置在衣服裤子的口袋中或者腰带上,方便携带;另外,所述数据显示模块300包括智能终端,所述智能终端为计算机、智能手机、平板电脑或者智能手表。所述数据显示模块300和数据处理模块200之间的通信方式既可以选择有线通信方式,也可以选择无线通信方式,优选地,所述数据显示模块300和数据处理模块200之间的通信方式选择如图3中的无线通信方式,没有通讯线影响人体的正常肢体活动,简单方便。The present invention can accurately perceive the bending information at the joints of the human body through the data detection module 100 flexibly worn at different joints of the human body, wherein the joints of the human body include knee joints, wrist joints, elbow joints and ankle joints, etc. In Fig. 3, the data detection module 100 is worn at the knee joint of the human body to sense the bending information of the knee joint, thereby obtaining the daily behavior information of the human body; at the same time, the data processing module 200 can be placed in the pocket of the clothes or the belt In addition, the data display module 300 includes a smart terminal, and the smart terminal is a computer, a smart phone, a tablet computer or a smart watch. The communication mode between the data display module 300 and the data processing module 200 can be a wired communication mode or a wireless communication mode. Preferably, the communication mode between the data display module 300 and the data processing module 200 is selected As shown in the wireless communication mode in Figure 3, there is no communication line affecting the normal physical activities of the human body, which is simple and convenient.
参照图2,进一步地,所述数据检测模块100包括用于穿戴在人体关节处并检测关节处弯曲信息的电阻式传感器,所述电阻式传感器包括感应电路120和用于跟随人体关节活动而发生柔性形变的电阻应变片110,所述电阻应变片110通过感应电路120连接至数据处理模块200。所述数据检测模块100通过电阻式传感器来感知人体关节的弯曲信息。Referring to FIG. 2 , further, the data detection module 100 includes a resistive sensor for wearing at the joints of the human body and detecting bending information at the joints. The resistive sensor includes a sensing circuit 120 and is used for following the movement of the joints of the human body to generate A flexibly deformable resistance strain gauge 110 , the resistance strain gauge 110 is connected to the data processing module 200 through the sensing circuit 120 . The data detection module 100 senses the bending information of human joints through resistive sensors.
进一步地,所述电阻应变片110包括衬底和用于添加至衬底中的导电填料,所述衬底为共聚酯硅酮材料,所述导电填料包括镍纳米链(Nickel Nanostrands)和镀镍碳纤维(Nickel Coated Carbon Fiber)。所述电阻应变片110的电阻率随所受的形变增大而减小,呈现出反压阻效应。由硅酮-镍纳米复合材料构成的电阻应变片110感测的形变范围较大,同时能够保持良好的导电性和灵敏性,并且成本较低。使用肌肉效贴布将所述电阻应变片110的两端固定在人体的关节处,由于其具有高灵敏性和高延展性等优点能够准确感知关节的弯曲信息。Further, the strain gauge 110 includes a substrate and a conductive filler for adding to the substrate, the substrate is a copolyester silicone material, and the conductive filler includes nickel nanostrands (Nickel Nanostrands) and plated Nickel Coated Carbon Fiber. The resistivity of the strain gauge 110 decreases with the increase of the deformation, showing the reverse piezoresistive effect. The resistance strain gauge 110 made of silicone-nickel nanocomposite material can sense a large deformation range, while maintaining good conductivity and sensitivity, and the cost is low. The two ends of the strain gauge 110 are fixed on the joints of the human body by using muscle-effect patches, which can accurately sense the bending information of the joints due to its advantages of high sensitivity and high ductility.
进一步地,所述感应电路120为分压电路或者惠斯登电桥,所述电阻应变片110和数据处理模块200之间通过分压电路或者惠斯登电桥进行连接。如图4所示,所述感应电路120选用分压电路。具体地,本实施例中的电阻应变片110和分压电阻121串联,并且分压电阻121的阻值和电阻应变片110在稳定状态下的阻值相等。Further, the sensing circuit 120 is a voltage dividing circuit or a Wheatstone bridge, and the resistance strain gauge 110 and the data processing module 200 are connected through a voltage dividing circuit or a Wheatstone bridge. As shown in FIG. 4 , the sensing circuit 120 is a voltage divider circuit. Specifically, the resistance strain gauge 110 and the voltage dividing resistor 121 in this embodiment are connected in series, and the resistance value of the voltage dividing resistor 121 is equal to the resistance value of the resistance strain gauge 110 in a steady state.
