Robust receive beamforming and reflection coefficients optimization in an IRS‐aided decode‐and‐forward relay system

Consider a decode‐and‐forward wireless relay system assisted by an intelligent reflection surface (IRS), where a robust design on receive beamforming at the relay and reflection coefficients at the IRS is studied. The worst‐case signal‐to‐noise ratio maximization problem is formulated, subject to th...

Full description

Saved in:
Bibliographic Details
Published inElectronics letters Vol. 60; no. 2
Main Authors Lu, Yingxing, Huang, Yongwei
Format Journal Article
LanguageEnglish
Published 01.01.2024
Subjects
Online AccessGet full text
ISSN0013-5194
1350-911X
1350-911X
DOI10.1049/ell2.13087

Cover

Abstract Consider a decode‐and‐forward wireless relay system assisted by an intelligent reflection surface (IRS), where a robust design on receive beamforming at the relay and reflection coefficients at the IRS is studied. The worst‐case signal‐to‐noise ratio maximization problem is formulated, subject to the reflection coefficients (with either continuous or discrete phases) constraints, under the assumption of imperfect channel state information for all channels. To cope with the hard problem, an equivalent nonconvex quadratic optimization problem with a simpler form is derived, and then the Cauchy‐Schwarz inequality is applied to update the beamforming and a cyclic process is proposed to update the reflection coefficients, where a closed‐form optimal solution is computed in each step. It turns out that the proposed algorithm achieves a locally optimal solution for the robust design problem. Simulation results show that the proposed robust design outperforms an existing non‐robust design and two robust designs via semidefinite relaxation technique. In a DF IRS‐aided wireless relay system, we design robust receive beamforming at the relay station and reflection coefficients at the IRS under the assumption of imperfect channel state information for all channels. We formulate an SNR (at the relay) maximization problem subject to unit‐modulus constraints on the reflection coefficients, and the problem is reformulated into a hard quadratic maximization problem and solved iteratively by the Cauchy‐Schwarz inequality to update the beamforming and by a cyclic process to search the optimal reflection coefficients, where a closed‐form optimal solution is computed in each step.
AbstractList Consider a decode‐and‐forward wireless relay system assisted by an intelligent reflection surface (IRS), where a robust design on receive beamforming at the relay and reflection coefficients at the IRS is studied. The worst‐case signal‐to‐noise ratio maximization problem is formulated, subject to the reflection coefficients (with either continuous or discrete phases) constraints, under the assumption of imperfect channel state information for all channels. To cope with the hard problem, an equivalent nonconvex quadratic optimization problem with a simpler form is derived, and then the Cauchy‐Schwarz inequality is applied to update the beamforming and a cyclic process is proposed to update the reflection coefficients, where a closed‐form optimal solution is computed in each step. It turns out that the proposed algorithm achieves a locally optimal solution for the robust design problem. Simulation results show that the proposed robust design outperforms an existing non‐robust design and two robust designs via semidefinite relaxation technique. In a DF IRS‐aided wireless relay system, we design robust receive beamforming at the relay station and reflection coefficients at the IRS under the assumption of imperfect channel state information for all channels. We formulate an SNR (at the relay) maximization problem subject to unit‐modulus constraints on the reflection coefficients, and the problem is reformulated into a hard quadratic maximization problem and solved iteratively by the Cauchy‐Schwarz inequality to update the beamforming and by a cyclic process to search the optimal reflection coefficients, where a closed‐form optimal solution is computed in each step.
Consider a decode‐and‐forward wireless relay system assisted by an intelligent reflection surface (IRS), where a robust design on receive beamforming at the relay and reflection coefficients at the IRS is studied. The worst‐case signal‐to‐noise ratio maximization problem is formulated, subject to the reflection coefficients (with either continuous or discrete phases) constraints, under the assumption of imperfect channel state information for all channels. To cope with the hard problem, an equivalent nonconvex quadratic optimization problem with a simpler form is derived, and then the Cauchy‐Schwarz inequality is applied to update the beamforming and a cyclic process is proposed to update the reflection coefficients, where a closed‐form optimal solution is computed in each step. It turns out that the proposed algorithm achieves a locally optimal solution for the robust design problem. Simulation results show that the proposed robust design outperforms an existing non‐robust design and two robust designs via semidefinite relaxation technique.
