Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
The invention provides a campus visitor parking demand prediction system based on a deep learning algorithm. The campus visitor parking demand prediction system is characterized in that a wireless router or a Bluetooth transceiver and an RFID near-field radio frequency identification device are arranged in a campus; r, each parking space is provided with an intelligent parking space lock; the wireless router or the Bluetooth transceiving device is in network connection with the application server through a campus network, and the parking management system is arranged in the application server; the application server is connected with the cloud database network, the client terminal network and the mobile terminal network; b, parking guidance: a campus parking space use frequency model provided by a deep learning algorithm predicts the parking space use condition of a parking lot based on real-time data provided by an intelligent parking space lock and iterative optimization of the deep learning algorithm, and balance is achieved between fixed parking space users and temporary parking space users through data weight distribution. According to the invention, the parking experience of the parking user is optimized, and the distribution of parking spaces in the campus is optimized.
本发明提供基于深度学习算法的校园访客停车需求预测系统,其特征在于:在校园内设置无线路由或蓝牙收发装置、RFID近场无线射频识别装置;R每个停车泊位上安装智能车位锁;无线路由或蓝牙收发装置以校园网与应用服务器网络连接,停车管理系统在应用服务器内;应用服务器与云数据库网络、客户终端网络、移动终端网络连接;A:远程预约:B:引导泊车:深度学习算法提供的校园车位使用频次模型基于智能车位锁提供的实时数据以及深度学习算法的迭代优化,对停车场的车位使用情况进行预测,在固定车位用户与临时车位用户之间通过数据权重分配达到平衡。本发明优化停车用户停车体验,优化校园内停车位的分配。
The invention provides a campus visitor parking demand prediction system based on a deep learning algorithm. The campus visitor parking demand prediction system is characterized in that a wireless router or a Bluetooth transceiver and an RFID near-field radio frequency identification device are arranged in a campus; r, each parking space is provided with an intelligent parking space lock; the wireless router or the Bluetooth transceiving device is in network connection with the application server through a campus network, and the parking management system is arranged in the application server; the application server is connected with the cloud database network, the client terminal network and the mobile terminal network; b, parking guidance: a campus parking space use frequency model provided by a deep learning algorithm predicts the parking space use condition of a parking lot based on real-time data provided by an intelligent parking space lock and iterative optimization of the deep learning algorithm, and balance is achieved between fixed parking space users and temporary parking space users through data weight distribution. According to the invention, the parking experience of the parking user is optimized, and the distribution of parking spaces in the campus is optimized.
本发明提供基于深度学习算法的校园访客停车需求预测系统,其特征在于:在校园内设置无线路由或蓝牙收发装置、RFID近场无线射频识别装置;R每个停车泊位上安装智能车位锁;无线路由或蓝牙收发装置以校园网与应用服务器网络连接,停车管理系统在应用服务器内;应用服务器与云数据库网络、客户终端网络、移动终端网络连接;A:远程预约:B:引导泊车:深度学习算法提供的校园车位使用频次模型基于智能车位锁提供的实时数据以及深度学习算法的迭代优化,对停车场的车位使用情况进行预测,在固定车位用户与临时车位用户之间通过数据权重分配达到平衡。本发明优化停车用户停车体验,优化校园内停车位的分配。
Campus visitor parking demand prediction system based on deep learning algorithm
基于深度学习算法的校园访客停车需求预测系统
LU QIN (Autor:in)
24.10.2023
Patent
Elektronische Ressource
Chinesisch
IPC:
G06Q
Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke
,
DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES
/
E04H
Gebäude oder ähnliche Bauwerke für besondere Zwecke
,
BUILDINGS OR LIKE STRUCTURES FOR PARTICULAR PURPOSES
/
G06N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
,
Rechnersysteme, basierend auf spezifischen Rechenmodellen
/
G07C
TIME OR ATTENDANCE REGISTERS
,
Zeit- oder Anwesenheitskontrollgeräte
/
G08G
Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs
,
TRAFFIC CONTROL SYSTEMS
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