Waveform covariance matrix design for robust signal-dependent interference suppression in colocated MIMO radars
In multiple-input multiple-output (MIMO) radars, interference can be properly suppressed by designing transmit waveforms. However, having an error in initial estimation of interferers’ locations can result in degradation of signal-to-interference-plus-noise ratio (SINR), significantly. In this paper...
Saved in:
Published in | Signal processing Vol. 152; pp. 311 - 319 |
---|---|
Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
01.11.2018
|
Subjects | |
Online Access | Get full text |
ISSN | 0165-1684 1872-7557 |
DOI | 10.1016/j.sigpro.2018.06.007 |
Cover
Abstract | In multiple-input multiple-output (MIMO) radars, interference can be properly suppressed by designing transmit waveforms. However, having an error in initial estimation of interferers’ locations can result in degradation of signal-to-interference-plus-noise ratio (SINR), significantly. In this paper we consider the problem of robust interference suppression and SINR increment in collocated MIMO radars, in the presence of signal-dependent interference resources. We propose an efficient method to generate transmit waveform covariance matrix with the following properties: (a) robustness in interference suppression, (b) high SINR at the receiver, c) using the same power level for all transmit antennas and (d) suitable for generating BPSK waveforms in a closed-form. We solve the resulted optimization problems with numerical approaches in a short period of time. The proposed covariance matrix, by exploiting the correlated MIMO radar concept and a technique we use in the transmitter, yields to a better SINR level compared to conventional MIMO radars, phased array method and the recent introduced schemes. Simulation results validate our claims and show the advantages of our work . |
---|---|
AbstractList | In multiple-input multiple-output (MIMO) radars, interference can be properly suppressed by designing transmit waveforms. However, having an error in initial estimation of interferers’ locations can result in degradation of signal-to-interference-plus-noise ratio (SINR), significantly. In this paper we consider the problem of robust interference suppression and SINR increment in collocated MIMO radars, in the presence of signal-dependent interference resources. We propose an efficient method to generate transmit waveform covariance matrix with the following properties: (a) robustness in interference suppression, (b) high SINR at the receiver, c) using the same power level for all transmit antennas and (d) suitable for generating BPSK waveforms in a closed-form. We solve the resulted optimization problems with numerical approaches in a short period of time. The proposed covariance matrix, by exploiting the correlated MIMO radar concept and a technique we use in the transmitter, yields to a better SINR level compared to conventional MIMO radars, phased array method and the recent introduced schemes. Simulation results validate our claims and show the advantages of our work . |
Author | Ghorashi, Seyed Ali Bolhasani, Mostafa Mehrshahi, Esfandiar |
Author_xml | – sequence: 1 givenname: Mostafa surname: Bolhasani fullname: Bolhasani, Mostafa email: m_bolhasani@sbu.ac.ir organization: Cognitive Telecommunication Research Group, Department of Telecommunications, Faculty of Electrical Engineering, Shahid Beheshti University, G.C., Tehran, Iran – sequence: 2 givenname: Esfandiar surname: Mehrshahi fullname: Mehrshahi, Esfandiar email: mehr@sbu.ac.ir organization: Cognitive Telecommunication Research Group, Department of Telecommunications, Faculty of Electrical Engineering, Shahid Beheshti University, G.C., Tehran, Iran – sequence: 3 givenname: Seyed Ali orcidid: 0000-0002-2910-9208 surname: Ghorashi fullname: Ghorashi, Seyed Ali email: a_ghorashi@sbu.ac.ir organization: Cognitive Telecommunication Research Group, Department of Telecommunications, Faculty of Electrical Engineering, Shahid Beheshti University, G.C., Tehran, Iran |
