Theoretical Analysis of the Peak-to-Average Power Ratio and Optimal Pulse Shaping Filter Design for GFDM Systems
Generalized frequency division multiplexing (GFDM) has been regarded as a candidate for new multicarrier modulation schemes in future wireless communication systems (e.g., 5G systems). However, GFDM systems still suffer from the problem of high peak-to-average power ratio (PAPR). In this paper, theo...
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Veröffentlicht in: | IEEE transactions on signal processing 2019-07, Vol.67 (13), p.3455-3470 |
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description | Generalized frequency division multiplexing (GFDM) has been regarded as a candidate for new multicarrier modulation schemes in future wireless communication systems (e.g., 5G systems). However, GFDM systems still suffer from the problem of high peak-to-average power ratio (PAPR). In this paper, theoretical analysis of the PAPR distribution for GFDM signals is performed. Exact closed-form expressions for the complementary cumulative distribution function (CCDF) of PAPR are firstly derived for critically sampled and oversampled GFDM signals, respectively, which tend to be sufficiently accurate as the number of subcarriers K is large enough (e.g., K ≥ 64). With aid of theoretical analysis results, an optimization criterion for the design of pulse shaping filters is obtained, which can nearly achieve the globally minimum CCDF results and is appropriate for practical applications. This criterion can also achieve the globally optimal result for minimizing the variance of instantaneous power. Based on this criterion, a measurement for the overall deviation of filter coefficients is proposed, which can help to roughly and efficiently evaluate the ability of PAPR reduction for pulse shaping filters. Although the PAPR reduction effect is limited with pulse shaping filters, it is found that large deviation may also lead to higher PAPR. Additionally, with the aid of closed-form CCDF expressions, PAPR characteristics of GFDM and other multicarrier systems (e.g., OFDM and FBMC/OQAM) are compared thoroughly. Simulation results verify the validity and accuracy of derived theoretical results, and demonstrate the effectiveness of the proposed optimization design criterion. |
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However, GFDM systems still suffer from the problem of high peak-to-average power ratio (PAPR). In this paper, theoretical analysis of the PAPR distribution for GFDM signals is performed. Exact closed-form expressions for the complementary cumulative distribution function (CCDF) of PAPR are firstly derived for critically sampled and oversampled GFDM signals, respectively, which tend to be sufficiently accurate as the number of subcarriers K is large enough (e.g., K ≥ 64). With aid of theoretical analysis results, an optimization criterion for the design of pulse shaping filters is obtained, which can nearly achieve the globally minimum CCDF results and is appropriate for practical applications. This criterion can also achieve the globally optimal result for minimizing the variance of instantaneous power. Based on this criterion, a measurement for the overall deviation of filter coefficients is proposed, which can help to roughly and efficiently evaluate the ability of PAPR reduction for pulse shaping filters. Although the PAPR reduction effect is limited with pulse shaping filters, it is found that large deviation may also lead to higher PAPR. Additionally, with the aid of closed-form CCDF expressions, PAPR characteristics of GFDM and other multicarrier systems (e.g., OFDM and FBMC/OQAM) are compared thoroughly. Simulation results verify the validity and accuracy of derived theoretical results, and demonstrate the effectiveness of the proposed optimization design criterion.</description><identifier>ISSN: 1053-587X</identifier><identifier>EISSN: 1941-0476</identifier><identifier>DOI: 10.1109/TSP.2019.2919380</identifier><identifier>CODEN: ITPRED</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>CCDF ; Closed form solutions ; Design criteria ; Design optimization ; Deviation ; Distribution functions ; Exact solutions ; Filter design (mathematics) ; Frequency division multiplexing ; GFDM ; Mathematical analysis ; Mathematical model ; Modulation ; Optimization ; Orthogonal Frequency Division Multiplexing ; PAPR ; Peak to average power ratio ; Prototypes ; Pulse shaping filter ; Pulse shaping methods ; Reduction ; Subcarriers ; Wireless communication systems ; Wireless