P4 FANET In-band Telemetry (FINT) for AI-assisted wireless link failure forecasting and recovery

被引:0
|
作者
Ismail, Layal [1 ]
Uomo, Domenico [1 ]
Sgambelluri, Andrea [1 ]
Alhamed, Faris [1 ]
Paolucci, Francesco [2 ]
机构
[1] Scuola Super Sant Anna, Via G Moruzzi 1, I-56124 Pisa, Italy
[2] CNIT, Via G Moruzzi 1, I-56124 Pisa, Italy
关键词
SD-FANET; AI; P4; Language; LOCALIZATION; CHALLENGES; NETWORKING; ALGORITHM;
D O I
10.1016/j.comnet.2024.110599
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces a novel framework for enhancing quality of service predictability in Flying ad hoc Networks (FANET) by leveraging P4 data-plane programmability. The proposed solution, P4 FANET In-Band Telemetry (FINT), is specifically designed to tailor the limited resources in wireless networks and is extended to collect not only the standard INT metadata but also novel essential Unmanned Aerial Vehicles (UAV) real-time metrics, including Received Signal Strength Indicator (RSSI), geolocation information and CPU load. These parameters are then fed into an artificial intelligence (AI) system, enabling proactive prediction of FANET link failures. By integrating P4 FINT and AI, our framework aims to improve the availability and overall performance of UAV-based networks through advanced link failure forecasting.
引用
收藏
页数:17
相关论文
共 5 条
  • [1] Edge Orchestration Framework for AI-assisted Link Failure Forecasting and Recovery
    Castoldi, Piero
    Uomo, Domenico
    Sgambelluri, Andrea
    Cugini, Filippo
    Paolucci, Francesco
    2024 24TH INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS, ICTON 2024, 2024,
  • [2] Extending P4 in-band telemetry to user equipment for latency- and localization-aware autonomous networking with AI forecasting
    Scano, Davide
    Paolucci, Francesco
    Kondepu, Koteswararao
    Sgambelluri, Andrea
    Valcarenghi, Luca
    Cugini, Filippo
    JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, 2021, 13 (09) : D103 - D114
  • [3] Design of an In-Band Control Plane for Automatic Bootstrapping and Fast Failure Recovery in P4 Networks
    Wong, Ting-Shan
    Lee, Steven S. W.
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2023, 20 (03): : 3612 - 3629
  • [4] P4 In-Band Telemetry (INT) for Latency-aware VNF in Metro Networks
    Cugini, F.
    Gunning, P.
    Paolucci, F.
    Castoldi, P.
    Lord, A.
    2019 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXHIBITION (OFC), 2019,
  • [5] IntOpt: In-band Network Telemetry optimization framework to monitor network slices using P4
    Bhamare, Deval
    Kassler, Andreas
    Vestin, Jonathan
    Khoshkholghi, Mohammad Ali
    Taheri, Javid
    Mahmoodi, Toktam
    Ohlen, Peter
    Curescu, Calin
    COMPUTER NETWORKS, 2022, 216