进一步地,所述数据处理模块200包括电源模块220、微控制器210、存储模块230和用于连接至显示设备的通信模块240,所述微控制器210分别和数据检测模块100、电源模块220、存储模块230和通信模块240相连接。所述电源模块220为微控制器210提供电能,保证装置能够正常工作,所述微控制器210能够接收数据检测模块100发出的关节弯曲模拟信号,并通过数模转换,得出关节弯曲数字信号,通过通信模块240发送至数据显示模块300进行显示,同时还发送至存储模块230进行数据存储。Further, the data processing module 200 includes a power supply module 220, a microcontroller 210, a storage module 230, and a communication module 240 for connecting to a display device, and the microcontroller 210 is connected to the data detection module 100 and the power supply module 220 respectively. , the storage module 230 and the communication module 240 are connected. The power module 220 provides electric energy for the microcontroller 210 to ensure that the device can work normally. The microcontroller 210 can receive the joint bending analog signal sent by the data detection module 100, and obtain the joint bending digital signal through digital-to-analog conversion. , sent to the data display module 300 for display through the communication module 240, and also sent to the storage module 230 for data storage.
进一步地,所述微控制器210为Arduino、RFduino或者Simblee。Arduino是一款便捷灵活、方便上手的开源电子原型平台。主要包含两个主要的部分:硬件部分(各种型号的Arduino板)和软件部分(Arduino IDE)。硬件部分是可以用来做电路连接的Arduino电路板;软件部分则是Arduino IDE,计算机中的程序开发环境。所述RFduino是一个仅指尖大小,配备32位处理器的电子原型平台,具有多个总线扩展器,能够兼容Arduino开源平台。相比于RFduino的蓝牙传输,Simblee有很大的改进,在信号处理上,Simblee仅延迟了3毫秒,这个级别已经可以实现运动追踪了。而在网络设备同步上,达到10微秒精确度。做到这一点的穿戴设备不仅昂贵,而且只能与固定的设备连接。另外Simblee有良好的抗干扰能力,可以在各种环境中使用。Further, the microcontroller 210 is Arduino, RFduino or Simblee. Arduino is a convenient, flexible, and easy-to-use open source electronic prototyping platform. It mainly includes two main parts: the hardware part (various models of Arduino boards) and the software part (Arduino IDE). The hardware part is the Arduino circuit board that can be used for circuit connection; the software part is the Arduino IDE, the program development environment in the computer. The RFduino is a fingertip-sized electronic prototyping platform equipped with a 32-bit processor, has multiple bus expanders, and is compatible with the Arduino open source platform. Compared with RFduino's Bluetooth transmission, Simblee has a great improvement. In terms of signal processing, Simblee is only delayed by 3 milliseconds. This level can already achieve motion tracking. In terms of network device synchronization, it achieves an accuracy of 10 microseconds. Wearables that do this are not only expensive, but can only be connected to fixed devices. In addition, Simblee has good anti-interference ability and can be used in various environments.
进一步地,所述存储模块230为快闪存储器或者随机存取存储器,所述快闪存储器包括SD卡231或者记忆棒。所述快闪存储器(flash EPROM)是电子可擦除可编程只读存储器(EEPROM)的一种形式。快闪存储器允许在操作中多次擦或写,并具有非易失性,即单指保存数据而言,它并不需要耗电。快闪存储器和传统的EEPROM不同在于它是以较大区块进行数据抹擦,而传统的EEPROM只能进行擦除和重写单个存储位置。这就使得快闪在写入大量数据时具有显著地优势。所述随机存取存储器(RAM)又称作“随机存储器”,可以随时读写,而且速度很快,存储单元的内容可按需随意取出或存入,且存取的速度与存储单元的位置无关的存储器。这种存储器在断电时将丢失其存储内容,故主要用于存储短时间使用的程序。Further, the storage module 230 is a flash memory or a random access memory, and the flash memory includes an SD card 231 or a memory stick. The flash memory (flash EPROM) is a form of electronically erasable programmable read-only memory (EEPROM). Flash memory allows multiple erasing or writing in operation, and is non-volatile, that is, it does not need power consumption just to save data. The difference between flash memory and traditional EEPROM is that it erases data in larger blocks, while traditional EEPROM can only erase and rewrite a single storage location. This gives flash a significant advantage when writing large amounts of data. The random access memory (RAM) is also called "random access memory", which can be read and written at any time, and the speed is very fast. irrelevant memory. This kind of memory will lose its storage content when the power is turned off, so it is mainly used to store short-term use programs.
进一步地,所述通信模块240包括无线通信模块,所述无线通信模块连接至微控制器210,所述无线通信模块为蓝牙模块241、Wi-Fi模块、2G通信模块、3G通信模块、4G通信模块、ZigBee模块或者GPRS模块。Further, the communication module 240 includes a wireless communication module, the wireless communication module is connected to the microcontroller 210, and the wireless communication module is a Bluetooth module 241, a Wi-Fi module, a 2G communication module, a 3G communication module, a 4G communication module module, ZigBee module or GPRS module.
进一步地,所述通信模块240包括有线通信模块,所述有线通信模块连接至微控制器210。Further, the communication module 240 includes a wired communication module, and the wired communication module is connected to the microcontroller 210 .