Author Huang, Yongwei
Lu, Yingxing
Author_xml – sequence: 1
  givenname: Yingxing
  orcidid: 0009-0009-0955-5161
  surname: Lu
  fullname: Lu, Yingxing
  organization: Guangdong University of Technology
– sequence: 2
  givenname: Yongwei
  orcidid: 0000-0002-7345-3524
  surname: Huang
  fullname: Huang, Yongwei
  email: ywhuang@gdut.edu.cn
  organization: Guangdong University of Technology
BookMark eNp9kM9Kw0AQxhdRsK1efII9K6n7J2mSo5SqhYBQFbyFze6srCS7JZta4slH8Bl9EjeN515mmJnffPB9U3RqnQWEriiZUxLnt1DXbE45ydITNKE8IVFO6dspmhBCeZTQPD5HU-8_wsjyPJ2gfuOqne9wCxLMJ-AKRKNd2xj7joVVYa9rkJ1xFksHWhtpwHYeu21nGvMlDhdjA4vXm-ff7x9hFCisQDoFw2hVqEFxL9pBrRY99r3voLlAZ1rUHi7_-wy93q9elo9R8fSwXt4VkWSLLI04SwWJecqCGQ6JZJkgVZVlKoaFoqB4zGlcac1hkQhaEZIlKddprpRkWqaSz9DNqLuzW9HvRV2X29Y0ou1LSsohtXJIrTykFujrkZat8z64Pw7TEd6bGvojZLkqCjb-_AHnQoRt
Cites_doi 10.1109/TSP.2011.2169061
10.1007/s10957-012-0001-1
10.1109/LWC.2020.2999918
10.1109/LWC.2021.3123075
10.1109/TWC.2023.3264626
10.1109/TGCN.2022.3145031
10.1109/LCOMM.2021.3049685
10.1109/TCOMM.2021.3051897
10.1109/TSP.2012.2194289
10.1109/MSP.2010.936019
10.1109/TCOMM.2021.3078524
10.1109/TWC.2019.2936025
10.1137/04061341X
10.1109/TWC.2022.3159564
10.1109/TSP.2020.3019666
10.1109/TWC.2022.3164903
10.1109/LWC.2021.3107319
10.1109/LWC.2021.3092222
ContentType Journal Article
Copyright 2024 The Authors. published by John Wiley & Sons Ltd on behalf of The Institution of Engineering and Technology.
Copyright_xml – notice: 2024 The Authors. published by John Wiley & Sons Ltd on behalf of The Institution of Engineering and Technology.
DBID 24P
AAYXX
CITATION
ADTOC
UNPAY
DOI 10.1049/ell2.13087
DatabaseName Wiley Online Library Open Access
CrossRef
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
DatabaseTitleList
CrossRef
Database_xml – sequence: 1
  dbid: 24P
  name: Wiley Online Library Open Access
  url: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  sourceTypes: Publisher
– sequence: 2
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1350-911X
EndPage n/a
ExternalDocumentID 10.1049/ell2.13087
10_1049_ell2_13087
ELL213087
Genre shortCommunication
GrantInformation_xml – fundername: National Natural Science Foundation of China
  funderid: 11871168
– fundername: Basic and Applied Basic Research Foundation of Guangdong Province
  funderid: 2022A1515011782
GroupedDBID -4A
-~X
.DC
0R~
0ZK
1OC
24P
29G
2QL
3EH
4.4
4IJ
5GY
6IK
8FE
8FG
8VB
96U
AAHJG
AAJGR
AAMMB
ABJCF
ABQXS
ACCMX
ACESK
ACGFO
ACGFS
ACIWK
ACXQS
ADEYR
ADIYS
AEFGJ
AEGXH
AENEX
AFAZI
AFKRA
AGXDD
AI.
