Toward A Digital Twin IoT for the Validation of AI Algorithms in Smart-City Applications

被引:0
作者
Ngadi, Hamza [1 ]
Bounceur, Ahcene [2 ]
Bezoui, Madani [3 ]
Lahlou, Laaziz [4 ]
Hammoudeh, Mohammad [2 ]
Nadjia, Kara [4 ]
Nana, Laurent [1 ]
机构
[1] UBO, Lab STICC, Brest, France
[2] King Fand Univ Petr & Minerals KFUPM, Informat & Comp Sci Dept, Dhahran, Saudi Arabia
[3] CESI LINEACT, UR 7527, Nice, France
[4] Ecole Technol Super, Montreal, PQ, Canada
来源
MACHINE LEARNING FOR NETWORKING, MLN 2023 | 2024年 / 14525卷
关键词
Digital twin; Sumo simulator; Internet of Things; CupCarbon; MQTT communication protocol; Smart-city;
D O I
10.1007/978-3-031-59933-0_8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The development of digital twins for road traffic has garnered significant attention within the scientific community, particularly in the realms of virtualization and the Internet of Things (IoT). The implementation of a digital twin for automobiles offers a virtual replica, capable of discerning the precise location, status, and real-time behavior of each vehicle present in the road traffic network. The primary objective of this endeavor is to create an advanced digital twin of cars that can seamlessly navigate through road traffic. To accomplish this, a meticulously selected technical approach involves employing a platform that simulates virtual sensor networks, accompanied by a purpose-built application that facilitates the access and dissemination of car-related data. Furthermore, this undertaking incorporates the utilization of an existing traffic simulator alongside a robust communication protocol to ensure seamless data transfer between the simulation environment and the sensors responsible for data collection from automobiles.
引用
收藏
页码:108 / 117
页数:10
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