BookMark | eNqFkM9KAzEQh4NUsFXfwENeYNcku5vd9SBI8U-hpRfFY0izs5LSJsskLfr2ZqknD3oahpnvx8w3IxPnHRByw1nOGZe32zzYjwF9LhhvciZzxuozMuVNLbK6quoJmaa1KuOyKS_ILIQtY4wXkk2Jf9dH6D3uqfFHjVY7A3SvI9pP2kGKdTRNKfrNIUQ69nqXdTCA68BFal0E7AFhxMJhGBBCsN6lQQrceaMjdHS1WK0p6k5juCLnvd4FuP6pl-Tt6fF1_pIt18-L-cMyMwWTMeurom1bU9VyUze15gYYb1lZ1oXWugUuTLkRQvamkKUQIHrBy05wIw30FTNQXJK7U65BHwJCr4yNOqbTImq7U5ypUZ3aqpM6NapTTKqkLsHlL3hAu9f49R92f8IgPXa0gCoYO5rpLIKJqvP274BvGCuP7A |
CitedBy_id | crossref_primary_10_1109_LCOMM_2022_3149909 crossref_primary_10_1109_JSEN_2024_3359601 crossref_primary_10_1016_j_sigpro_2021_108322 crossref_primary_10_1016_j_sigpro_2020_107537 crossref_primary_10_1016_j_sigpro_2020_107735 crossref_primary_10_3390_s21113887 crossref_primary_10_1049_cmu2_12092 crossref_primary_10_1109_TAES_2021_3062173 crossref_primary_10_1109_TAES_2024_3371397 crossref_primary_10_1016_j_sigpro_2021_108084 crossref_primary_10_1109_TAES_2023_3344391 crossref_primary_10_1109_TSP_2020_2979602 crossref_primary_10_3390_rs13101968 crossref_primary_10_1016_j_sigpro_2021_108440 crossref_primary_10_3390_s18082722 crossref_primary_10_1049_rsn2_12109 crossref_primary_10_1016_j_dsp_2021_103141 crossref_primary_10_1049_iet_spr_2019_0024 crossref_primary_10_1016_j_sigpro_2020_107620 crossref_primary_10_1155_2020_4673763 crossref_primary_10_1109_LCOMM_2018_2864302 crossref_primary_10_1109_TVT_2024_3354770 crossref_primary_10_1016_j_sigpro_2020_107901 crossref_primary_10_1109_ACCESS_2019_2953569 crossref_primary_10_1016_j_sigpro_2019_05_009 crossref_primary_10_1016_j_sigpro_2024_109642 crossref_primary_10_1016_j_sigpro_2023_109168 crossref_primary_10_1109_ACCESS_2020_2996676 |
Cites_doi | 10.1109/TSP.2014.2307838 10.1109/TSP.2007.909326 10.1109/TSP.2011.2163067 10.1109/MAES.2016.150051 10.1109/49.730453 10.1109/TSP.2010.2043976 10.1109/LSP.2015.2461460 10.1109/TSP.2013.2288086 10.1109/TSP.2005.862813 10.1109/TSP.2014.2339800 10.1007/s00211-007-0114-x 10.1016/j.sigpro.2015.07.011 10.1109/TSP.2007.894398 10.1109/LSP.2007.905051 10.1109/LSP.2013.2289325 10.1109/TSP.2014.2307282 10.1109/TAES.2007.357137 10.1109/TAES.2016.140023 10.1109/MSP.2007.904812 10.1126/science.220.4598.671 10.1109/LSP.2015.2411676 10.1109/TSP.2010.2050317 10.1109/MSP.2010.936019 10.1109/TAES.2013.6404093 10.1109/MSP.2008.4408448 10.1109/LSP.2017.2663406 10.1109/TAES.2008.4516997 10.1109/TSP.2007.916139 10.1109/TAES.2013.6494408 10.1109/TAES.2017.2686618 10.1049/iet-spr.2015.0181 |
ContentType | Journal Article |
Copyright | 2018 Elsevier B.V. |
Copyright_xml | – notice: 2018 Elsevier B.V. |
DBID | AAYXX CITATION |
DOI | 10.1016/j.sigpro.2018.06.007 |
DatabaseName | CrossRef |
DatabaseTitle | CrossRef |
DatabaseTitleList | |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
EISSN | 1872-7557 |
EndPage | 319 |
ExternalDocumentID | 10_1016_j_sigpro_2018_06_007 S0165168418302044 |
GroupedDBID | --K --M -~X .DC .~1 0R~ 123 1B1 1~. 1~5 4.4 457 4G. 53G 5VS 7-5 71M 8P~ 9JN AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO AAYFN ABBOA ABFNM ABFRF ABMAC ABXDB ABYKQ ACDAQ ACGFO ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADJOM ADMUD ADTZH AEBSH AECPX AEFWE AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AHZHX AIALX AIEXJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 F0J F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-Q G8K GBLVA GBOLZ HLZ HVGLF HZ~ IHE J1W JJJVA KOM LG9 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SBC SDF SDG SDP SES SEW SPC SPCBC SST SSV SSZ T5K TAE TN5 WUQ XPP ZMT ~02 ~G- AATTM AAXKI AAYWO AAYXX ABDPE ABJNI ABWVN ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AFXIZ AGCQF AGQPQ AGRNS AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP BNPGV CITATION SSH |
