Low-Complexity Soft-Decision Detection for Combating DFE Burst Errors in IM/DD Links
The deployment of non-binary pulse amplitude modulation (PAM) and soft decision (SD)-forward error correction (FEC) in future intensity-modulation (IM)/direct-detection (DD) links is inevitable. However, high-speed IM/DD links suffer from inter-symbol interference (ISI) due to bandwidth-limited hard...
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description | The deployment of non-binary pulse amplitude modulation (PAM) and soft decision (SD)-forward error correction (FEC) in future intensity-modulation (IM)/direct-detection (DD) links is inevitable. However, high-speed IM/DD links suffer from inter-symbol interference (ISI) due to bandwidth-limited hardware. Traditional approaches to mitigate the effects of ISI are filters and trellis-based algorithms targeting symbol-wise maximum a posteriori (MAP) detection. The former approach includes decision-feedback equalizer (DFE), and the latter includes Max-Log-MAP (MLM) and soft-output Viterbi algorithm (SOVA). Although DFE is easy to implement, it introduces error propagation (EP). Such burst errors distort the log-likelihood ratios (LLRs) required by SD-FEC, causing performance degradation. On the other hand, MLM and SOVA provide near-optimum performance, but their complexity is very high for high-order PAM. In this article, we consider a one-tap partial response channel model, which is relevant for high-speed IM/DD links. We propose to combine DFE with either MLM or SOVA in a low-complexity architecture. The key idea is to allow MLM or SOVA to detect only 3 typical DFE symbol errors, and use the detected error information to generate LLRs in a modified demapper. The proposed structure enables a tradeoff between complexity and performance: i) the complexity of MLM or SOVA is reduced and ii) the decoding penalty due to EP is mitigated. Compared to SOVA detection, the proposed scheme can achieve a significant complexity reduction of up to 94% for PAM-8 transmission. Simulation and experimental results show that the resulting SNR loss is roughly 0.3\!\sim\! 0.4 dB for PAM-4, and becomes marginal 0.18 dB for PAM-8. |
doi_str_mv | 10.1109/JLT.2023.3324602 |
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However, high-speed IM/DD links suffer from inter-symbol interference (ISI) due to bandwidth-limited hardware. Traditional approaches to mitigate the effects of ISI are filters and trellis-based algorithms targeting symbol-wise maximum a posteriori (MAP) detection. The former approach includes decision-feedback equalizer (DFE), and the latter includes Max-Log-MAP (MLM) and soft-output Viterbi algorithm (SOVA). Although DFE is easy to implement, it introduces error propagation (EP). Such burst errors distort the log-likelihood ratios (LLRs) required by SD-FEC, causing performance degradation. On the other hand, MLM and SOVA provide near-optimum performance, but their complexity is very high for high-order PAM. In this article, we consider a one-tap partial response channel model, which is relevant for high-speed IM/DD links. We propose to combine DFE with either MLM or SOVA in a low-complexity architecture. The key idea is to allow MLM or SOVA to detect only 3 typical DFE symbol errors, and use the detected error information to generate LLRs in a modified demapper. The proposed structure enables a tradeoff between complexity and performance: i) the complexity of MLM or SOVA is reduced and ii) the decoding penalty due to EP is mitigated. Compared to SOVA detection, the proposed scheme can achieve a significant complexity reduction of up to 94% for PAM-8 transmission. Simulation and experimental results show that the resulting SNR loss is roughly <inline-formula><tex-math notation="LaTeX">0.3\!\sim\! 0.4</tex-math></inline-formula> dB for PAM-4, and becomes marginal 0.18 dB for PAM-8.</description><identifier>ISSN: 0733-8724</identifier><identifier>EISSN: 1558-2213</identifier><identifier>DOI: 10.1109/JLT.2023.3324602</identifier><identifier>CODEN: JLTEDG</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Algorithms ; Complexity ; Complexity theory ; Decision feedback equalizers ; decision-feedback equalizer ; Detection algorithms ; Direct detection ; Error correction ; Error detection ; Forward error correction ; High speed ; intensity modulation ; Likelihood ratio ; Links ; MAP algorithm ; Performance degradation ; Precoding ; Pulse amplitude modulation ; soft-decision decoding ; soft-output Viterbi algorithm ; Symbols ; Viterbi algorithm ; Viterbi algorithm detectors</subject><ispartof>Journal of lightwave technology, 2024-03, Vol.42 (5), p.1395-1408</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c287t-3ad49211f408028dc0894333d0d97b9edf7e473029ff801f77509570b73e926e3</cites><orcidid>0000-0002-2172-3051 ; 0000-0002-8805-7815 ; 0009-0006-1615-6968 ; 0000-0003-2558-0622</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10286055$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27924,27925,54758</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/10286055$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Wu, Kaiquan</creatorcontrib><creatorcontrib>Liga, Gabriele</creatorcontrib><creatorcontrib>Riani, Jamal</creatorcontrib><creatorcontrib>Alvarado, Alex</creatorcontrib><title>Low-Complexity Soft-Decision Detection for Combating DFE Burst Errors in IM/DD Links</title><title>Journal of lightwave technology</title><addtitle>JLT</addtitle><description>The deployment of non-binary pulse amplitude modulation (PAM) and soft decision (SD)-forward error correction (FEC) in future intensity-modulation (IM)/direct-detection (DD) links is inevitable. However, high-speed IM/DD links suffer from inter-symbol interference (ISI) due to bandwidth-limited hardware. Traditional approaches to mitigate the effects of ISI are filters and trellis-based algorithms targeting symbol-wise maximum a posteriori (MAP) detection. The former approach includes decision-feedback equalizer (DFE), and the latter includes Max-Log-MAP (MLM) and soft-output Viterbi algorithm (SOVA). Although DFE is easy to implement, it introduces error propagation (EP). Such burst errors distort the log-likelihood ratios (LLRs) required by SD-FEC, causing performance degradation. On the other hand, MLM and SOVA provide near-optimum performance, but their complexity is very high for high-order PAM. In this article, we consider a one-tap partial response channel model, which is relevant for high-speed IM/DD links. We propose to combine DFE with either MLM or SOVA in a low-complexity architecture. The key idea is to allow MLM or SOVA to detect only 3 typical DFE symbol errors, and use the detected error information to generate LLRs in a modified demapper. The proposed structure enables a tradeoff between complexity and performance: i) the complexity of MLM or SOVA is reduced and ii) the decoding penalty due to EP is mitigated. Compared to SOVA detection, the proposed scheme can achieve a significant complexity reduction of up to 94% for PAM-8 transmission. Simulation and experimental results show that the resulting SNR loss is roughly <inline-formula><tex-math notation="LaTeX">0.3\!\sim\! 0.4</tex-math></inline-formula> dB for PAM-4, and becomes marginal 0.18 dB for PAM-8.</description><subject>Algorithms</subject><subject>Complexity</subject><subject>Complexity theory</subject><subject>Decision feedback equalizers</subject><subject>decision-feedback equalizer</subject><subject>Detection algorithms</subject><subject>Direct detection</subject><subject>Error correction</subject><subject>Error detection</subject><subject>Forward error correction</subject><subject>High speed</subject><subject>intensity modulation</subject><subject>Likelihood ratio</subject><subject>Links</subject><subject>MAP algorithm</subject><subject>Performance degradation</subject><subject>Precoding</subject><subject>Pulse amplitude modulation</subject><subject>soft-decision decoding</subject><subject>soft-output Viterbi algorithm</subject><subject>Symbols</subject><subject>Viterbi algorithm</subject><subject>Viterbi algorithm detectors</subject><issn>0733-8724</issn><issn>1558-2213</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpNkD1PwzAQhi0EEqWwMzBYYk57_khsj9C0UBTEQJmtNLGRSxsX2xX035OqHZBOem943jvpQeiWwIgQUOOXajGiQNmIMcoLoGdoQPJcZpQSdo4GIBjLpKD8El3FuAIgnEsxQIvK_2QTv9muza9Le_zubcpK07jofIdLk0yTDpv1AffYsk6u-8TlbIofdyEmPA3Bh4hdh-ev47LEleu-4jW6sPU6mptTDtHHbLqYPGfV29N88lBlDZUiZaxuuaKEWA4SqGwbkIozxlpolVgq01phuGBAlbUSiBUiB5ULWApmFC0MG6L7491t8N87E5Ne-V3o-peaKkbzoh_SU3CkmuBjDMbqbXCbOuw1AX1wp3t3-uBOn9z1lbtjxRlj_uFUFpDn7A-HmmfU</recordid><startdate>20240301</startdate><enddate>20240301</enddate><creator>Wu, Kaiquan</creator><creator>Liga, Gabriele</creator><creator>Riani, Jamal</creator><creator>Alvarado, Alex</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7U5</scope><scope>8FD</scope><scope>H8D</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0002-2172-3051</orcidid><orcidid>https://orcid.org/0000-0002-8805-7815</orcidid><orcidid>https://orcid.org/0009-0006-1615-6968</orcidid><orcidid>https://orcid.org/0000-0003-2558-0622</orcidid></search><sort><creationdate>20240301</creationdate><title>Low-Complexity Soft-Decision Detection for Combating DFE Burst Errors in