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Algoritma Epsilon Greedy pada Reinforcement Learning untuk Modulasi Adaptif Komunikasi Vehicle to Infrastructure (V2I) [PDF]

Jurnal Elkomika, 2021
ABSTRAK Komunikasi Vehicle to Infrastructure (V2I) memungkinkan kendaraan dapat terhubung ke berbagai macam infrastruktur. Dengan kondisi kendaraan yang bergerak, maka kondisi lingkungan yang dilewati mempengaruhi parameter komunikasi.
NAZMIA KURNIAWATI, YULI KURNIA NINGSIH, SOFIA DEBI PUSPA, TRI SWASONO ADI   +3 more
doaj   +2 more sources

Ultra-Reliable Deep-Reinforcement-Learning-Based Intelligent Downlink Scheduling for 5G New Radio-Vehicle to Infrastructure Scenarios

Sensors, 2023
Higher standards for reliability and efficiency apply to the connection between vehicle terminals and infrastructure by the fifth-generation mobile communication technology (5G).
Jizhe Wang, Yuanbing Zheng, Jian Wang, Zhenghua Shen, Lei Tong, Yahao Jing, Yu Luo, Yong Liao   +7 more
doaj   +2 more sources

Physical Layer Security Enhancement in IRS-Assisted Interweave CIoV Networks: A Heterogeneous Multi-Agent Mamba RainbowDQN Method [PDF]

Sensors
The Internet of Vehicles (IoV) relies on Vehicle-to-Everything (V2X) communications to enable cooperative perception among vehicles, infrastructures, and devices, where Vehicle-to-Infrastructure (V2I) links are crucial for reliable transmission. However,
Ruiquan Lin, Shengjie Xie, Wencheng Chen, Tao Xu   +3 more
doaj   +2 more sources

Feasibility of Using V2I Sensing Probe Data for Real-Time Monitoring of Multi-Class Vehicular Traffic Volumes in Unmeasured Road Locations

Promet (Zagreb), 2022
Portions of dynamic traffic volumes consisting of multiple vehicle classes are accurately monitored without vehicle detectors using vehicle-to-infrastructure (V2I) communication systems.
Hyunho Chang, Seunghoon Cheon
doaj   +1 more source

One-bit signaling-based interference management for MIMO V2V sidelink

ICT Express, 2022
Massive multiple-input multiple-output can significantly increase the system capacity by allowing vehicle-to-infrastructure (V2I) and vehicle-to-vehicle (V2V) networks to share the radio resource pool, if the inter-network interference is constrained ...
Yujin Nam, Jaewoo So
doaj   +1 more source

Benchmarking 4G and 5G-Based Cellular-V2X for Vehicle-to-Infrastructure Communication and Urban Scenarios in Cooperative Intelligent Transportation Systems

Applied Sciences, 2022
Vehicle-to-Infrastructure (V2I) communication is expected to bring tremendous benefits in terms of increased road safety, improved traffic efficiency and decreased environmental impact. In 2017, The 3rd Generation Partnership Project (3GPP) released 3GPP
Tibor Petrov, Peter Pocta, Tatiana Kovacikova   +2 more
doaj   +1 more source

Effective Safety Message Dissemination with Vehicle Trajectory Predictions in V2X Networks

Sensors, 2022
Exploring data connection information from vehicle-to-vehicle (V2V) and vehicle-to-infrastructure (V2I) communications using advanced machine learning approaches, an intelligent transportation system (ITS) can provide better safety services to mitigate ...
Hantao Li, Feng Liu, Zhongliang Zhao, Mostafa Karimzadeh   +3 more
doaj   +1 more source

DRL-based intersection traffic efficiency enhancement utilizing 5G-NR-V2I data

ICT Express, 2023
Recent research on reinforcement learning (RL) based traffic management shows promising results, yet it is a significant issue due to increasing volume of traffic and lack of real time traffic information.
Mohammad Sajid Shahriar, Arati K. Kale, KyungHi Chang   +2 more
doaj   +1 more source

Multipoint channel charting-based radio resource management for V2V communications

EURASIP Journal on Wireless Communications and Networking, 2020
We consider a multipoint channel charting (MPCC) algorithm for radio resource management (RRM) in vehicle-to-vehicle (V2V) and vehicle-to-infrastructure (V2I) communication systems.
Hanan Al-Tous, Tushara Ponnada, Christoph Studer, Olav Tirkkonen   +3 more
doaj   +1 more source

Jacobian linear regression and Tate Bryant Euler angle enabled autonomous vehicle LiFi communication sustained IOT

Automatika, 2023
Artificial Intelligence (AI) and the constant paradigm shift in road traffic have led to a need for significant improvement in road safety to minimize traffic accidents.
Krishna Kumar L., Lokesh S.
doaj   +1 more source