ID | FETCH-LOGICAL-c306t-f53999c576b787a1ce01904473aaa9e12c4b226fc36422e2f214d21c6cef50ce3 |
IEDL.DBID | AIKHN |
ISSN | 0165-1684 |
IngestDate | Tue Jul 01 02:07:25 EDT 2025 Thu Apr 24 23:02:58 EDT 2025 Fri Feb 23 02:45:46 EST 2024 |
IsPeerReviewed | true |
IsScholarly | true |
Keywords | Interference suppression Covariance matrix design Convex optimization Multiple-input multiple-output (MIMO) radar |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c306t-f53999c576b787a1ce01904473aaa9e12c4b226fc36422e2f214d21c6cef50ce3 |
ORCID | 0000-0002-2910-9208 |
PageCount | 9 |
ParticipantIDs | crossref_citationtrail_10_1016_j_sigpro_2018_06_007 crossref_primary_10_1016_j_sigpro_2018_06_007 elsevier_sciencedirect_doi_10_1016_j_sigpro_2018_06_007 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | November 2018 2018-11-00 |
PublicationDateYYYYMMDD | 2018-11-01 |
PublicationDate_xml | – month: 11 year: 2018 text: November 2018 |
PublicationDecade | 2010 |
PublicationTitle | Signal processing |
PublicationYear | 2018 |
Publisher | Elsevier B.V |
Publisher_xml | – name: Elsevier B.V |
References | Liu, Li, Himed (bib0017) 2014; 21 Trees (bib0031) 2002 Stoica, Li, Zhu (bib0002) 2007; 24 Imani, A. Ghorashi (bib0019) 2016; 10 Horn, Johnson (bib0038) 1985 Stoica, Li, Zhu (bib0014) 2008; 56 Alamouti (bib0007) 1998; 16 Yang, Blum (bib0006) 2007; 43 Jardak, Ahmed, Alouini (bib0012) 2014; 62 Greco, Gini, Farina (bib0032) 2008; 56 Haghnegahdar, Imani, Ghorashi, Mehrshahi (bib0016) 2017; 24 Cui, Li, Rangaswamy (bib0020) 2014; 62 Luo, Ma, So, Ye, Zhang (bib0033) 2010; 27 Deng, Geng, Himed (bib0022) 2016; 52 Li, Stoica, Zhu (bib0011) 2008 Ahmed, Alouini (bib0026) 2016; 31 Imani, A. Ghorashi, Bolhasani (bib0024) 2016; 119 Boyd, Vandenberghe (bib0036) 2004 Fuhrmann, Antonio (bib0009) 2008; 44 Imani, Nayebi, Ghorashi (bib0010) 2017; 53 Duly, Love, Krogmeier (bib0028) 2013; 49 Hassanien, Vorobyov (bib0025) 2010; 58 Li, Stoica (bib0001) 2009 Tse, Viswanath (bib0008) 2005 Haimovich, Blum, Cimini (bib0003) 2008; 25 Lipor, Ahmed, Alouini (bib0021) 2014; 62 Sturm (bib0034) 1999; 11–12 Ahmed, Alouini (bib0023) 2014; 62 De Maio, Huang, Piezzo (bib0029) 2010; 58 Grant, Boyd (bib0035) 2014 Zhu, Tang (bib0030) 2015; 22 Kirkpatrick, Gelatt, Vecchi (bib0037) 1983; 220 Ahmed, Thompson, Petillot, Mulgrew (bib0013) 2011; 59 Imani, Ghorashi (bib0018) 2015; 22 Aubry, DeMaio, Farina, Wicks (bib0027) 2013; 49 Fishler, Haimovich, Blum, Cimini, Chizhik, Valenzuela (bib0005) 2006; 54 Li, Stoica, Xu, Roberts (bib0004) 2007; 14 Stoica, Li, Xie (bib0015) 2007; 55 Demmel, Dumitriu, Holtz (bib0039) 2007; 108 Fuhrmann (10.1016/j.sigpro.2018.06.007_bib0009) 2008; 44 Deng (10.1016/j.sigpro.2018.06.007_bib0022) 2016; 52 Greco (10.1016/j.sigpro.2018.06.007_bib0032) 2008; 56 Ahmed (10.1016/j.sigpro.2018.06.007_bib0023) 2014; 62 Imani (10.1016/j.sigpro.2018.06.007_bib0024) 2016; 119 Haimovich (10.1016/j.sigpro.2018.06.007_bib0003) 2008; 25 Sturm (10.1016/j.sigpro.2018.06.007_bib0034) 1999; 11–12 Cui (10.1016/j.sigpro.2018.06.007_bib0020) 2014; 62 Stoica (10.1016/j.sigpro.2018.06.007_bib0015) 2007; 55 Imani (10.1016/j.sigpro.2018.06.007_bib0019) 2016; 10 Li (10.1016/j.sigpro.2018.06.007_bib0004) 2007; 14 Lipor (10.1016/j.sigpro.2018.06.007_bib0021) 2014; 62 Alamouti (10.1016/j.sigpro.2018.06.007_bib0007) 1998; 16 Boyd (10.1016/j.sigpro.2018.06.007_bib0036) 2004 Tse (10.1016/j.sigpro.2018.06.007_bib0008) 2005 De Maio (10.1016/j.sigpro.2018.06.007_bib0029) 2010; 58 Jardak (10.1016/j.sigpro.2018.06.007_bib0012) 2014; 62 Luo (10.1016/j.sigpro.2018.06.007_bib0033) 2010; 27 Demmel (10.1016/j.sigpro.2018.06.007_bib0039) 2007; 108 Liu (10.1016/j.sigpro.2018.06.007_bib0017) 2014; 21 Ahmed (10.1016/j.sigpro.2018.06.007_bib0026) 