Digital Predistortion of Millimeter-Wave RF Beamforming Arrays Using Low Number of Steering Angle-Dependent Coefficient Sets
This paper proposes a single-input single-output (SISO) digital predistortion (DPD) model for linearizing millimeter-wave (mm-wave) RF beamforming arrays. It starts with a dual-input power amplifier (PA) model that accounts for steering angle-dependent load modulation effects. This dual-input model...
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Veröffentlicht in: | IEEE transactions on microwave theory and techniques 2019-11, Vol.67 (11), p.4479-4492 |
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description | This paper proposes a single-input single-output (SISO) digital predistortion (DPD) model for linearizing millimeter-wave (mm-wave) RF beamforming arrays. It starts with a dual-input power amplifier (PA) model that accounts for steering angle-dependent load modulation effects. This dual-input model is then transformed into a SISO model under the assumption of weak PA nonlinearity and RF beamforming architecture. The underlying coefficients of the SISO array model incorporate the beamforming weights, antenna cross-coupling, channel coefficients, and any possible phase-shifter gain variation with phase shift setting. An over-the-air (OTA) measurement setup is finally developed to validate the capacity of a SISO DPD model to linearize two different arrays-under-test with 4 and 64 elements and radiating mm-wave modulated signals with 320- and 800-MHz bandwidth. Although, in principle, the DPD coefficients should be retrained for each steering angle, experimental results have shown that the same set of coefficients can be used over a wide range of steering angles, and only a few sets of trained DPD coefficients are sufficient to minimize the distortion in a mm-wave RF beamforming array across a 120° steering range. |
doi_str_mv | 10.1109/TMTT.2019.2924893 |
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It starts with a dual-input power amplifier (PA) model that accounts for steering angle-dependent load modulation effects. This dual-input model is then transformed into a SISO model under the assumption of weak PA nonlinearity and RF beamforming architecture. The underlying coefficients of the SISO array model incorporate the beamforming weights, antenna cross-coupling, channel coefficients, and any possible phase-shifter gain variation with phase shift setting. An over-the-air (OTA) measurement setup is finally developed to validate the capacity of a SISO DPD model to linearize two different arrays-under-test with 4 and 64 elements and radiating mm-wave modulated signals with 320- and 800-MHz bandwidth. Although, in principle, the DPD coefficients should be retrained for each steering angle, experimental results have shown that the same set of coefficients can be used over a wide range of steering angles, and only a few sets of trained DPD coefficients are sufficient to minimize the distortion in a mm-wave RF beamforming array across a 120° steering range.</description><identifier>ISSN: 0018-9480</identifier><identifier>EISSN: 1557-9670</identifier><identifier>DOI: 10.1109/TMTT.2019.2924893</identifier><identifier>CODEN: IETMAB</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Antenna arrays ; Array signal processing ; Automobiles ; Bandwidths ; Beamforming ; Coefficient of variation ; Computational modeling ; Couplings ; Cross coupling ; Digital predistortion (DPD) ; Loaded antennas ; Mathematical models ; Millimeter waves ; mutual coupling ; over-the-air (OTA) test ; Phase shifters ; phased array ; Phased arrays ; power amplifier (PA) ; Power amplifiers ; Radio frequency ; RF beamforming ; SISO (control systems) ; Steering</subject><ispartof>IEEE transactions on microwave theory and techniques, 2019-11, Vol.67 (11), p.4479-4492</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c293t-4af5fc18887954ea593738014719bd5e4e40720f42d876918cb132dda8101c523</citedby><cites>FETCH-LOGICAL-c293t-4af5fc18887954ea593738014719bd5e4e40720f42d876918cb132dda8101c523</cites><orcidid>0000-0002-4292-3677 ; 0000-0002-4310-1368 ; 0000-0001-9425-9969 ; 0000-0001-6479-1700 ; 