AIAGR
AIDQK
AIDYY
ALMA_UNASSIGNED_HOLDINGS
ALUQN
ARAPS
AVUZU
BBWZM
BENPR
BGLVJ
CCPQU
CS3
DU5
EBS
EJD
ELQJU
F5P
F8P
GOZPB
GROUPED_DOAJ
GRPMH
HCIFZ
HZ~
IAO
IDLOA
IFBGX
IPLJI
ITC
K1G
K7-
L6V
LAI
LXO
M43
M7S
MCNEO
MS~
O9-
OK1
P0-
P2P
P62
PHGZM
PHGZT
PQGLB
PTHSS
QWB
R4Z
RNS
RUI
TN5
U5U
UNMZH
VH1
WH7
WIN
ZL0
~ZZ
AAYXX
AFFHD
CITATION
ADTOC
UNPAY
ID FETCH-LOGICAL-c2687-327a043723503e5c28a0bb88d4e6d1ed34314bff3e65a1b008573f79ddc2fc7c3
IEDL.DBID UNPAY
ISSN 0013-5194
1350-911X
IngestDate Tue Aug 19 15:17:32 EDT 2025
Wed Oct 29 21:21:21 EDT 2025
Wed Aug 20 07:25:50 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 2
Language English
License Attribution-NonCommercial-NoDerivs
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c2687-327a043723503e5c28a0bb88d4e6d1ed34314bff3e65a1b008573f79ddc2fc7c3
ORCID 0009-0009-0955-5161
0000-0002-7345-3524
OpenAccessLink https://proxy.k.utb.cz/login?url=https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/ell2.13087
PageCount 4
ParticipantIDs unpaywall_primary_10_1049_ell2_13087
crossref_primary_10_1049_ell2_13087
wiley_primary_10_1049_ell2_13087_ELL213087
PublicationCentury 2000
PublicationDate January 2024
2024-01-00
PublicationDateYYYYMMDD 2024-01-01
PublicationDate_xml – month: 01
  year: 2024
  text: January 2024
PublicationDecade 2020
PublicationTitle Electronics letters
PublicationYear 2024
References 2021; 69
2021; 25
2012; 60
2021; 10
2012; 154
2010; 27
2023; 22
2022; 6
2006; 16
2020; 9
2019; 18
2020; 68
2022; 21
2022; 11
e_1_2_9_11_1
e_1_2_9_10_1
e_1_2_9_13_1
e_1_2_9_12_1
e_1_2_9_8_1
e_1_2_9_7_1
e_1_2_9_6_1
e_1_2_9_5_1
e_1_2_9_4_1
e_1_2_9_3_1
e_1_2_9_2_1
e_1_2_9_9_1
e_1_2_9_15_1
e_1_2_9_14_1
e_1_2_9_17_1
e_1_2_9_16_1
e_1_2_9_19_1
e_1_2_9_18_1
References_xml – volume: 69
  start-page: 3313
  issue: 5
  year: 2021
  end-page: 3315
  article-title: Intelligent reflecting surface‐aided wireless communications: A tutorial
  publication-title: IEEE Trans. Commun.
– volume: 18
  start-page: 5394
  issue: 11
  year: 2019
  end-page: 5409
  article-title: Intelligent reflecting surface enhanced wireless network via joint active and passive beamforming
  publication-title: IEEE Trans. Wireless Commun.
– volume: 27
  start-page: 20
  issue: 3
  year: 2010
  end-page: 34
  article-title: Semidefinite relaxation of quadratic optimization problems
  publication-title: IEEE Signal Process. Mag.
– volume: 68
  start-page: 5092
  year: 2020
  end-page: 5106
  article-title: A framework of robust transmission design for IRS‐aided MISO communications with imperfect cascaded channels
  publication-title: IEEE Trans. Signal Process.
– volume: 21
  start-page: 7536
  issue: 9
  year: 2022
  end-page: 7549
  article-title: Joint beamforming for IRS‐aided multi‐cell MISO system: Sum rate maximization and SINR balancing
  publication-title: IEEE Trans. Wireless Commun.
– volume: 10
  start-page: 2619
  issue: 12
  year: 2021
  end-page: 2623
  article-title: Robust beamforming for RIS‐assisted wireless communications with discrete phase shifts
  publication-title: IEEE Wireless Commun. Lett.
– volume: 9
  start-page: 1653
  issue: 10
  year: 2020
  end-page: 1657
  article-title: A hybrid relay and intelligent reflecting surface network and its ergodic performance analysis
  publication-title: IEEE Wireless Commun. Lett.
– volume: 10
  start-page: 2080
  issue: 9
  year: 2021
  end-page: 2084
  article-title: IRS meets relaying: Joint resource allocation and passive beamforming optimization
  publication-title: IEEE Wireless Commun. Lett.
– volume: 21
  start-page: 8216
  issue: 10
  year: 2022
  end-page: 8229
  article-title: Joint beamforming design for multiuser miso downlink aided by a reconfigurable intelligent surface and a relay
  publication-title: IEEE Trans. Wireless Commun.
– volume: 22
  start-page: 8620
  issue: 12
  year: 2023
  end-page: 8633
  article-title: IRS‐Aided secure communications over an untrusted AF relay system
  publication-title: IEEE Trans. Wireless Commun.