2016; 31 Stoica (10.1016/j.sigpro.2018.06.007_bib0014) 2008; 56 Haghnegahdar (10.1016/j.sigpro.2018.06.007_bib0016) 2017; 24 Zhu (10.1016/j.sigpro.2018.06.007_bib0030) 2015; 22 Trees (10.1016/j.sigpro.2018.06.007_bib0031) 2002 Stoica (10.1016/j.sigpro.2018.06.007_bib0002) 2007; 24 Fishler (10.1016/j.sigpro.2018.06.007_bib0005) 2006; 54 Kirkpatrick (10.1016/j.sigpro.2018.06.007_bib0037) 1983; 220 Duly (10.1016/j.sigpro.2018.06.007_bib0028) 2013; 49 Yang (10.1016/j.sigpro.2018.06.007_bib0006) 2007; 43 Imani (10.1016/j.sigpro.2018.06.007_bib0018) 2015; 22 Grant (10.1016/j.sigpro.2018.06.007_sbref0034) 2014 Imani (10.1016/j.sigpro.2018.06.007_bib0010) 2017; 53 Li (10.1016/j.sigpro.2018.06.007_bib0011) 2008 Li (10.1016/j.sigpro.2018.06.007_bib0001) 2009 Aubry (10.1016/j.sigpro.2018.06.007_bib0027) 2013; 49 Horn (10.1016/j.sigpro.2018.06.007_bib0038) 1985 Hassanien (10.1016/j.sigpro.2018.06.007_sbref0024) 2010; 58 Ahmed (10.1016/j.sigpro.2018.06.007_bib0013) 2011; 59 |
References_xml | – volume: 119 start-page: 128 year: 2016 end-page: 135 ident: bib0024 article-title: SINR Maximization in colocated MIMO radars using transmit covariance matrix publication-title: Signal Process. – volume: 43 start-page: 330 year: 2007 end-page: 343 ident: bib0006 article-title: MIMO Radar waveform design based on mutual information and minimum mean-square error estimation publication-title: IEEE Trans. Aerosp. Electron. Syst. – volume: 24 start-page: 106 year: 2007 end-page: 114 ident: bib0002 article-title: MIMO Radar with co-located antenna: review of some recent work publication-title: IEEE Signal Process. Mag. – volume: 25 start-page: 116 year: 2008 end-page: 129 ident: bib0003 article-title: MIMO Radar with widely separated antennas publication-title: IEEE Signal Process. Mag. – volume: 16 start-page: 1451 year: 1998 end-page: 1458 ident: bib0007 article-title: A simple transmitter diversity scheme for wireless communications publication-title: IEEE J. Sel. Areas Commun. – volume: 24 start-page: 339 year: 2017 end-page: 343 ident: bib0016 article-title: SINR Enhancement in colocated MIMO radar using transmit covariance matrix optimization publication-title: IEEE Signal Process. Lett. – volume: 62 start-page: 2056 year: 2014 end-page: 2065 ident: bib0023 article-title: Mimo-radar waveform covariance matrix for high sinr and low side-lobe levels publication-title: IEEE Trans. Signal Process. – volume: 22 start-page: 2112 year: 2015 end-page: 2116 ident: bib0030 article-title: Robust design of transmit waveform and receive filter for colocated MIMO radar publication-title: IEEE Signal Process. Lett. – start-page: 1 year: 2008 end-page: 6 ident: bib0011 article-title: MIMO radar waveform synthesis, 2008 – year: 2009 ident: bib0001 article-title: MIMO Radar Signal Processing – year: 2005 ident: bib0008 article-title: Fundamentals of Wireless Communication – volume: 56 start-page: 2593 year: 2008 end-page: 2598 ident: bib0014 article-title: Waveform synthesis for diversity-based transmit beampattern design publication-title: IEEE Trans. Signal Process. – year: 2002 ident: bib0031 article-title: Optimum Array Processing Part IV of Detection, Estimation, and Modulation Theory – year: 2004 ident: bib0036 article-title: Convex Optimization – volume: 58 year: 2010 ident: bib0025 article-title: Phased-MIMO radar: a tradeoff between phased-array and MIMO radars publication-title: IEEE Trans. Signal Process. – year: 1985 ident: bib0038 article-title: Matrix Analysis – volume: 49 start-page: 93 year: 2013 end-page: 117 ident: bib0027 article-title: Knowledge-aided (potentially cognitive) transmit signal and receive filter design in signal-dependent clutter publication-title: in IEEE Trans. Aerosp. Electron. Syst. – volume: 108 start-page: 59 year: 2007 end-page: 91 ident: bib0039 article-title: