Reduction in complexity of Volterra filter by employing l0-regularization in 112-Gbps PAM-4 VCSEL optical interconnect

Yi Yu Lin; Chun Jui Chen; Hong Minh Nguyen; Chun Yen Chuang; Chia Chien Wei; Jyehong Chen; Jin Wei Shi

doi:10.1364/OFC.2020.Th2A.51

Reduction in complexity of Volterra filter by employing l₀-regularization in 112-Gbps PAM-4 VCSEL optical interconnect

Yi Yu Lin, Chun Jui Chen, Hong Minh Nguyen, Chun Yen Chuang, Chia Chien Wei, Jyehong Chen, Jin Wei Shi

電機工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

摘要

We employ l₀-regularization to reduce Volterra filter complexity by up to 90% in 112-Gbps PAM-4 VCSEL transmission. Compared to l₁-regularization, l₀-regularization achieves lower complexity and more precise weights without retraining after sparse identification.

原文	???core.languages.en_GB???
主出版物標題	Optical Fiber Communication Conference, OFC 2020
發行者	Optica Publishing Group (formerly OSA)
ISBN（列印）	9781943580712
DOIs	https://doi.org/10.1364/OFC.2020.Th2A.51
出版狀態	已出版 - 2020
事件	Optical Fiber Communication Conference, OFC 2020 - San Diego, United States 持續時間: 8 3月 2017 → 12 3月 2017

出版系列

名字	Optics InfoBase Conference Papers
卷	Part F174-OFC 2020

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	Optical Fiber Communication Conference, OFC 2020
國家/地區	United States
城市	San Diego
期間	8/03/17 → 12/03/17

存取文件

10.1364/OFC.2020.Th2A.51

引用此

Lin, Y. Y., Chen, C. J., Nguyen, H. M., Chuang, C. Y., Wei, C. C., Chen, J., & Shi, J. W. (2020). Reduction in complexity of Volterra filter by employing l₀-regularization in 112-Gbps PAM-4 VCSEL optical interconnect. 於 Optical Fiber Communication Conference, OFC 2020 (Optics InfoBase Conference Papers; 卷 Part F174-OFC 2020). Optica Publishing Group (formerly OSA). https://doi.org/10.1364/OFC.2020.Th2A.51

@inproceedings{9a4bde535ec345749f98b2e7683d6ed2,

title = "Reduction in complexity of Volterra filter by employing l0-regularization in 112-Gbps PAM-4 VCSEL optical interconnect",

abstract = "We employ l0-regularization to reduce Volterra filter complexity by up to 90% in 112-Gbps PAM-4 VCSEL transmission. Compared to l1-regularization, l0-regularization achieves lower complexity and more precise weights without retraining after sparse identification.",

author = "Lin, {Yi Yu} and Chen, {Chun Jui} and Nguyen, {Hong Minh} and Chuang, {Chun Yen} and Wei, {Chia Chien} and Jyehong Chen and Shi, {Jin Wei}",

note = "Publisher Copyright: OFC 2020 {\textcopyright} OSA 2020 {\textcopyright} 2020 The Author(s); Optical Fiber Communication Conference, OFC 2020 ; Conference date: 08-03-2017 Through 12-03-2017",

year = "2020",

doi = "10.1364/OFC.2020.Th2A.51",

language = "???core.languages.en_GB???",

isbn = "9781943580712",

series = "Optics InfoBase Conference Papers",

publisher = "Optica Publishing Group (formerly OSA)",

booktitle = "Optical Fiber Communication Conference, OFC 2020",

}

Lin, YY, Chen, CJ, Nguyen, HM, Chuang, CY, Wei, CC, Chen, J & Shi, JW 2020, Reduction in complexity of Volterra filter by employing l₀-regularization in 112-Gbps PAM-4 VCSEL optical interconnect. 於 Optical Fiber Communication Conference, OFC 2020. Optics InfoBase Conference Papers, 卷 Part F174-OFC 2020, Optica Publishing Group (formerly OSA), Optical Fiber Communication Conference, OFC 2020, San Diego, United States, 8/03/17. https://doi.org/10.1364/OFC.2020.Th2A.51

Reduction in complexity of Volterra filter by employing l₀-regularization in 112-Gbps PAM-4 VCSEL optical interconnect. / Lin, Yi Yu; Chen, Chun Jui; Nguyen, Hong Minh 等.
Optical Fiber Communication Conference, OFC 2020. Optica Publishing Group (formerly OSA), 2020. (Optics InfoBase Conference Papers; 卷 Part F174-OFC 2020).

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

TY - GEN

T1 - Reduction in complexity of Volterra filter by employing l0-regularization in 112-Gbps PAM-4 VCSEL optical interconnect

AU - Lin, Yi Yu

AU - Chen, Chun Jui

AU - Nguyen, Hong Minh

AU - Chuang, Chun Yen

AU - Wei, Chia Chien

AU - Chen, Jyehong

AU - Shi, Jin Wei

PY - 2020

Y1 - 2020

N2 - We employ l0-regularization to reduce Volterra filter complexity by up to 90% in 112-Gbps PAM-4 VCSEL transmission. Compared to l1-regularization, l0-regularization achieves lower complexity and more precise weights without retraining after sparse identification.

AB - We employ l0-regularization to reduce Volterra filter complexity by up to 90% in 112-Gbps PAM-4 VCSEL transmission. Compared to l1-regularization, l0-regularization achieves lower complexity and more precise weights without retraining after sparse identification.

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U2 - 10.1364/OFC.2020.Th2A.51

DO - 10.1364/OFC.2020.Th2A.51

M3 - 會議論文篇章

AN - SCOPUS:85089935561

SN - 9781943580712

T3 - Optics InfoBase Conference Papers

BT - Optical Fiber Communication Conference, OFC 2020

PB - Optica Publishing Group (formerly OSA)

T2 - Optical Fiber Communication Conference, OFC 2020

Y2 - 8 March 2017 through 12 March 2017

ER -

Reduction in complexity of Volterra filter by employing l0-regularization in 112-Gbps PAM-4 VCSEL optical interconnect

摘要

出版系列

???event.eventtypes.event.conference???

存取文件

指紋

引用此

Reduction in complexity of Volterra filter by employing l₀-regularization in 112-Gbps PAM-4 VCSEL optical interconnect