2-D Magnitude-Selective Affine Function-Based Digital Predistortion for Concurrent Dual-Band Terminal Power Amplifiers
Conventional digital predistortion (DPD) techniques are facing the challenge of complexity in the fifth generation (5G) and beyond concurrent dual-band terminal transmitters. This article proposes novel low-complexity behavior models for the DPD of terminal power amplifiers (PAs). Derived from the c...
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Veröffentlicht in: | IEEE transactions on microwave theory and techniques 2021-09, Vol.69 (9), p.4209-4222 |
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description | Conventional digital predistortion (DPD) techniques are facing the challenge of complexity in the fifth generation (5G) and beyond concurrent dual-band terminal transmitters. This article proposes novel low-complexity behavior models for the DPD of terminal power amplifiers (PAs). Derived from the conventional memory polynomial (MP) model, the new models utilize magnitude-selective affine (MSA) functions as nonlinear basis functions to greatly decrease the model complexity. The proposed paralleled envelope indexed 2-D MSA (PI-2-D-MSA) model and combined envelope indexed 2-D MSA (CI-2-D-MSA) model take both the in-band intermodulation and cross-band modulation into account and can well compensate for nonlinear distortion in dual-band terminal PAs. Moreover, the proposed models are extended to nonuniform sampling rate (NSR) scenarios, where the aliasing effect for the low sampling rate band is analyzed. Simulations and experimental measurements under the uniform sampling rate and the NSR scenarios were carried out on a 1.7-2.8-GHz wideband Doherty PA and a 4.4-5.0-GHz class-AB terminal PA and demonstrated the linearization performances of the proposed models. The total numbers of floating-point operations (FLOPs) of the PI-2-D-MSA and the CI-2-D-MSA models were 11% and 8% of that of the prior 2-D-MP model, respectively. Even though their linearization accuracy deteriorated, the relaxed linearization standard for terminal transmitters can still be achieved. |
doi_str_mv | 10.1109/TMTT.2021.3076184 |
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This article proposes novel low-complexity behavior models for the DPD of terminal power amplifiers (PAs). Derived from the conventional memory polynomial (MP) model, the new models utilize magnitude-selective affine (MSA) functions as nonlinear basis functions to greatly decrease the model complexity. The proposed paralleled envelope indexed 2-D MSA (PI-2-D-MSA) model and combined envelope indexed 2-D MSA (CI-2-D-MSA) model take both the in-band intermodulation and cross-band modulation into account and can well compensate for nonlinear distortion in dual-band terminal PAs. Moreover, the proposed models are extended to nonuniform sampling rate (NSR) scenarios, where the aliasing effect for the low sampling rate band is analyzed. Simulations and experimental measurements under the uniform sampling rate and the NSR scenarios were carried out on a 1.7-2.8-GHz wideband Doherty PA and a 4.4-5.0-GHz class-AB terminal PA and demonstrated the linearization performances of the proposed models. The total numbers of floating-point operations (FLOPs) of the PI-2-D-MSA and the CI-2-D-MSA models were 11% and 8% of that of the prior 2-D-MP model, respectively. Even though their linearization accuracy deteriorated, the relaxed linearization standard for terminal transmitters can still be achieved.</description><identifier>ISSN: 0018-9480</identifier><identifier>EISSN: 1557-9670</identifier><identifier>DOI: 10.1109/TMTT.2021.3076184</identifier><identifier>CODEN: IETMAB</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Affine function ; Basis functions ; Complexity ; Complexity theory ; digital predistortion (DPD) ; Dual band ; Floating point arithmetic ; Intermodulation ; Linearization ; Mathematical model ; Modulation ; new radio (NR) ; Polynomials ; power amplifier (PA) ; Power amplifiers ; Predistortion ; Radio transmitters ; Sampling ; terminal ; Transmitters ; Two dimensional models</subject><ispartof>IEEE transactions on microwave theory and techniques, 2021-09, Vol.69 (9), p.4209-4222</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c293t-6c5909c34d28557cb2d048e582f73ab07b011e4155baa5b3f4d965ad7ef267823</citedby><cites>FETCH-LOGICAL-c293t-6c5909c34d28557cb2d048e582f73ab07b011e4155baa5b3f4d965ad7ef267823</cites><orcidid>0000-0002-4679-9722 ; 0000-0002-7318-4045 ; 0000-0002-9542-8709 ; 0000-0001-6788-1656</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9431952$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27924,27925,54758</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/9431952$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Chen, Long</creatorcontrib><creatorcontrib>Chen, Wenhua</creatorcontrib><creatorcontrib>Ghannouchi, Fadhel M.