Fast linear algebra is stable publication-title: Numer. Math. – volume: 49 start-page: 1210 year: 2013 end-page: 1223 ident: bib0028 article-title: Time-division beamforming for MIMO radar waveform design publication-title: IEEE Trans. Aerosp. Electron. Syst. – volume: 55 start-page: 4151 year: 2007 end-page: 4161 ident: bib0015 article-title: On probing signal design for MIMO radar publication-title: in IEEE Transactions on Signal Processing – volume: 62 start-page: 343 year: 2014 end-page: 353 ident: bib0020 article-title: Mimo radar waveform design with constant modulus and similarity constraints publication-title: IEEE Trans. Signal Process. – volume: 58 start-page: 4943 year: 2010 end-page: 4947 ident: bib0029 article-title: A doppler robust max-min approach to radar code design publication-title: IEEE Trans. Signal Process. – volume: 53 start-page: 2178 year: 2017 end-page: 2186 ident: bib0010 article-title: Transmit signal design in co-located MIMO radar without covariance matrix optimization publication-title: IEEE Trans. Aerosp. Electron. Syst. – year: 2014 ident: bib0035 article-title: CVX: Matlab Software for Disciplined Convex Programming, Version 2.1 – volume: 52 start-page: 1421 year: 2016 end-page: 1433 ident: bib0022 article-title: Mimo radar waveform design for transmit beamforming and orthogonality publication-title: IEEE Trans. Aerosp. Electron. Systems – volume: 11–12 start-page: 62653 year: 1999 ident: bib0034 article-title: Using sedumi 1.02, a MATLAB toolbox for optimization over symmetric cones publication-title: Optim. Meth. Softw. – volume: 10 start-page: 309 year: 2016 end-page: 317 ident: bib0019 article-title: Sequential quasi-convex-based algorithm for waveform design in colocated multiple-input multiple-output radars publication-title: IET Signal Proc. – volume: 44 start-page: 171 year: 2008 end-page: 185 ident: bib0009 article-title: Transmit beamforming for MIMO radar systems using signal cross-correlation publication-title: IEEE Trans. Aerosp. Electron. Syst. – volume: 62 start-page: 4587 year: 2014 end-page: 4596 ident: bib0012 article-title: Generation of correlated finite alphabet waveforms using gaussian random variables publication-title: in IEEE Trans. Signal Process. – volume: 21 start-page: 39 year: 2014 end-page: 42 ident: bib0017 article-title: Joint optimization of transmit and receive beamforming in active arrays publication-title: IEEE Signal Process. Lett. – volume: 14 start-page: 968 year: 2007 end-page: 971 ident: bib0004 article-title: On parameter identifiability of MIMO radar publication-title: IEEE Signal Processing Letters – volume: 22 start-page: 1521 year: 2015 end-page: 1524 ident: bib0018 article-title: Transmit signal and receive filter design in co-located mimo radar using a transmit weighting matrix publication-title: Signal Process. Lett. IEEE – volume: 62 start-page: 2226 year: 2014 end-page: 2235 ident: bib0021 article-title: Fourier-based transmit beampattern design usingMIMO radar publication-title: IEEE Trans. Signal Process. – volume: 220 start-page: 671 year: 1983 end-page: 680 ident: bib0037 article-title: Optimization by simulated annealing publication-title: Science – volume: 59 start-page: 5326 year: 2011 end-page: 5337 ident: bib0013 article-title: Finite alphabet constant-envelope waveform design for MIMO radar publication-title: IEEE Trans. Signal Process. – volume: 54 start-page: 823 year: 2006 end-page: 838 ident: bib0005 article-title: Spatial diversity in radars - models and detection performance publication-title: IEEE Trans. Signal Process. – volume: 31 start-page: 19 year: 2016 end-page: 31 ident: bib0026 article-title: A survey of correlated waveform design for multifunction software radar publication-title: IEEE Aerosp. Electron. Syst. Magaz. – volume: 27 start-page: 20 