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Sequence Design to Minimize the Weighted Integrated and Peak Sidelobe Levels
Sequences with low aperiodic autocorrelation sidelobes are well known to have extensive applications in active sensing and communication systems. In this paper, we first consider the problem of minimizing the weighted integrated sidelobe level (WISL), which can be used to design sequences with impul...
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Published in: | IEEE transactions on signal processing 2016-04, Vol.64 (8), p.2051-2064 |
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description | Sequences with low aperiodic autocorrelation sidelobes are well known to have extensive applications in active sensing and communication systems. In this paper, we first consider the problem of minimizing the weighted integrated sidelobe level (WISL), which can be used to design sequences with impulse-like autocorrelation and a zero (or low) correlation zone. Two algorithms based on the general majorization-minimization method are developed to tackle the WISL minimization problem with guaranteed convergence to a stationary point. The proposed methods are then extended to optimize the lp-norm of the autocorrelation sidelobes, which leads to a way to minimize the peak sidelobe level (PSL) criterion. All the proposed algorithms can be implemented via the fast Fourier transform (FFT) and thus are computationally efficient. An acceleration scheme is considered to further accelerate the algorithms. Numerical experiments show that the proposed algorithms can efficiently generate sequences with virtually zero autocorrelation sidelobes in a specified lag interval and can also produce very long sequences with much smaller PSL compared with some well known analytical sequences. |
doi_str_mv | 10.1109/TSP.2015.2510982 |
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In this paper, we first consider the problem of minimizing the weighted integrated sidelobe level (WISL), which can be used to design sequences with impulse-like autocorrelation and a zero (or low) correlation zone. Two algorithms based on the general majorization-minimization method are developed to tackle the WISL minimization problem with guaranteed convergence to a stationary point. The proposed methods are then extended to optimize the lp-norm of the autocorrelation sidelobes, which leads to a way to minimize the peak sidelobe level (PSL) criterion. All the proposed algorithms can be implemented via the fast Fourier transform (FFT) and thus are computationally efficient. An acceleration scheme is considered to further accelerate the algorithms. Numerical experiments show that the proposed algorithms can efficiently generate sequences with virtually zero autocorrelation sidelobes in a specified lag interval and can also produce very long sequences with much smaller PSL compared with some well known analytical sequences.</description><identifier>ISSN: 1053-587X</identifier><identifier>EISSN: 1941-0476</identifier><identifier>DOI: 10.1109/TSP.2015.2510982</identifier><identifier>CODEN: ITPRED</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Acceleration ; Algorithm design and analysis ; Algorithms ; Autocorrelation ; Communication systems ; Computational efficiency ; Correlation ; Design engineering ; Fourier transforms ; Intervals ; majorization-minimization ; Measurement ; Minimization ; Optimization ; peak sidelobe level ; Sidelobes ; Signal processing algorithms ; unit-modulus sequences ; weighted integrated sidelobe level</subject><ispartof>IEEE transactions on signal processing, 2016-04, Vol.64 (8), p.2051-2064</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c390t-d7438511a783ba8e8212e766cd747521d0697595c38265bbf61f30a4664685823</citedby><cites>FETCH-LOGICAL-c390t-d7438511a783ba8e8212e766cd747521d0697595c38265bbf61f30a4664685823</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/7362231$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,54796</link.rule.ids></links><search><creatorcontrib>Junxiao Song</creatorcontrib><creatorcontrib>Babu, Prabhu</creatorcontrib><creatorcontrib>Palomar, Daniel P.</creatorcontrib><title>Sequence Design to Minimize the Weighted Integrated and Peak Sidelobe Levels</title><title>IEEE transactions on signal processing</title><addtitle>TSP</addtitle><description>Sequences with low aperiodic autocorrelation sidelobes are well known to have extensive applications in active sensing and communication systems. In this paper, we first consider the problem of minimizing the weighted integrated sidelobe level (WISL), which can be used to design sequences with impulse-like autocorrelation and a zero (or low) correlation zone. Two algorithms based on the general majorization-minimization method are developed to tackle the WISL minimization problem with guaranteed convergence to a stationary point. The proposed methods are then extended to optimize the lp-norm of the autocorrelation sidelobes, which leads to a way to minimize the peak sidelobe level (PSL) criterion. All the proposed algorithms can be implemented via the fast Fourier transform (FFT) and thus are computationally efficient. An acceleration scheme is considered to further accelerate the algorithms. Numerical experiments show that the proposed algorithms can efficiently generate sequences with virtually zero autocorrelation sidelobes in a specified lag interval and can also produce very long sequences with much smaller PSL compared with some well known analytical sequences.