A classification-based elephant flow detection method using application round on SDN environments

Yuan Hao Huang; Wen-Yueh Shih; Jiun-Long Huang

doi:10.1109/APNOMS.2017.8094140

A classification-based elephant flow detection method using application round on SDN environments

Yuan Hao Huang^*, Wen-Yueh Shih, Jiun-Long Huang

^*Corresponding author for this work

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

16 Scopus citations

Abstract

We propose in this paper a classification-based elephant flow detection method for SDN environments. The proposed elephant flow detection method consists of two classifiers running on the switch and the controller, respectively. For better performance, the concept of application round is used to build the classifier running on the controller. Experimental results show that our elephant flow detection method is able to obtain high recall and F-measure.

Original language	English
Title of host publication	19th Asia-Pacific Network Operations and Management Symposium
Subtitle of host publication	Managing a World of Things, APNOMS 2017
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	231-234
Number of pages	4
ISBN (Electronic)	9781538611012
DOIs	https://doi.org/10.1109/APNOMS.2017.8094140
State	Published - Sep 2017
Event	19th Asia-Pacific Network Operations and Management Symposium, APNOMS 2017 - Seoul, Korea, Republic of Duration: 27 Sep 2017 → 29 Sep 2017

Publication series

Name	19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017

Conference

Conference	19th Asia-Pacific Network Operations and Management Symposium, APNOMS 2017
Country/Territory	Korea, Republic of
City	Seoul
Period	27/09/17 → 29/09/17

Keywords

Elephant flow detection
SDN
Software-Defined Networking

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10.1109/APNOMS.2017.8094140

Cite this

Huang, Y. H., Shih, W.-Y., & Huang, J.-L. (2017). A classification-based elephant flow detection method using application round on SDN environments. In 19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017 (pp. 231-234). Article 8094140 (19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/APNOMS.2017.8094140

Huang, Yuan Hao ; Shih, Wen-Yueh ; Huang, Jiun-Long. / A classification-based elephant flow detection method using application round on SDN environments. 19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017. Institute of Electrical and Electronics Engineers Inc., 2017. pp. 231-234 (19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017).

@inproceedings{812e0b2dfef140cfa4e6b1e6910088aa,

title = "A classification-based elephant flow detection method using application round on SDN environments",

abstract = "We propose in this paper a classification-based elephant flow detection method for SDN environments. The proposed elephant flow detection method consists of two classifiers running on the switch and the controller, respectively. For better performance, the concept of application round is used to build the classifier running on the controller. Experimental results show that our elephant flow detection method is able to obtain high recall and F-measure.",

keywords = "Elephant flow detection, SDN, Software-Defined Networking",

author = "Huang, {Yuan Hao} and Wen-Yueh Shih and Jiun-Long Huang",

note = "Publisher Copyright: {\textcopyright} 2017 IEEE.; 19th Asia-Pacific Network Operations and Management Symposium, APNOMS 2017 ; Conference date: 27-09-2017 Through 29-09-2017",

year = "2017",

month = sep,

doi = "10.1109/APNOMS.2017.8094140",

language = "English",

series = "19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017",

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address = "United States",

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Huang, YH, Shih, W-Y & Huang, J-L 2017, A classification-based elephant flow detection method using application round on SDN environments. in 19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017., 8094140, 19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017, Institute of Electrical and Electronics Engineers Inc., pp. 231-234, 19th Asia-Pacific Network Operations and Management Symposium, APNOMS 2017, Seoul, Korea, Republic of, 27/09/17. https://doi.org/10.1109/APNOMS.2017.8094140

A classification-based elephant flow detection method using application round on SDN environments. / Huang, Yuan Hao; Shih, Wen-Yueh; Huang, Jiun-Long.
19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017. Institute of Electrical and Electronics Engineers Inc., 2017. p. 231-234 8094140 (19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017).

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

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T1 - A classification-based elephant flow detection method using application round on SDN environments

AU - Huang, Yuan Hao

AU - Shih, Wen-Yueh

AU - Huang, Jiun-Long

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N2 - We propose in this paper a classification-based elephant flow detection method for SDN environments. The proposed elephant flow detection method consists of two classifiers running on the switch and the controller, respectively. For better performance, the concept of application round is used to build the classifier running on the controller. Experimental results show that our elephant flow detection method is able to obtain high recall and F-measure.

AB - We propose in this paper a classification-based elephant flow detection method for SDN environments. The proposed elephant flow detection method consists of two classifiers running on the switch and the controller, respectively. For better performance, the concept of application round is used to build the classifier running on the controller. Experimental results show that our elephant flow detection method is able to obtain high recall and F-measure.

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KW - Software-Defined Networking

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DO - 10.1109/APNOMS.2017.8094140

M3 - Conference contribution

AN - SCOPUS:85040579381

T3 - 19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017

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BT - 19th Asia-Pacific Network Operations and Management Symposium

PB - Institute of Electrical and Electronics Engineers Inc.

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Huang YH, Shih WY, Huang JL. A classification-based elephant flow detection method using application round on SDN environments. In 19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017. Institute of Electrical and Electronics Engineers Inc. 2017. p. 231-234. 8094140. (19th Asia-Pacific Network Operations and Management Symposium: Managing a World of Things, APNOMS 2017). doi: 10.1109/APNOMS.2017.8094140

A classification-based elephant flow detection method using application round on SDN environments

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