一种基于神经网络的手势识别装置  

A gesture recognition device based on neural network

作　　者：王金虎[1,2,3] 聂凯 刘黔璋 WANG Jinhu;NIE Kai;LIU Qianzhang(Key Open Laboratory of Aerosol and Cloud Precipitation of China Meteorological Administration,Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters,Nanjing University of Information Science&Technology,Nanjing 210044,China;National Experimental Teaching Demonstration Center for Atmospheric Science and Environmental Meteorology,Nanjing University of Information Science&Technology,Nanjing 210044,China;Jiangsu Key Laboratory of Meteorological Observation and Information,Nanjing University of Information Science&Technology,Nanjing 210044,China)

机构地区：[1]南京信息工程大学气象灾害预报预警与评估协同创新中心中国气象局气溶胶与云降水重点开放实验室,江苏南京210044 [2]南京信息工程大学大气科学与环境气象国家级实验教学示范中心,江苏南京210044 [3]南京信息工程大学江苏省气象探测与信息处理重点实验室,江苏南京210044

出　　处：《现代电子技术》2020年第10期141-144,共4页Modern Electronics Technique

基　　金：江苏省自然科学基金资助项目(BK20170945);中国博士后科学基金第63批面上资助(2018M631554)。

摘　　要：基于BP神经网络算法设计一种能够实现对猜拳游戏和划拳游戏成功判决的手势识别装置。该装置具有训练和判决两种工作模式,对任意人员进行猜拳游戏和划拳游戏的手势训练,经过有限次训练后,生成深度BP神经网络,进而在判决模式下实现对手势识别的正确判定。该装置由控制模块、电容传感器模块、按键输入模块、显示模块以及探头部分组成。经测试证明,该装置具有成本低、响应时间短、正确率高的优点,扩展了手势识别的应用范围,具有良好的应用发展前景。A gesture recognition device based on BP neural network algorithm is designed,which can realize the gesture recognition device for the successful decision of finger-guessing game. The device has two working modes of training and judgment. A deep BP neural network is generated after the limited times gesture training of finger-guessing game for any personnel,and then the correct judgment of gesture recognition is realized in the judgment mode. The device is composed of control module,capacitance sensor module,key input module,display module and probe part. The testing results show that the device has the advantages of low cost,short response time and high accuracy. It expands the application scope of gesture recognition and has good application prospects.

关 键 词：手势识别 神经网络 手势训练 手势判定 电路设计 模式测试 

分 类 号：TN915-34[电子电信—通信与信息系统] TP212[电子电信—信息与通信工程]