Evaluation of AI-based Smart-Sensor Deployment at the Extreme Edge of a Software-Defined Network

被引:0
|
作者
Aguilar-Rivera, Anton [1 ]
Vilalta, Ricard [1 ]
Parada, Raul [1 ]
Mira Perez, Fermin [1 ]
Vazquez-Gallego, Francisco [2 ]
机构
[1] Ctr Tecnol Telecomunicac Catalunya CTTC CERCA, Castelldefels, Spain
[2] I2CAT Fdn, Barcelona, Spain
关键词
Connected vehicles; V2X; Machine-learning; Hazard detection;
D O I
10.1109/NFV-SDN56302.2022.9974729
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The introduction of AI-based smart-sensors on the network might suppose stringent requirements for the network edge, including the necessity to process real-time video feeds. Moreover, the introduction of vehicular communications allows the multiple location placement of necessary computational processes. To this end, we have proposed an AI-based smart-sensor solution that is able to be deployed at the extreme edge of the network (i.e., on the vehicle). The architecture for the connected vehicle is presented and accuracy results are provided for the proposed smart-sensor.
引用
收藏
页码:1 / 5
页数:5
相关论文
共 50 条
  • [1] An AI-based Traffic Matrix Prediction Solution for Software-Defined Network
    Le, Duc-Huy
    Tran, Hai-Anh
    Souihi, Sami
    Mellouk, Abdelhamid
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,
  • [2] AI-based software-defined virtual network function scheduling with delay optimization
    Liao, Dan
    Wu, Yulong
    Wu, Ziyang
    Zhu, Zeyuan
    Zhang, Wanting
    Sun, Gang
    Chang, Victor
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 6): : 13897 - 13909
  • [3] AI-based software-defined virtual network function scheduling with delay optimization
    Dan Liao
    Yulong Wu
    Ziyang Wu
    Zeyuan Zhu
    Wanting Zhang
    Gang Sun
    Victor Chang
    Cluster Computing, 2019, 22 : 13897 - 13909
  • [4] Smart Wireless Sensor Network Management Based on Software-Defined Networking
    De Gante, Alejandro
    Aslan, Mohamed
    Matrawy, Ashraf
    2014 27TH BIENNIAL SYMPOSIUM ON COMMUNICATIONS (QBSC), 2014, : 71 - 75
  • [5] An approach for deployment of BRS in software-defined network
    Dutta, Parinita
    Chatterjee, Rajeev
    Mandal, Jyotsna Kumar
    INNOVATIONS IN SYSTEMS AND SOFTWARE ENGINEERING, 2019, 15 (3-4) : 355 - 361
  • [6] An approach for deployment of BRS in software-defined network
    Parinita Dutta
    Rajeev Chatterjee
    Jyotsna Kumar Mandal
    Innovations in Systems and Software Engineering, 2019, 15 : 355 - 361
  • [7] Software-Defined Network and Cloud-Edge Collaboration for Smart and Connected Vehicles
    Shukla, Raj Mani
    Sengupta, Shamik
    Chatterjee, Mainak
    PROCEEDINGS OF THE WORKSHOP PROGRAM OF THE 19TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING AND NETWORKING (ICDCN'18), 2018,
  • [8] AI-based antenna technology for 5G software-defined radio platform
    Wang, Lan-Hsin
    Hsiao, Fu-Ren
    Zhang, Yu-Xuan
    Chiu, Tsung-Wen
    2018 INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION (ISAP), 2018,
  • [9] AI-based RF-Fingerprinting Framework and Implementation using Software-Defined Radios
    Kulhandjian, Hovannes
    Batz, Elizabeth
    Garcia, Eduardo
    Vega, Selena
    Velma, Sanjana
    Kulhandjian, Michel
    D'Amours, Claude
    Kantarci, Burak
    Mukherjee, Tathagata
    2023 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS, ICNC, 2023, : 143 - 147
  • [10] New Architecture for a Wireless Smart Sensor Based on a Software-Defined Radio
    Ferrari, Paolo
    Flammini, Alessandra
    Sisinni, Emiliano
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2011, 60 (06) : 2133 - 2141