IM/DD Links</title><author>Wu, Kaiquan ; Liga, Gabriele ; Riani, Jamal ; Alvarado, Alex</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c287t-3ad49211f408028dc0894333d0d97b9edf7e473029ff801f77509570b73e926e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Algorithms</topic><topic>Complexity</topic><topic>Complexity theory</topic><topic>Decision feedback equalizers</topic><topic>decision-feedback equalizer</topic><topic>Detection algorithms</topic><topic>Direct detection</topic><topic>Error correction</topic><topic>Error detection</topic><topic>Forward error correction</topic><topic>High speed</topic><topic>intensity modulation</topic><topic>Likelihood ratio</topic><topic>Links</topic><topic>MAP algorithm</topic><topic>Performance degradation</topic><topic>Precoding</topic><topic>Pulse amplitude modulation</topic><topic>soft-decision decoding</topic><topic>soft-output Viterbi algorithm</topic><topic>Symbols</topic><topic>Viterbi algorithm</topic><topic>Viterbi algorithm detectors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wu, Kaiquan</creatorcontrib><creatorcontrib>Liga, Gabriele</creatorcontrib><creatorcontrib>Riani, Jamal</creatorcontrib><creatorcontrib>Alvarado, Alex</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>Aerospace Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Journal of lightwave technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Wu, Kaiquan</au><au>Liga, Gabriele</au><au>Riani, Jamal</au><au>Alvarado, Alex</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Low-Complexity Soft-Decision Detection for Combating DFE Burst Errors in IM/DD Links</atitle><jtitle>Journal of lightwave technology</jtitle><stitle>JLT</stitle><date>2024-03-01</date><risdate>2024</risdate><volume>42</volume><issue>5</issue><spage>1395</spage><epage>1408</epage><pages>1395-1408</pages><issn>0733-8724</issn><eissn>1558-2213</eissn><coden>JLTEDG</coden><abstract>The deployment of non-binary pulse amplitude modulation (PAM) and soft decision (SD)-forward error correction (FEC) in future intensity-modulation (IM)/direct-detection (DD) links is inevitable. However, high-speed IM/DD links suffer from inter-symbol interference (ISI) due to bandwidth-limited hardware. Traditional approaches to mitigate the effects of ISI are filters and trellis-based algorithms targeting symbol-wise maximum a posteriori (MAP) detection. The former approach includes decision-feedback equalizer (DFE), and the latter includes Max-Log-MAP (MLM) and soft-output Viterbi algorithm (SOVA). Although DFE is easy to implement, it introduces error propagation (EP). Such burst errors distort the log-likelihood ratios (LLRs) required by SD-FEC, causing performance degradation. On the other hand, MLM and SOVA provide near-optimum performance, but their complexity is very high for high-order PAM. In this article, we consider a one-tap partial response channel model, which is relevant for high-speed IM/DD links. We propose to combine DFE with either MLM or SOVA in a low-complexity architecture. The key idea is to allow MLM or SOVA to detect only 3 typical DFE symbol errors, and use the detected error information to generate LLRs in a modified demapper. The proposed structure enables a tradeoff between complexity and performance: i) the complexity of MLM or SOVA is reduced and ii) the decoding penalty due to EP is mitigated. Compared to SOVA detection, the proposed scheme can achieve a significant complexity reduction of up to 94% for PAM-8 transmission. Simulation and experimental results show that the resulting SNR loss is roughly <inline-formula><tex-math notation="LaTeX">0.3\!\sim\! 0.4</tex-math></inline-formula> dB for PAM-4, and becomes marginal 0.18 dB for PAM-8.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/JLT.2023.3324602</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-2172-3051</orcidid><orcidid>https://orcid.org/0000-0002-8805-7815</orcidid><orcidid>https://orcid.org/0009-0006-1615-6968</orcidid><orcidid>https://orcid.org/0000-0003-2558-0622</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Algorithms Complexity Complexity theory Decision feedback equalizers decision-feedback equalizer Detection algorithms Direct detection Error correction Error detection Forward error correction High speed intensity modulation Likelihood ratio Links MAP algorithm Performance degradation Precoding Pulse amplitude modulation soft-decision decoding soft-output Viterbi algorithm Symbols Viterbi algorithm Viterbi algorithm detectors |
title | Low-Complexity Soft-Decision Detection for Combating DFE Burst Errors in IM/DD Links |
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