Implementation of Handwritten Character Recognition and Writing in Pyramidal Manipulator Using CNN
學年 111
學期 2
出版(發表)日期 2023-06-26
作品名稱 Implementation of Handwritten Character Recognition and Writing in Pyramidal Manipulator Using CNN
作品名稱(其他語言)
著者 S.T. Wang; I.H. Li; W.Y. Wang
單位
出版者
著錄名稱、卷期、頁數 International Journal of iRobotics 6(1), p. 12-16
摘要 This paper integrates information, mechanical, and electrical technologies to design an intelligent pyramidal manipulator for recognizing and writing handwritten-characters. In terms of mechanism design, we use the iGus pyramidal manipulator, which is a modular structure that can be assembled by yourself. The motion of the iGus pyramidal manipulator is controlled by an Advantech motion control module, in which we use three AC servo motors to drive three sliders and enable the end-effector moving in three-dimensional space. For character recognition, we adopt a convolutional neural network (CNN) for recognizing handwritten English letters and numbers, and then return the recognition results to the pyramidal manipulator via MQTT. After that, the pyramidal manipulator writes down the characters. Finally, through experiments, we verify that our pyramidal manipulator can accurately recognize handwritten characters and accurately write the character.
關鍵字
語言 en
ISSN 2788-8703
期刊性質 國內
收錄於
產學合作
通訊作者
審稿制度
國別 TWN
公開徵稿
出版型式 ,電子版