communications</subject><ispartof>IEEE transactions on signal processing, 2019-07, Vol.67 (13), p.3455-3470</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c291t-477d0147751310a3a50830d6c616073b3fe924566e3e363f06ca972b0333b5ef3</citedby><cites>FETCH-LOGICAL-c291t-477d0147751310a3a50830d6c616073b3fe924566e3e363f06ca972b0333b5ef3</cites><orcidid>0000-0001-8135-0982 ; 0000-0001-6006-3239</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8723567$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>315,781,785,797,27928,27929,54762</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8723567$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Liu, Kaiming</creatorcontrib><creatorcontrib>Deng, Weifeng</creatorcontrib><creatorcontrib>Liu, Yuan'an</creatorcontrib><title>Theoretical Analysis of the Peak-to-Average Power Ratio and Optimal Pulse Shaping Filter Design for GFDM Systems</title><title>IEEE transactions on signal processing</title><addtitle>TSP</addtitle><description>Generalized frequency division multiplexing (GFDM) has been regarded as a candidate for new multicarrier modulation schemes in future wireless communication systems (e.g., 5G systems). However, GFDM systems still suffer from the problem of high peak-to-average power ratio (PAPR). In this paper, theoretical analysis of the PAPR distribution for GFDM signals is performed. Exact closed-form expressions for the complementary cumulative distribution function (CCDF) of PAPR are firstly derived for critically sampled and oversampled GFDM signals, respectively, which tend to be sufficiently accurate as the number of subcarriers K is large enough (e.g., K ≥ 64). With aid of theoretical analysis results, an optimization criterion for the design of pulse shaping filters is obtained, which can nearly achieve the globally minimum CCDF results and is appropriate for practical applications. This criterion can also achieve the globally optimal result for minimizing the variance of instantaneous power. Based on this criterion, a measurement for the overall deviation of filter coefficients is proposed, which can help to roughly and efficiently evaluate the ability of PAPR reduction for pulse shaping filters. Although the PAPR reduction effect is limited with pulse shaping filters, it is found that large deviation may also lead to higher PAPR. Additionally, with the aid of closed-form CCDF expressions, PAPR characteristics of GFDM and other multicarrier systems (e.g., OFDM and FBMC/OQAM) are compared thoroughly. Simulation results verify the validity and accuracy of derived theoretical results, and demonstrate the effectiveness of the proposed optimization design criterion.</description><subject>CCDF</subject><subject>Closed form solutions</subject><subject>Design criteria</subject><subject>Design optimization</subject><subject>Deviation</subject><subject>Distribution functions</subject><subject>Exact solutions</subject><subject>Filter design (mathematics)</subject><subject>Frequency division multiplexing</subject><subject>GFDM</subject><subject>Mathematical analysis</subject><subject>Mathematical model</subject><subject>Modulation</subject><subject>Optimization</subject><subject>Orthogonal Frequency Division Multiplexing</subject><subject>PAPR</subject><subject>Peak to average power ratio</subject><subject>Prototypes</subject><subject>Pulse shaping filter</subject><subject>Pulse shaping methods</subject><subject>Reduction</subject><subject>Subcarriers</subject><subject>Wireless communication systems</subject><subject>Wireless communications</subject><issn>1053-587X</issn><issn>1941-0476</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kMFPwjAUhxejiYjeTbw08Txs99Z2PRIQNMFABBNvSxlvMBzrbIuG_94SiKe-Jt_v5f2-KLpntMcYVU-L-ayXUKZ6iWIKMnoRdZhKWUxTKS7DTDnEPJOf19GNc1tKWZoq0YnaxQaNRV8Vuib9RtcHVzliSuI3SGaov2Jv4v4PWr0Of_OLlrxrXxmimxWZtr7ahdxsXzsk841uq2ZNRlXtAzZEV60bUhpLxqPhG5kfnMedu42uSh3wu_PbjT5Gz4vBSzyZjl8H_UlchAI-TqVchRul5AwY1aA5zYCuRCGYoBKWUKJKUi4EAoKAkopCK5ksKQAsOZbQjR5Pe1trvvfofL41exsKujxJQAqhJE8CRU9UYY1zFsu8taGSPeSM5kevefCaH73mZ68h8nCKVIj4j2cyAS4k_AGki3JH</recordid><startdate>20190701</startdate><enddate>20190701</enddate><creator>Liu, Kaiming</creator><creator>Deng, Weifeng</creator><creator>Liu, Yuan'an</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>7SC</scope><scope>7SP</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><orcidid>https://orcid.org/0000-0001-8135-0982</orcidid><orcidid>https://orcid.org/0000-0001-6006-3239</orcidid></search><sort><creationdate>20190701</creationdate><title>Theoretical Analysis of the