year: 2010 end-page: 34 ident: bib0033 article-title: Semidefinite relaxation of quadratic optimization problems publication-title: in IEEE Signal Process. Magaz. – volume: 56 start-page: 1984 year: 2008 end-page: 1993 ident: bib0032 article-title: Radar detection and classification of jamming signals belonging to a cone class publication-title: IEEE Trans. Signal Processing – volume: 62 start-page: 2226 issue: 9 year: 2014 ident: 10.1016/j.sigpro.2018.06.007_bib0021 article-title: Fourier-based transmit beampattern design usingMIMO radar publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2014.2307838 – volume: 56 start-page: 1984 issue: 5 year: 2008 ident: 10.1016/j.sigpro.2018.06.007_bib0032 article-title: Radar detection and classification of jamming signals belonging to a cone class publication-title: IEEE Trans. Signal Processing doi: 10.1109/TSP.2007.909326 – volume: 59 start-page: 5326 issue: 11 year: 2011 ident: 10.1016/j.sigpro.2018.06.007_bib0013 article-title: Finite alphabet constant-envelope waveform design for MIMO radar publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2011.2163067 – volume: 31 start-page: 19 issue: 3 year: 2016 ident: 10.1016/j.sigpro.2018.06.007_bib0026 article-title: A survey of correlated waveform design for multifunction software radar publication-title: IEEE Aerosp. Electron. Syst. Magaz. doi: 10.1109/MAES.2016.150051 – year: 2014 ident: 10.1016/j.sigpro.2018.06.007_sbref0034 – year: 2004 ident: 10.1016/j.sigpro.2018.06.007_bib0036 – volume: 16 start-page: 1451 year: 1998 ident: 10.1016/j.sigpro.2018.06.007_bib0007 article-title: A simple transmitter diversity scheme for wireless communications publication-title: IEEE J. Sel. Areas Commun. doi: 10.1109/49.730453 – volume: 58 issue: 6 year: 2010 ident: 10.1016/j.sigpro.2018.06.007_sbref0024 article-title: Phased-MIMO radar: a tradeoff between phased-array and MIMO radars publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2010.2043976 – volume: 22 start-page: 2112 issue: 11 year: 2015 ident: 10.1016/j.sigpro.2018.06.007_bib0030 article-title: Robust design of transmit waveform and receive filter for colocated MIMO radar publication-title: IEEE Signal Process. Lett. doi: 10.1109/LSP.2015.2461460 – volume: 62 start-page: 343 issue: 2 year: 2014 ident: 10.1016/j.sigpro.2018.06.007_bib0020 article-title: Mimo radar waveform design with constant modulus and similarity constraints publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2013.2288086 – volume: 54 start-page: 823 issue: 3 year: 2006 ident: 10.1016/j.sigpro.2018.06.007_bib0005 article-title: Spatial diversity in radars - models and detection performance publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2005.862813 – start-page: 1 year: 2008 ident: 10.1016/j.sigpro.2018.06.007_bib0011 – volume: 62 start-page: 4587 issue: 17 year: 2014 ident: 10.1016/j.sigpro.2018.06.007_bib0012 article-title: Generation of correlated finite alphabet waveforms using gaussian random variables publication-title: in IEEE Trans. Signal Process. doi: 10.1109/TSP.2014.2339800 – year: 2005 ident: 10.1016/j.sigpro.2018.06.007_bib0008 – volume: 108 start-page: 59 issue: 1 year: 2007 ident: 10.1016/j.sigpro.2018.06.007_bib0039 article-title: Fast linear algebra is stable publication-title: Numer. Math. doi: 10.1007/s00211-007-0114-x – volume: 119 start-page: 128 year: 2016 ident: 10.1016/j.sigpro.2018.06.007_bib0024 article-title: SINR Maximization in colocated MIMO radars using transmit covariance matrix publication-title: Signal Process. doi: 10.1016/j.sigpro.2015.07.011 – volume: 55 start-page: 4151 issue: 8 year: 2007 ident: 10.1016/j.sigpro.2018.06.007_bib0015 article-title: On probing signal design for MIMO radar publication-title: in IEEE Transactions on Signal Processing doi: 10.1109/TSP.2007.894398 – volume: 14 