</creatorcontrib><creatorcontrib>Feng, Zhenghe</creatorcontrib><title>2-D Magnitude-Selective Affine Function-Based Digital Predistortion for Concurrent Dual-Band Terminal Power Amplifiers</title><title>IEEE transactions on microwave theory and techniques</title><addtitle>TMTT</addtitle><description>Conventional digital predistortion (DPD) techniques are facing the challenge of complexity in the fifth generation (5G) and beyond concurrent dual-band terminal transmitters. This article proposes novel low-complexity behavior models for the DPD of terminal power amplifiers (PAs). Derived from the conventional memory polynomial (MP) model, the new models utilize magnitude-selective affine (MSA) functions as nonlinear basis functions to greatly decrease the model complexity. The proposed paralleled envelope indexed 2-D MSA (PI-2-D-MSA) model and combined envelope indexed 2-D MSA (CI-2-D-MSA) model take both the in-band intermodulation and cross-band modulation into account and can well compensate for nonlinear distortion in dual-band terminal PAs. Moreover, the proposed models are extended to nonuniform sampling rate (NSR) scenarios, where the aliasing effect for the low sampling rate band is analyzed. Simulations and experimental measurements under the uniform sampling rate and the NSR scenarios were carried out on a 1.7-2.8-GHz wideband Doherty PA and a 4.4-5.0-GHz class-AB terminal PA and demonstrated the linearization performances of the proposed models. The total numbers of floating-point operations (FLOPs) of the PI-2-D-MSA and the CI-2-D-MSA models were 11% and 8% of that of the prior 2-D-MP model, respectively. Even though their linearization accuracy deteriorated, the relaxed linearization standard for terminal transmitters can still be achieved.</description><subject>Affine function</subject><subject>Basis functions</subject><subject>Complexity</subject><subject>Complexity theory</subject><subject>digital predistortion (DPD)</subject><subject>Dual band</subject><subject>Floating point arithmetic</subject><subject>Intermodulation</subject><subject>Linearization</subject><subject>Mathematical model</subject><subject>Modulation</subject><subject>new radio (NR)</subject><subject>Polynomials</subject><subject>power amplifier (PA)</subject><subject>Power amplifiers</subject><subject>Predistortion</subject><subject>Radio transmitters</subject><subject>Sampling</subject><subject>terminal</subject><subject>Transmitters</subject><subject>Two dimensional models</subject><issn>0018-9480</issn><issn>1557-9670</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kF9LwzAUxYMoOKcfQHwJ-JyZP02TPM7NqbChYH0uaXszMrp2Ju3Eb2_LxKfL4f7O5Z6D0C2jM8aoecg2WTbjlLOZoCplOjlDEyalIiZV9BxNKGWamETTS3QV426QiaR6go6cLPHGbhvf9RWQD6ih7PwR8Nw53wBe9c2g24Y82ggVXvqt72yN3wNUPnZtGHfYtQEv2qbsQ4Cmw8ve1gPfVDiDsPfNyLffEPB8f6i98xDiNbpwto5w8zen6HP1lC1eyPrt-XUxX5OSG9GRtJSGmlIkFddDmLLgFU00SM2dEragqqCMQTIELayVhXBJZVJpKwWOp0pzMUX3p7uH0H71ELt81_Zh-CjmXKZaKaO4GCh2osrQxhjA5Yfg9zb85IzmY735WG8-1pv_1Tt47k4eDwD_vEkEM5KLX9vCdrw</recordid><startdate>20210901</startdate><enddate>20210901</enddate><creator>Chen, Long</creator><creator>Chen, Wenhua</creator><creator>Ghannouchi, Fadhel M.