Peak-to-Average Power Ratio and Optimal Pulse Shaping Filter Design for GFDM Systems</title><author>Liu, Kaiming ; Deng, Weifeng ; Liu, Yuan'an</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c291t-477d0147751310a3a50830d6c616073b3fe924566e3e363f06ca972b0333b5ef3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>CCDF</topic><topic>Closed form solutions</topic><topic>Design criteria</topic><topic>Design optimization</topic><topic>Deviation</topic><topic>Distribution functions</topic><topic>Exact solutions</topic><topic>Filter design (mathematics)</topic><topic>Frequency division multiplexing</topic><topic>GFDM</topic><topic>Mathematical analysis</topic><topic>Mathematical model</topic><topic>Modulation</topic><topic>Optimization</topic><topic>Orthogonal Frequency Division Multiplexing</topic><topic>PAPR</topic><topic>Peak to average power ratio</topic><topic>Prototypes</topic><topic>Pulse shaping filter</topic><topic>Pulse shaping methods</topic><topic>Reduction</topic><topic>Subcarriers</topic><topic>Wireless communication systems</topic><topic>Wireless communications</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Liu, Kaiming</creatorcontrib><creatorcontrib>Deng, Weifeng</creatorcontrib><creatorcontrib>Liu, Yuan'an</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>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>IEEE transactions on signal processing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Liu, Kaiming</au><au>Deng, Weifeng</au><au>Liu, Yuan'an</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Theoretical Analysis of the Peak-to-Average Power Ratio and Optimal Pulse Shaping Filter Design for GFDM Systems</atitle><jtitle>IEEE transactions on signal processing</jtitle><stitle>TSP</stitle><date>2019-07-01</date><risdate>2019</risdate><volume>67</volume><issue>13</issue><spage>3455</spage><epage>3470</epage><pages>3455-3470</pages><issn>1053-587X</issn><eissn>1941-0476</eissn><coden>ITPRED</coden><abstract>Generalized frequency division multiplexing (GFDM) has been regarded as a candidate for new multicarrier modulation schemes in future wireless communication systems (e.g., 5G systems). However, GFDM systems still suffer from the problem of high peak-to-average power ratio (PAPR). In this paper, theoretical analysis of the PAPR distribution for GFDM signals is performed. Exact closed-form expressions for the complementary cumulative distribution function (CCDF) of PAPR are firstly derived for critically sampled and oversampled GFDM signals, respectively, which tend to be sufficiently accurate as the number of subcarriers K is large enough (e.g., K ≥ 64). With aid of theoretical analysis results, an optimization criterion for the design of pulse shaping filters is obtained, which can nearly achieve the globally minimum CCDF results and is appropriate for practical applications. This criterion can also achieve the globally optimal result for minimizing the variance of instantaneous power. Based on this criterion, a measurement for the overall deviation of filter coefficients is proposed, which can help to roughly and efficiently evaluate the ability of PAPR reduction for pulse shaping filters. Although the PAPR reduction effect is limited with pulse shaping filters, it is found that large deviation may also lead to higher PAPR. Additionally, with the aid of closed-form CCDF expressions, PAPR characteristics of GFDM and other multicarrier systems (e.g., OFDM and FBMC/OQAM) are compared thoroughly. Simulation results verify the validity and accuracy of derived theoretical results, and demonstrate the effectiveness of the proposed optimization design criterion.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TSP.2019.2919380</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0001-8135-0982</orcidid><orcidid>https://orcid.org/0000-0001-6006-3239</orcidid></addata></record> |
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subjects | CCDF Closed form solutions Design criteria Design optimization Deviation Distribution functions Exact solutions Filter design (mathematics) Frequency division multiplexing GFDM Mathematical analysis Mathematical model Modulation Optimization Orthogonal Frequency Division Multiplexing PAPR Peak to average power ratio Prototypes Pulse shaping filter Pulse shaping methods Reduction Subcarriers Wireless communication systems Wireless communications |
title | Theoretical Analysis of the Peak-to-Average Power Ratio and Optimal Pulse Shaping Filter Design for GFDM Systems |
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