</description><subject>Acceleration</subject><subject>Algorithm design and analysis</subject><subject>Algorithms</subject><subject>Autocorrelation</subject><subject>Communication systems</subject><subject>Computational efficiency</subject><subject>Correlation</subject><subject>Design engineering</subject><subject>Fourier transforms</subject><subject>Intervals</subject><subject>majorization-minimization</subject><subject>Measurement</subject><subject>Minimization</subject><subject>Optimization</subject><subject>peak sidelobe level</subject><subject>Sidelobes</subject><subject>Signal processing algorithms</subject><subject>unit-modulus sequences</subject><subject>weighted integrated sidelobe level</subject><issn>1053-587X</issn><issn>1941-0476</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><recordid>eNpdkM1Lw0AQxYMoWKt3wcuCFy-pO7vZjxylfhUiFlrR27JJJu3WNNFsKuhf75YWD57mDfN7w-NF0TnQEQBNr-ez6YhRECMmwqrZQTSANIGYJkoeBk0Fj4VWb8fRifcrSiFJUjmIshl-brApkNyid4uG9C15co1bux8k_RLJK7rFsseSTJoeF53dStuUZIr2ncxciXWbI8nwC2t_Gh1VtvZ4tp_D6OX-bj5-jLPnh8n4JosLntI-LlXCtQCwSvPcatQMGCopi3BQgkFJZapEKgqumRR5XkmoOLWJlInUQjM-jK52fz-6NqT3vVk7X2Bd2wbbjTegQVLBqBIBvfyHrtpN14R0BpRWTAtKZaDojiq61vsOK_PRubXtvg1Qs63XhHrNtl6zrzdYLnYWh4h_uOKSMQ78F7EGcwg</recordid><startdate>20160415</startdate><enddate>20160415</enddate><creator>Junxiao Song</creator><creator>Babu, Prabhu</creator><creator>Palomar, Daniel P.</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><scope>F28</scope><scope>FR3</scope></search><sort><creationdate>20160415</creationdate><title>Sequence Design to Minimize the Weighted Integrated and Peak Sidelobe Levels</title><author>Junxiao Song ; Babu, Prabhu ; Palomar, Daniel P.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c390t-d7438511a783ba8e8212e766cd747521d0697595c38265bbf61f30a4664685823</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Acceleration</topic><topic>Algorithm design and analysis</topic><topic>Algorithms</topic><topic>Autocorrelation</topic><topic>Communication systems</topic><topic>Computational efficiency</topic><topic>Correlation</topic><topic>Design engineering</topic><topic>Fourier transforms</topic><topic>Intervals</topic><topic>majorization-minimization</topic><topic>Measurement</topic><topic>Minimization</topic><topic>Optimization</topic><topic>peak sidelobe level</topic><topic>Sidelobes</topic><topic>Signal processing algorithms</topic><topic>unit-modulus sequences</topic><topic>weighted integrated sidelobe level</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Junxiao Song</creatorcontrib><creatorcontrib>Babu, Prabhu</creatorcontrib><creatorcontrib>Palomar, Daniel P.</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Xplore</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><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><jtitle>IEEE transactions on signal processing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Junxiao Song</au><au>Babu, Prabhu</au><au>Palomar, Daniel P.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Sequence Design to Minimize the Weighted Integrated and Peak Sidelobe Levels</atitle><jtitle>IEEE transactions on signal processing</jtitle><stitle>TSP</stitle><date>2016-04-15</date><risdate>2016</risdate><volume>64</volume><issue>8</issue><spage>2051</spage><epage>2064</epage><pages>2051-2064</pages><issn>1053-587X</issn><eissn>1941-0476</eissn><coden>ITPRED</coden><abstract>Sequences with low aperiodic autocorrelation sidelobes are well known to have extensive applications in active sensing and communication systems. In this paper, we first consider the problem of minimizing the weighted integrated sidelobe level (WISL), which can be used to design sequences with impulse-like autocorrelation and a zero (or low) correlation zone. Two algorithms based on the general majorization-minimization method are developed to tackle the WISL minimization problem with guaranteed convergence to a stationary point. The proposed methods are then extended to optimize the lp-norm of the autocorrelation sidelobes, which leads to a way to minimize the peak sidelobe level (PSL) criterion. All the proposed algorithms can be implemented via the fast Fourier transform (FFT) and thus are computationally efficient. An acceleration scheme is considered to further accelerate the algorithms. Numerical experiments show that the proposed algorithms can efficiently generate sequences with virtually zero autocorrelation sidelobes in a specified lag interval and can also produce very long sequences with much smaller PSL compared with some well known analytical sequences.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TSP.2015.2510982</doi><tpages>14</tpages></addata></record> |
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subjects | Acceleration Algorithm design and analysis Algorithms Autocorrelation Communication systems Computational efficiency Correlation Design engineering Fourier transforms Intervals majorization-minimization Measurement Minimization Optimization peak sidelobe level Sidelobes Signal processing algorithms unit-modulus sequences weighted integrated sidelobe level |
title | Sequence Design to Minimize the Weighted Integrated and Peak Sidelobe Levels |
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