</creator><creator>Feng, Zhenghe</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>8FD</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0002-4679-9722</orcidid><orcidid>https://orcid.org/0000-0002-7318-4045</orcidid><orcidid>https://orcid.org/0000-0002-9542-8709</orcidid><orcidid>https://orcid.org/0000-0001-6788-1656</orcidid></search><sort><creationdate>20210901</creationdate><title>2-D Magnitude-Selective Affine Function-Based Digital Predistortion for Concurrent Dual-Band Terminal Power Amplifiers</title><author>Chen, Long ; Chen, Wenhua ; Ghannouchi, Fadhel M. ; Feng, Zhenghe</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c293t-6c5909c34d28557cb2d048e582f73ab07b011e4155baa5b3f4d965ad7ef267823</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Affine function</topic><topic>Basis functions</topic><topic>Complexity</topic><topic>Complexity theory</topic><topic>digital predistortion (DPD)</topic><topic>Dual band</topic><topic>Floating point arithmetic</topic><topic>Intermodulation</topic><topic>Linearization</topic><topic>Mathematical model</topic><topic>Modulation</topic><topic>new radio (NR)</topic><topic>Polynomials</topic><topic>power amplifier (PA)</topic><topic>Power amplifiers</topic><topic>Predistortion</topic><topic>Radio transmitters</topic><topic>Sampling</topic><topic>terminal</topic><topic>Transmitters</topic><topic>Two dimensional models</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Long</creatorcontrib><creatorcontrib>Chen, Wenhua</creatorcontrib><creatorcontrib>Ghannouchi, Fadhel M.</creatorcontrib><creatorcontrib>Feng, Zhenghe</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>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>IEEE transactions on microwave theory and techniques</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Chen, Long</au><au>Chen, Wenhua</au><au>Ghannouchi, Fadhel M.</au><au>Feng, Zhenghe</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>2-D Magnitude-Selective Affine Function-Based Digital Predistortion for Concurrent Dual-Band Terminal Power Amplifiers</atitle><jtitle>IEEE transactions on microwave theory and techniques</jtitle><stitle>TMTT</stitle><date>2021-09-01</date><risdate>2021</risdate><volume>69</volume><issue>9</issue><spage>4209</spage><epage>4222</epage><pages>4209-4222</pages><issn>0018-9480</issn><eissn>1557-9670</eissn><coden>IETMAB</coden><abstract>Conventional digital predistortion (DPD) techniques are facing the challenge of complexity in the fifth generation (5G) and beyond concurrent dual-band terminal transmitters. This article proposes novel low-complexity behavior models for the DPD of terminal power amplifiers (PAs). Derived from the conventional memory polynomial (MP) model, the new models utilize magnitude-selective affine (MSA) functions as nonlinear basis functions to greatly decrease the model complexity. The proposed paralleled envelope indexed 2-D MSA (PI-2-D-MSA) model and combined envelope indexed 2-D MSA (CI-2-D-MSA) model take both the in-band intermodulation and cross-band modulation into account and can well compensate for nonlinear distortion in dual-band terminal PAs. Moreover, the proposed models are extended to nonuniform sampling rate (NSR) scenarios, where the aliasing effect for the low sampling rate band is analyzed. Simulations and experimental measurements under the uniform sampling rate and the NSR scenarios were carried out on a 1.7-2.8-GHz wideband Doherty PA and a 4.4-5.0-GHz class-AB terminal PA and demonstrated the linearization performances of the proposed models. The total numbers of floating-point operations (FLOPs) of the PI-2-D-MSA and the CI-2-D-MSA models were 11% and 8% of that of the prior 2-D-MP model, respectively. Even though their linearization accuracy deteriorated, the relaxed linearization standard for terminal transmitters can still be achieved.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TMTT.2021.3076184</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-4679-9722</orcidid><orcidid>https://orcid.org/0000-0002-7318-4045</orcidid><orcidid>https://orcid.org/0000-0002-9542-8709</orcidid><orcidid>https://orcid.org/0000-0001-6788-1656</orcidid></addata></record> |
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subjects | Affine function Basis functions Complexity Complexity theory digital predistortion (DPD) Dual band Floating point arithmetic Intermodulation Linearization Mathematical model Modulation new radio (NR) Polynomials power amplifier (PA) Power amplifiers Predistortion Radio transmitters Sampling terminal Transmitters Two dimensional models |
title | 2-D Magnitude-Selective Affine Function-Based Digital Predistortion for Concurrent Dual-Band Terminal Power Amplifiers |
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