start-page: 968 issue: 12 year: 2007 ident: 10.1016/j.sigpro.2018.06.007_bib0004 article-title: On parameter identifiability of MIMO radar publication-title: IEEE Signal Processing Letters doi: 10.1109/LSP.2007.905051 – volume: 21 start-page: 39 issue: 1 year: 2014 ident: 10.1016/j.sigpro.2018.06.007_bib0017 article-title: Joint optimization of transmit and receive beamforming in active arrays publication-title: IEEE Signal Process. Lett. doi: 10.1109/LSP.2013.2289325 – volume: 62 start-page: 2056 issue: 8 year: 2014 ident: 10.1016/j.sigpro.2018.06.007_bib0023 article-title: Mimo-radar waveform covariance matrix for high sinr and low side-lobe levels publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2014.2307282 – volume: 43 start-page: 330 issue: 1 year: 2007 ident: 10.1016/j.sigpro.2018.06.007_bib0006 article-title: MIMO Radar waveform design based on mutual information and minimum mean-square error estimation publication-title: IEEE Trans. Aerosp. Electron. Syst. doi: 10.1109/TAES.2007.357137 – volume: 52 start-page: 1421 issue: 3 year: 2016 ident: 10.1016/j.sigpro.2018.06.007_bib0022 article-title: Mimo radar waveform design for transmit beamforming and orthogonality publication-title: IEEE Trans. Aerosp. Electron. Systems doi: 10.1109/TAES.2016.140023 – volume: 24 start-page: 106 issue: 5 year: 2007 ident: 10.1016/j.sigpro.2018.06.007_bib0002 article-title: MIMO Radar with co-located antenna: review of some recent work publication-title: IEEE Signal Process. Mag. doi: 10.1109/MSP.2007.904812 – volume: 11–12 start-page: 62653 year: 1999 ident: 10.1016/j.sigpro.2018.06.007_bib0034 article-title: Using sedumi 1.02, a MATLAB toolbox for optimization over symmetric cones publication-title: Optim. Meth. Softw. – year: 2009 ident: 10.1016/j.sigpro.2018.06.007_bib0001 – volume: 220 start-page: 671 year: 1983 ident: 10.1016/j.sigpro.2018.06.007_bib0037 article-title: Optimization by simulated annealing publication-title: Science doi: 10.1126/science.220.4598.671 – volume: 22 start-page: 1521 issue: 10 year: 2015 ident: 10.1016/j.sigpro.2018.06.007_bib0018 article-title: Transmit signal and receive filter design in co-located mimo radar using a transmit weighting matrix publication-title: Signal Process. Lett. IEEE doi: 10.1109/LSP.2015.2411676 – volume: 58 start-page: 4943 issue: 9 year: 2010 ident: 10.1016/j.sigpro.2018.06.007_bib0029 article-title: A doppler robust max-min approach to radar code design publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2010.2050317 – volume: 27 start-page: 20 issue: 3 year: 2010 ident: 10.1016/j.sigpro.2018.06.007_bib0033 article-title: Semidefinite relaxation of quadratic optimization problems publication-title: in IEEE Signal Process. Magaz. doi: 10.1109/MSP.2010.936019 – volume: 49 start-page: 93 issue: 1 year: 2013 ident: 10.1016/j.sigpro.2018.06.007_bib0027 article-title: Knowledge-aided (potentially cognitive) transmit signal and receive filter design in signal-dependent clutter publication-title: in IEEE Trans. Aerosp. Electron. Syst. doi: 10.1109/TAES.2013.6404093 – year: 1985 ident: 10.1016/j.sigpro.2018.06.007_bib0038 – volume: 25 start-page: 116 issue: 1 year: 2008 ident: 10.1016/j.sigpro.2018.06.007_bib0003 article-title: MIMO Radar with widely separated antennas publication-title: IEEE Signal Process. Mag. doi: 10.1109/MSP.2008.4408448 – volume: 24 start-page: 339 issue: 3 year: 2017 ident: 10.1016/j.sigpro.2018.06.007_bib0016 article-title: SINR Enhancement in colocated MIMO radar using transmit covariance matrix optimization publication-title: IEEE Signal Process. Lett. doi: 10.1109/LSP.2017.2663406 – volume: 44 start-page: 171 issue: 1 year: 2008 ident: 10.1016/j.sigpro.2018.06.007_bib0009 article-title: Transmit beamforming for MIMO radar systems using signal cross-correlation publication-title: IEEE