A Novel Adaptive Approach for Autonomous Vehicle Based on Optimization Technique for Enhancing the Communication between Autonomous Vehicle-to-Everything through Cooperative Communication

被引:11
作者
Osman, Radwa Ahmed [1 ]
Abdelsalam, Ahmed Kadry [2 ]
机构
[1] Arab Acad Sci & Technol AAST, Coll Engn & Technol, Basic & Appl Sci Dept, Alexandria 1029, Egypt
[2] Arab Acad Sci & Technol AAST, Coll Engn & Technol, Elect & Control Engn Dept, Alexandria 1029, Egypt
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 19期
关键词
autonomous vehicles; vehicular communication; vehicles-to-vehicles (V2V); vehicle-to-everything (V2X); cooperative communication; throughput; packet loss rate; packet delivery ratio; average delivery latency; SAFETY; NETWORKS;
D O I
10.3390/app11199089
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Recent autonomous intelligent transportation systems commonly adopt vehicular communication. Efficient communication between autonomous vehicles-to-everything (AV2X) is mandatory to ensure road safety by decreasing traffic jamming, approaching emergency vehicle warning, and assisting in low visibility traffic. In this paper, a new adaptive AV2X model, based on a novel optimization method to enhance the connectivity of the vehicular networks, is proposed. The presented model optimizes the inter-vehicle position to communicate with the autonomous vehicle (AV) or to relay information to everything. Based on the system quality-of-service (QoS) being achieved, a decision will be taken whether the transmitting AV communicates directly to the destination or through cooperative communication. To achieve the given objectives, the best position of the relay-vehicle issue was mathematically formulated as a constrained optimization problem to enhance the communication between AV2X under different environmental conditions. To illustrate the effectiveness of the proposed model, the following factors are considered: distribution of vehicles, vehicle density, vehicle mobility and speed. Simulation results show how the proposed model outperforms other previous models and enhances system performance in terms of four benchmark aspects: throughput (S), packet loss rate (PLR), packet delivery ratio (PDR) and average delivery latency (DL).
引用
收藏
页数:24
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共 36 条
[11]   Improving road safety and user experience by employing dynamic in-vehicle information systems [J].
Galarza, Miguel ;
Paradells, Josep .
IET INTELLIGENT TRANSPORT SYSTEMS, 2019, 13 (04) :738-744
[12]   The Role of 5G Technologies in a Smart City: The Case for Intelligent Transportation System [J].
Gohar, Ali ;
Nencioni, Gianfranco .
SUSTAINABILITY, 2021, 13 (09)
[13]   MAC-Layer Packet Loss Models for Wi-Fi Networks: A Survey [J].
Gouvea da Silva, Carlos Alexandre ;
Pedroso, Carlos Marcelo .
IEEE ACCESS, 2019, 7 :180512-180531
[14]   The Role of 5G Technologies: Challenges in Smart Cities and Intelligent Transportation Systems [J].
Guevara, Leonardo ;
Cheein, Fernando Auat .
SUSTAINABILITY, 2020, 12 (16)
[15]   LoRa Architecture for V2X Communication: An Experimental Evaluation with Vehicles on the Move [J].
Haque, Khandaker Foysal ;
Abdelgawad, Ahmed ;
Yanambaka, Venkata Prasanth ;
Yelamarthi, Kumar .
SENSORS, 2020, 20 (23) :1-26
[16]   Low Complexity and Fast Processing Algorithms for V2I Massive MIMO Uplink Detection [J].
Jiang, Fan ;
Li, Cheng ;
Gong, Zijun .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (06) :5054-5068
[17]   Review of V2X-IoT Standards and Frameworks for ITS Applications [J].
Kiela, Karolis ;
Barzdenas, Vaidotas ;
Jurgo, Marijan ;
Macaitis, Vytautas ;
Rafanavicius, Justas ;
Vasjanov, Aleksandr ;
Kladovscikov, Leonid ;
Navickas, Romualdas .
APPLIED SCIENCES-BASEL, 2020, 10 (12)
[18]   Geographical angular zone-based optimal resource allocation and efficient routing protocols for vehicular ad hoc networks [J].
Madasamy, Bhuvaneswari ;
Balasubramanian, Paramasivan .
IET INTELLIGENT TRANSPORT SYSTEMS, 2018, 12 (03) :242-250
[19]   Novel Road Traffic Management Strategy for Rapid Clarification of the Emergency Vehicle Route Based on V2V Communications [J].
Osman, Radwa Ahmed ;
Zaki, Amira, I ;
Abdelsalam, Ahmed Kadry .
SENSORS, 2021, 21 (15)
[20]   Adaptive cooperative communications for enhancing QoS in vehicular networks [J].
Osman, Radwa Ahmed ;
Peng, Xiao-Hong ;
Omar, M. A. .
PHYSICAL COMMUNICATION, 2019, 34 :285-294