– volume: 25
  start-page: 1697
  issue: 5
  year: 2021
  end-page: 1701
  article-title: Low‐complexity robust beamforming design for IRS‐aided MISO systems with imperfect channels
  publication-title: IEEE Commun. Lett.
– volume: 154
  start-page: 187
  issue: 1
  year: 2012
  end-page: 208
  article-title: Cyclic seesaw process for optimization and identification
  publication-title: J. Optim. Theory Appl.
– volume: 60
  start-page: 3881
  issue: 7
  year: 2012
  end-page: 3885
  article-title: Robust adaptive beamforming based on interference covariance matrix reconstruction and steering vector estimation
  publication-title: IEEE Trans. Signal Process.
– volume: 11
  start-page: 215
  issue: 2
  year: 2022
  end-page: 219
  article-title: IRS‐aided wireless relaying: Deployment strategy and capacity scaling
  publication-title: IEEE Wireless Commun. Lett.
– volume: 69
  start-page: 5620
  issue: 8
  year: 2021
  end-page: 5633
  article-title: Joint beamforming and reconfigurable intelligent surface design for two‐way relay networks
  publication-title: IEEE Trans. Commun.
– volume: 60
  start-page: 527
  issue: 1
  year: 2012
  end-page: 533
  article-title: Robust multicast beamforming for spectrum sharing‐based cognitive radios
  publication-title: IEEE Trans. Signal Process.
– volume: 6
  start-page: 198
  issue: 1
  year: 2022
  end-page: 207
  article-title: Beamforming design for IRS‐aided decode‐and‐forward relay wireless network
  publication-title: IEEE Trans. Green Commun. Netw
– volume: 16
  start-page: 871
  issue: 3
  year: 2006
  end-page: 890
  article-title: Complex quadratic optimization and semidefinite programming
  publication-title: SIAM J. Optim.
– ident: e_1_2_9_15_1
  doi: 10.1109/TSP.2011.2169061
– ident: e_1_2_9_17_1
  doi: 10.1007/s10957-012-0001-1
– ident: e_1_2_9_3_1
  doi: 10.1109/LWC.2020.2999918
– ident: e_1_2_9_5_1
  doi: 10.1109/LWC.2021.3123075
– ident: e_1_2_9_19_1
  doi: 10.1109/TWC.2023.3264626
– ident: e_1_2_9_12_1
  doi: 10.1109/TGCN.2022.3145031
– ident: e_1_2_9_9_1
  doi: 10.1109/LCOMM.2021.3049685
– ident: e_1_2_9_2_1
  doi: 10.1109/TCOMM.2021.3051897
– ident: e_1_2_9_14_1
  doi: 10.1109/TSP.2012.2194289
– ident: e_1_2_9_18_1
  doi: 10.1109/MSP.2010.936019
– ident: e_1_2_9_7_1
  doi: 10.1109/TCOMM.2021.3078524
– ident: e_1_2_9_11_1
  doi: 10.1109/TWC.2019.2936025
– ident: e_1_2_9_16_1
  doi: 10.1137/04061341X
– ident: e_1_2_9_8_1
  doi: 10.1109/TWC.2022.3159564
– ident: e_1_2_9_13_1
  doi: 10.1109/TSP.2020.3019666
– ident: e_1_2_9_6_1
  doi: 10.1109/TWC.2022.3164903
– ident: e_1_2_9_10_1
  doi: 10.1109/LWC.2021.3107319
– ident: e_1_2_9_4_1
  doi: 10.1109/LWC.2021.3092222
SSID ssj0012997
Score 2.4239576
Snippet Consider a decode‐and‐forward wireless relay system assisted by an intelligent reflection surface (IRS), where a robust design on receive beamforming at the...