Trans. Aerosp. Electron. Syst. doi: 10.1109/TAES.2008.4516997 – volume: 56 start-page: 2593 issue: 6 year: 2008 ident: 10.1016/j.sigpro.2018.06.007_bib0014 article-title: Waveform synthesis for diversity-based transmit beampattern design publication-title: IEEE Trans. Signal Process. doi: 10.1109/TSP.2007.916139 – volume: 49 start-page: 1210 issue: 2 year: 2013 ident: 10.1016/j.sigpro.2018.06.007_bib0028 article-title: Time-division beamforming for MIMO radar waveform design publication-title: IEEE Trans. Aerosp. Electron. Syst. doi: 10.1109/TAES.2013.6494408 – volume: 53 start-page: 2178 issue: 5 year: 2017 ident: 10.1016/j.sigpro.2018.06.007_bib0010 article-title: Transmit signal design in co-located MIMO radar without covariance matrix optimization publication-title: IEEE Trans. Aerosp. Electron. Syst. doi: 10.1109/TAES.2017.2686618 – volume: 10 start-page: 309 issue: 3 year: 2016 ident: 10.1016/j.sigpro.2018.06.007_bib0019 article-title: Sequential quasi-convex-based algorithm for waveform design in colocated multiple-input multiple-output radars publication-title: IET Signal Proc. doi: 10.1049/iet-spr.2015.0181 – year: 2002 ident: 10.1016/j.sigpro.2018.06.007_bib0031 |
SSID | ssj0001360 |
Score | 2.398113 |
Snippet | In multiple-input multiple-output (MIMO) radars, interference can be properly suppressed by designing transmit waveforms. However, having an error in initial... |
SourceID | crossref elsevier |
SourceType | Enrichment Source Index Database Publisher |
StartPage | 311 |
SubjectTerms | Convex optimization Covariance matrix design Interference suppression Multiple-input multiple-output (MIMO) radar |
Title | Waveform covariance matrix design for robust signal-dependent interference suppression in colocated MIMO radars |
URI | https://dx.doi.org/10.1016/j.sigpro.2018.06.007 |
Volume | 152 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV09T8MwED1Bu8CA-BTlo_LAahonbtKMVQUqoJYBEGyR7dioCNIqTSsmfju-xKlAQiAxOvFF0dk530XvvQM4E740PSlDyqNIU7tDJJWp1tSEYY-rFNcc_3eMxuHwgV8_dZ_WYFBzYRBW6WJ_FdPLaO2udJw3O7PJpHOHRBxmn8hQwsrjfB2afhCH3QY0-1c3w_EqILOgJAvjfIoGNYOuhHnNJ882VCHGqxLyxL6yP51QX06dy23Ycuki6VdvtANrOtuFzS8ignswfRRLjaknUdOlrXxxGckbKu-_k7TEZxB7l-RTuZgXBMfilda9bwuCehG5I_2R-WLmgLGZvUFQ0RoRUykZXY1uSS5SWwbvw8Plxf1gSF0bBapsPVBQg-KzsbKFhbRfp2BKI3-c8ygQQsSa-YpLm4QZFdhaxNe-8RlPfaZCpU3XUzo4gEY2zfQhECFCz5gwZlrZPMtEwouV4UalEeumNjFoQVC7LlFOYxxbXbwmNZjsJakcnqDDkxJTF7WArqxmlcbGH_OjelWSb3slscfAr5ZH_7Y8hg0cVSzEE2gU-UKf2nSkkG1YP_9gbbfpPgF9DuKc |
linkProvider | Elsevier |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV07T8MwELZKGYAB8RTl6YHVtE6cpBlRBWqhKQOt6BbZjo2KSlKlacXEb8eXBxQJgcSY-BxFZ-d8F33fdwhdckvothAuYZ6niNkhgohIKaJdt81kBGsO_zuCgdsdsbuxM66hTsWFAVhlGfuLmJ5H6_JOs_RmczaZNB-BiEPNEylIWLUYW0PrzLE9wPVdvX_hPKidU4XBmoB5xZ_LQV7zybMJVIDwKmQ8oavsT-fTyplzu4O2y2QRXxfvs4tqKt5DWysSgvsoeeJLBYknlsnS1L2wiPgVdPffcJSjM7AZxWkiFvMMwzWfkqrzbYZBLSItKX94vpiVsNjYDGDQswa8VISDXvCAUx6ZIvgAjW5vhp0uKZsoEGmqgYxokJ71pSkrhPk2OZUK2OOMeTbn3FfUkkyYFExL21QilrK0RVlkUelKpZ2WVPYhqsdJrI4Q5txtae36VEmTZWmPt3ypmZaRR53IpAUNZFeuC2WpMA6NLqZhBSV7CQuHh-DwMEfUeQ1EPmfNCoWNP-y9alXCbzslNIfArzOP_z3zAm10h0E_7PcG9ydoE0YKPuIpqmfpQp2ZxCQT5_nG-wBqpONn |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Waveform+covariance+matrix+design+for+robust+signal-dependent+interference+suppression+in+colocated+MIMO+radars&rft.jtitle=Signal+processing&rft.au=Bolhasani%2C+Mostafa&rft.au=Mehrshahi%2C+Esfandiar&rft.au=Ghorashi%2C+Seyed+Ali&rft.date=2018-11-01&rft.issn=0165-1684&rft.volume=152&rft.spage=311&rft.epage=319&rft_id=info:doi/10.1016%2Fj.sigpro.2018.06.007&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_sigpro_2018_06_007 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0165-1684&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0165-1684&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0165-1684&client=summon |