Development and Optimization of an Intelligent Parking Slot Allotter and Billing System Based on Machine Learning and OCR
學年 108
學期 1
發表日期 2019-10-28
作品名稱 Development and Optimization of an Intelligent Parking Slot Allotter and Billing System Based on Machine Learning and OCR
作品名稱（其他語言）
著者 D.B. Priya; G.C. Chen
作品所屬單位
出版者
會議名稱 The 6th IFToMM International Symposium on Robotics and Mechatronics
會議地點 台北市，台灣
摘要 As a key part of automated vehicle technology intelligent parking slot allotter has become a popular research topic. Intelligent parking slot allotter can grant permission to access the parking area with less human inference. This system can capture image of the vehicle, identify the type of vehicle and allot best fit and optimal parking slot based on its size. It extracts the vehicle’s license plate number, entry time, exit time and calculate total time of the vehicle present with in the parking space. Here, sensors are utilized to identify the presence of the vehicle during entry and exit. Two cameras are utilized to extract features. One camera is used to identify the region of interest, vehicle license plate and identify the characters from the license plate. Tesseract engine and optical character recognition (OCR) functions are used to detect characters from the image. Another camera is utilized to extract features like dimensions of the vehicle using machine learning operations such as convolutional neural network (CNN). Based on the size of the vehicle, best fit parking slot is allotted which gives optimal usage of parking area. These days the quantity of vehicles is expanding exceptionally, so that, searching for an empty parking slot turns out to be increasingly troublesome. By installing the intelligent parking slot allotter, in places like, shopping malls, train stations, and airports the need for searching of parking slot significantly reduces. A past study has demonstrated that traffic because of vehicle’s parking slot searching in downtowns of significant urban communities can represent half of the absolute traffic. With such a hefty traffic jam and time delay in parking slot identifying, intelligent parking slot allotter will be in great demand.
關鍵字
語言 zh_TW
收錄於
會議性質 國際
校內研討會地點 無
研討會時間 20191028~20191030
通訊作者
國別 TWN
公開徵稿
出版型式
出處 Robotics and Mechatronics, p.265-276
相關連結

機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/120359 )

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