0000-0002-7550-6685</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8764488$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27903,27904,54737</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8764488$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Ng, Eric</creatorcontrib><creatorcontrib>Beltagy, Yehia</creatorcontrib><creatorcontrib>Scarlato, Giovanni</creatorcontrib><creatorcontrib>Ben Ayed, Ahmed</creatorcontrib><creatorcontrib>Mitran, Patrick</creatorcontrib><creatorcontrib>Boumaiza, Slim</creatorcontrib><title>Digital Predistortion of Millimeter-Wave RF Beamforming Arrays Using Low Number of Steering Angle-Dependent Coefficient Sets</title><title>IEEE transactions on microwave theory and techniques</title><addtitle>TMTT</addtitle><description>This paper proposes a single-input single-output (SISO) digital predistortion (DPD) model for linearizing millimeter-wave (mm-wave) RF beamforming arrays. It starts with a dual-input power amplifier (PA) model that accounts for steering angle-dependent load modulation effects. This dual-input model is then transformed into a SISO model under the assumption of weak PA nonlinearity and RF beamforming architecture. The underlying coefficients of the SISO array model incorporate the beamforming weights, antenna cross-coupling, channel coefficients, and any possible phase-shifter gain variation with phase shift setting. An over-the-air (OTA) measurement setup is finally developed to validate the capacity of a SISO DPD model to linearize two different arrays-under-test with 4 and 64 elements and radiating mm-wave modulated signals with 320- and 800-MHz bandwidth. Although, in principle, the DPD coefficients should be retrained for each steering angle, experimental results have shown that the same set of coefficients can be used over a wide range of steering angles, and only a few sets of trained DPD coefficients are sufficient to minimize the distortion in a mm-wave RF beamforming array across a 120° steering range.</description><subject>Antenna arrays</subject><subject>Array signal processing</subject><subject>Automobiles</subject><subject>Bandwidths</subject><subject>Beamforming</subject><subject>Coefficient of variation</subject><subject>Computational modeling</subject><subject>Couplings</subject><subject>Cross coupling</subject><subject>Digital predistortion (DPD)</subject><subject>Loaded antennas</subject><subject>Mathematical models</subject><subject>Millimeter waves</subject><subject>mutual coupling</subject><subject>over-the-air (OTA) test</subject><subject>Phase shifters</subject><subject>phased array</subject><subject>Phased arrays</subject><subject>power amplifier (PA)</subject><subject>Power amplifiers</subject><subject>Radio frequency</subject><subject>RF beamforming</subject><subject>SISO (control systems)</subject><subject>Steering</subject><issn>0018-9480</issn><issn>1557-9670</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kEtLAzEUhYMoWB8_QNwEXE_Ns5Msa-sLWhWtuBzSmZsSmZnUJFUEf7wztri698B37uMgdEbJkFKiLxfzxWLICNVDpplQmu-hAZUyz_QoJ_toQAhVmRaKHKKjGN87KSRRA_QzdSuXTI2fAlQuJh-S8y32Fs9dXbsGEoTszXwCfr7BV2Aa60Pj2hUeh2C-I36NvZj5L_ywaZYQeudLAgh_TLuqIZvCGtoK2oQnHqx1pev7F0jxBB1YU0c43dVj9HpzvZjcZbPH2_vJeJaVTPOUCWOlLalSKtdSgJGa51x1H-RULysJAgTJGbGCVSofaarKJeWsqoyihJaS8WN0sZ27Dv5jAzEV734T2m5lwTjlI6moFh1Ft1QZfIwBbLEOrjHhu6Ck6EMu-pCLPuRiF3LnOd96HAD8890VQijFfwEhz3ht</recordid><startdate>20191101</startdate><enddate>20191101</enddate><creator>Ng, Eric</creator><creator>Beltagy, Yehia</creator><creator>Scarlato, Giovanni</creator><creator>Ben Ayed, Ahmed</creator><creator>Mitran, Patrick</creator><creator>Boumaiza, Slim</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/0000-0002-4292-3677</orcidid><orcidid>https://orcid.org/0000-0002-4310-1368</orcidid><orcidid>https://orcid.org/0000-0001-9425-9969</orcidid><orcidid>https://orcid.org/0000-0001-6479-1700</orcidid><orcidid>https://orcid.org/0000-0002-7550-6685</orcidid></search><sort><creationdate>20191101</creationdate><title>Digital Predistortion of Millimeter-Wave RF Beamforming Arrays Using Low Number of Steering Angle-Dependent Coefficient Sets</title><author>Ng, Eric ; Beltagy, Yehia ; Scarlato, Giovanni ; Ben Ayed, Ahmed ; Mitran, Patrick ; Boumaiza, Slim</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c293t-4af5fc18887954ea593738014719bd5e4e40720f42d876918cb132dda8101c523</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Antenna arrays</topic><topic>Array signal processing</topic><topic>Automobiles</topic><topic>Bandwidths</topic><topic>Beamforming</topic><topic>Coefficient of variation</topic><topic>Computational modeling</topic><topic>Couplings</topic><topic>Cross coupling</topic><topic>Digital predistortion (DPD)</topic><topic>Loaded antennas</topic><topic>Mathematical models</topic><topic>Millimeter waves</topic><topic>mutual coupling</topic><topic>over-the-air (OTA) test</topic><topic>Phase shifters</topic><topic>phased array</topic><topic>Phased arrays</topic><topic>power amplifier (PA)</topic><topic>Power amplifiers</topic><topic>Radio frequency</topic><topic>RF beamforming</topic><topic>SISO (control systems)</topic><topic>Steering</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ng, Eric</creatorcontrib><creatorcontrib>Beltagy, Yehia</creatorcontrib><creatorcontrib>Scarlato, Giovanni</creatorcontrib><creatorcontrib>Ben Ayed, Ahmed</creatorcontrib><creatorcontrib>Mitran, Patrick</creatorcontrib><creatorcontrib>Boumaiza, Slim</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>Ng, Eric</au><au>Beltagy, Yehia</au><au>Scarlato, Giovanni</au><au>Ben Ayed, Ahmed</au><au>Mitran, Patrick</au><au>Boumaiza, Slim</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Digital Predistortion of Millimeter-Wave RF Beamforming Arrays Using Low Number of Steering Angle-Dependent Coefficient Sets</atitle><jtitle>IEEE transactions on microwave theory and techniques</jtitle><stitle>TMTT</stitle><date>2019-11-01</date><risdate>2019</risdate><volume>67</volume><issue>11</issue><spage>4479</spage><epage>4492</epage><pages>4479-4492</pages><issn>0018-9480</issn><eissn>1557-9670</eissn><coden>IETMAB</coden><abstract>This paper proposes a single-input single-output (SISO) digital predistortion (DPD) model for linearizing millimeter-wave (mm-wave) RF beamforming arrays. It starts with a dual-input power amplifier (PA) model that accounts for steering angle-dependent load modulation effects. This dual-input model is then transformed into a SISO model under the assumption of weak PA nonlinearity and RF beamforming architecture. The underlying coefficients of the SISO array model incorporate the beamforming weights, antenna cross-coupling, channel coefficients, and any possible phase-shifter gain variation with phase shift setting. An over-the-air (OTA) measurement setup is finally developed to validate the capacity of a SISO DPD model to linearize two different arrays-under-test with 4 and 64 elements and radiating mm-wave modulated signals with 320- and 800-MHz bandwidth. Although, in principle, the DPD coefficients should be retrained for each steering angle, experimental results have shown that the same set of coefficients can be used over a wide range of steering angles, and only a few sets of trained DPD coefficients are sufficient to minimize the distortion in a mm-wave RF beamforming array across a 120° steering range.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TMTT.2019.2924893</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-4292-3677</orcidid><orcidid>https://orcid.org/0000-0002-4310-1368</orcidid><orcidid>https://orcid.org/0000-0001-9425-9969</orcidid><orcidid>https://orcid.org/0000-0001-6479-1700</orcidid><orcidid>https://orcid.org/0000-0002-7550-6685</orcidid></addata></record> |
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subjects | Antenna arrays Array signal processing Automobiles Bandwidths Beamforming Coefficient of variation Computational modeling Couplings Cross coupling Digital predistortion (DPD) Loaded antennas Mathematical models Millimeter waves mutual coupling over-the-air (OTA) test Phase shifters phased array Phased arrays power amplifier (PA) Power amplifiers Radio frequency RF beamforming SISO (control systems) Steering |
title | Digital Predistortion of Millimeter-Wave RF Beamforming Arrays Using Low Number of Steering Angle-Dependent Coefficient Sets |
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