对于上述无线通信模块和有线通信模块,优选地,采用无线通信模块,没有通讯线影响人体的正常肢体活动,简单方便。For the above wireless communication module and wired communication module, preferably, a wireless communication module is used, and no communication wire affects the normal physical activities of the human body, which is simple and convenient.
进一步地,所述电源模块220为碱性电池或者纽扣电池。所述碱性电池亦称为碱性干电池、碱性锌锰电池、碱锰电池,是锌锰电池系列中性能最优的品种,适用于需放电量大及长时间使用。电池内阻较低,因此产生之电流较一般碳性电池更大,此类电池因不含汞,因此可随生活垃圾处理,无须刻意回收。所述纽扣电池也称扣式电池,是指外形尺寸像一颗小纽扣的电池,一般来说直径较大,厚度较薄,所述纽扣电池是从外形上来对电池来分。Further, the power module 220 is an alkaline battery or a button battery. The alkaline battery is also called alkaline dry battery, alkaline zinc-manganese battery, and alkaline-manganese battery. It is the variety with the best performance in the zinc-manganese battery series and is suitable for large discharge and long-term use. The internal resistance of the battery is low, so the current generated is larger than that of ordinary carbon batteries. Since this type of battery does not contain mercury, it can be disposed of with domestic waste without intentional recycling. The button battery is also called a button battery, which refers to a battery whose external dimensions are like a small button. Generally speaking, the diameter is larger and the thickness is thinner. The button battery is divided from the appearance.
参照图4和图5,所述感应电路120采用分压电路方式,因此存在分压电阻121,所述微控制器210采用Arduino Nano211,所述电源模块220采用聚合物锂电池221,所述存储模块230采用SD卡,所述通信模块240采用蓝牙模块241。所述Arduino Nano211由聚合物锂电池221供电,为数据检测模块100提供5V的输入电压。Arduino Nano211的每个A/D转换器(即A0-A5六个模拟输入端口)的分辨率为10位(即读取的模拟值介于0-1023之间),所以能够将电阻式传感器采集到的关节弯曲的信息转换成电压分配值。具体地,本实例中的ArduinoNano211的A0端口能够获得介于0-1023之间的接收值,用其表示人体关节弯曲的信息。Referring to Fig. 4 and Fig. 5, the induction circuit 120 adopts a voltage divider circuit mode, so there is a voltage divider resistor 121, the microcontroller 210 adopts an Arduino Nano211, the power module 220 adopts a polymer lithium battery 221, and the storage The module 230 uses an SD card, and the communication module 240 uses a Bluetooth module 241 . The Arduino Nano 211 is powered by a lithium polymer battery 221 to provide an input voltage of 5V for the data detection module 100 . The resolution of each A/D converter of Arduino Nano211 (that is, the six analog input ports of A0-A5) is 10 bits (that is, the read analog value is between 0-1023), so it is possible to collect the resistive sensor The information on the bending of the joints is converted into voltage distribution values. Specifically, the A0 port of the ArduinoNano211 in this example can obtain a received value between 0-1023, which is used to represent the information about the bending of human joints.
进一步,本实施例中的存储装置选用尺寸最小的SD卡231,这类存储卡可以自由插入和取出,使用起来十分方便。Furthermore, the storage device in this embodiment uses the SD card 231 with the smallest size. This type of storage card can be freely inserted and taken out, which is very convenient to use.
进一步地,所述的无线通信模块选用型号为HC-06的蓝牙模块241。所述该蓝牙模块241体积小巧,传输距离能够达到10米,提高了装置的便携性和可靠性。本实施例中的微控制器210为蓝牙模块241提供5V的工作电压,可以将人体关节的弯曲信息通过蓝牙模块241发送给使用者的智能终端,即数据显示模块300,同时,还可以将信息存储在存储模块230中供后续数据分析使用。所述数据显示模块300用于显示人体各项日常行为活动所持续的时间、程度等基本信息,并根据一天中的活动情况为使用者提供其消耗的能量并给出建议。Further, the Bluetooth module 241 whose model is HC-06 is selected as the wireless communication module. The bluetooth module 241 is small in size, and the transmission distance can reach 10 meters, which improves the portability and reliability of the device. Microcontroller 210 in this embodiment provides the working voltage of 5V for bluetooth module 241, can send the bending information of human body joint to user's intelligent terminal through bluetooth module 241, namely data display module 300, meanwhile, can also send information Stored in the storage module 230 for subsequent data analysis. The data display module 300 is used to display basic information such as the duration and degree of various daily behaviors of the human body, and provide users with energy consumption and suggestions according to the activities in a day.
以上所述,只是本发明的较佳实施例而已,本发明并不局限于上述实施方式,只要其以相同的手段达到本发明的技术效果,都应属于本发明的保护范围。The above descriptions are only preferred embodiments of the present invention, and the present invention is not limited to the above-mentioned embodiments, as long as they achieve the technical effects of the present invention by the same means, they should all belong to the protection scope of the present invention.
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