Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities

Chamara Madarasingha; Thilini Dahanayaka; Kanchana Thilakarathna; Suranga Seneviratne; Young Choon Lee; Salil S. Kanhere; Aruna Seneviratne; Phil Ridley

doi:10.1145/3672202.3673731

Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities

Chamara Madarasingha^*, Thilini Dahanayaka, Kanchana Thilakarathna, Suranga Seneviratne, Young Choon Lee, Salil S. Kanhere, Aruna Seneviratne, Phil Ridley

^*Corresponding author for this work

School of Computing

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

Abstract

We present P4Xtnd, which implements P4 programmability on resource-constrained devices with extended network functionalities for malicious device identification in IoT networks. Compared to existing methods, P4Xtnd operates in realtime and distributed manner for traffic collection, running ML at P4 Data plane with Federated Learning. Moreover, algorithms are proposed for trust assessment of sensor devices and dynamic network slicing for effective network management. With three LAN networks P4Xtnd shows its ability to detect malicious activities at higher accuracy.

Original language	English
Title of host publication	SIGCOMM Posters and Demos '24
Subtitle of host publication	proceedings of the 2024 SIGCOMM Poster and Demo Sessions
Place of Publication	New York
Publisher	Association for Computing Machinery
Pages	104-106
Number of pages	3
ISBN (Electronic)	9798400707179
DOIs	https://doi.org/10.1145/3672202.3673731
Publication status	Published - 2024
Event	2024 SIGCOMM Poster and Demo Sessions, SIGCOMM'24 - Sydney, Australia Duration: 4 Aug 2024 → 8 Aug 2024

Conference

Conference	2024 SIGCOMM Poster and Demo Sessions, SIGCOMM'24
Country/Territory	Australia
City	Sydney
Period	4/08/24 → 8/08/24

Keywords

P4 programming
In-network ML
Software Defined Networking

Access to Document

10.1145/3672202.3673731Licence: Unspecified

Cite this

Madarasingha, C., Dahanayaka, T., Thilakarathna, K., Seneviratne, S., Lee, Y. C., Kanhere, S. S., Seneviratne, A., & Ridley, P. (2024). Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities. In SIGCOMM Posters and Demos '24: proceedings of the 2024 SIGCOMM Poster and Demo Sessions (pp. 104-106). Association for Computing Machinery. https://doi.org/10.1145/3672202.3673731

@inproceedings{f17af72cccce47aa8c6b802fc71f7694,

title = "Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities",

abstract = "We present P4Xtnd, which implements P4 programmability on resource-constrained devices with extended network functionalities for malicious device identification in IoT networks. Compared to existing methods, P4Xtnd operates in realtime and distributed manner for traffic collection, running ML at P4 Data plane with Federated Learning. Moreover, algorithms are proposed for trust assessment of sensor devices and dynamic network slicing for effective network management. With three LAN networks P4Xtnd shows its ability to detect malicious activities at higher accuracy.",

keywords = "P4 programming, In-network ML, Software Defined Networking",

author = "Chamara Madarasingha and Thilini Dahanayaka and Kanchana Thilakarathna and Suranga Seneviratne and Lee, {Young Choon} and Kanhere, {Salil S.} and Aruna Seneviratne and Phil Ridley",

year = "2024",

doi = "10.1145/3672202.3673731",

language = "English",

pages = "104--106",

booktitle = "SIGCOMM Posters and Demos '24",

publisher = "Association for Computing Machinery",

address = "United States",

note = "2024 SIGCOMM Poster and Demo Sessions, SIGCOMM'24 ; Conference date: 04-08-2024 Through 08-08-2024",

}

Madarasingha, C, Dahanayaka, T, Thilakarathna, K, Seneviratne, S, Lee, YC, Kanhere, SS, Seneviratne, A & Ridley, P 2024, Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities. in SIGCOMM Posters and Demos '24: proceedings of the 2024 SIGCOMM Poster and Demo Sessions. Association for Computing Machinery, New York, pp. 104-106, 2024 SIGCOMM Poster and Demo Sessions, SIGCOMM'24, Sydney, Australia, 4/08/24. https://doi.org/10.1145/3672202.3673731

Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities. / Madarasingha, Chamara; Dahanayaka, Thilini; Thilakarathna, Kanchana et al.
SIGCOMM Posters and Demos '24: proceedings of the 2024 SIGCOMM Poster and Demo Sessions. New York: Association for Computing Machinery, 2024. p. 104-106.

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

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AU - Madarasingha, Chamara

AU - Dahanayaka, Thilini

AU - Thilakarathna, Kanchana

AU - Seneviratne, Suranga

AU - Lee, Young Choon

AU - Kanhere, Salil S.

AU - Seneviratne, Aruna

AU - Ridley, Phil

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AB - We present P4Xtnd, which implements P4 programmability on resource-constrained devices with extended network functionalities for malicious device identification in IoT networks. Compared to existing methods, P4Xtnd operates in realtime and distributed manner for traffic collection, running ML at P4 Data plane with Federated Learning. Moreover, algorithms are proposed for trust assessment of sensor devices and dynamic network slicing for effective network management. With three LAN networks P4Xtnd shows its ability to detect malicious activities at higher accuracy.

KW - P4 programming

KW - In-network ML

KW - Software Defined Networking

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BT - SIGCOMM Posters and Demos '24

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Y2 - 4 August 2024 through 8 August 2024

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Madarasingha C, Dahanayaka T, Thilakarathna K, Seneviratne S, Lee YC, Kanhere SS et al. Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities. In SIGCOMM Posters and Demos '24: proceedings of the 2024 SIGCOMM Poster and Demo Sessions. New York: Association for Computing Machinery. 2024. p. 104-106 doi: 10.1145/3672202.3673731

Demo: P4Xtnd: P4 programmability on resource constrained environments with extended network functionalities

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Conference

Keywords

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