SourceID unpaywall
crossref
wiley
SourceType Open Access Repository
Index Database
Publisher
SubjectTerms adaptive antenna arrays
relay networks (telecommunication)
SummonAdditionalLinks – databaseName: Wiley Online Library Open Access
  dbid: 24P
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LS8NAEF5qPagH8Yn1xYI9CcFmN0_wItJSpYpUC72F3ewuCGlStEV68yf4G_0lzmyaai8FLyGPSQKz2W--7O58Q0iTSwjKgXAdboR0APCgSwkGPyuBaHGjQj9QmCj88Bh0B9790B_WyHWVC1PqQywG3LBnWLzGDi5kWYUESC02YpYxrGUchWtk3QUig983854WcwgAtGFVvwB4ileJk3rx1e-9S-FoY5qPxexDZNkyVbWxprNDtuckkd6UrbpLajrfI1t_pAP3yaxfyOn7hAJgaQAsKrUYIf-Ei1TkCs6bzK6yymlaaKsTgUsmaAEQMZrnXtLXHGzpXf_5-_MLpSIVVRpz3PEwV7CFJ-KqWooZLzNaqj4fkEGn_XLbdeZlFJyUBQghLBSoYMS43-LaT1kkWlJGkfJ0oFytOHAITxrDdeALV1rNe27CWKmUmTRM-SGp50WujwjFWMYjzY3kBidEY6m06xt4g5ShFH6DXFTeTMalWkZiZ7m9OEGfJ9bnDdJcOHql2aVtgxUmSbvXY3bv-D_GJ2STATcpR1JOSX3yNtVnwC0m8tx-Qj99F81e
  priority: 102
  providerName: Wiley-Blackwell
Title Robust receive beamforming and reflection coefficients optimization in an IRS‐aided decode‐and‐forward relay system
URI https://onlinelibrary.wiley.com/doi/abs/10.1049%2Fell2.13087
https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/ell2.13087
UnpaywallVersion publishedVersion
Volume 60
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1350-911X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0012997
  issn: 1350-911X
  databaseCode: DOA
  dateStart: 20210101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVBHI
  databaseName: IET Digital Library Open Access
  customDbUrl:
  eissn: 1350-911X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0012997
  issn: 1350-911X
  databaseCode: IDLOA
  dateStart: 20130103
  isFulltext: true
  titleUrlDefault: https://digital-library.theiet.org/content/collections
  providerName: Institution of Engineering and Technology
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1350-911X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0012997
  issn: 1350-911X
  databaseCode: BENPR
  dateStart: 20210101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVWIB
  databaseName: KBPluse Wiley Online Library: Open Access
  customDbUrl:
  eissn: 1350-911X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0012997
  issn: 1350-911X
  databaseCode: AVUZU
  dateStart: 20210301
  isFulltext: true
  titleUrlDefault: https://www.kbplus.ac.uk/kbplus7/publicExport/pkg/559
  providerName: Wiley-Blackwell
– providerCode: PRVWIB
  databaseName: Wiley Online Library Open Access
  customDbUrl:
  eissn: 1350-911X
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0012997
  issn: 1350-911X
  databaseCode: 24P
  dateStart: 20130101
  isFulltext: true
  titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html
  providerName: Wiley-Blackwell
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LSwMxEB60PYgH36KiJaAnodom--qxiKWKiqgr1cuSbBIQt9uiLVJP_gR_o7_EmWwr1oMIXpZ9ZLO7SWbmy2bmG4A9odAoB7JeFVaqKio8FCnJcbISyJqwOvQDTYHC5xdBO_ZOO37nWxR_wQ_x9cONJMPpaxLwvraFni9mnV7j0GQZp3zGUTgL5cBHNF6Ccnxx2bybJC5AgFLktfVrJNedCUPp1M1TNmlumPfl6EVm2TRedQantQhy8qqFn8njwXCgDtLXHyyO__mWJVgYo1HWLIbPMsyYfAXmv3EUrsLoqqeGzwOGtRjUjEwZ2SWgixeZzDWet5lz58pZ2jOOkIJ8M1gPdVF3HOTJHnIsy06urj_e3omTUjNtKJieDnONW6yR3HcZhdaMWEEvvQZx6_jmqF0d52uopjwgXcVDSVRJHBtbGD_lkawpFUXaM4GuGy0QrHjKWmECX9aVI9cXNmxonXKbhqlYh1Ley80GMDKaIjLCKmFp5bWhtKn7Fp-gVKikvwm7kx5L-gUtR-KW071GQg2ZuIbchL2vzvy12L7rnF-KJMdnZ9ztbf2tzm0oDZ6GZgcRy0BVYJZ7lxUoN2_j-7ji5v2V8UD9BMpB83s
linkProvider Unpaywall
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LTwIxEG4UD-jB-Iz4bCInEyK03dfRGAgoEIOQcNu02zYxWRaiEMPNn-Bv9Jc40wWUi4mXzT5mt8l0O_NNO_OVkDJX4JR9WatwK1UFDB4MKckgWPFllVsdeL7GQuFO128OxMPQGy5yc7AWJueHWE244chw9hoHOE5I5wGnQJJMk6YMNzMOg02yJaBFjL2YeFotIoClDZYbGABQEUt2UhHd_ry75o-Ks2wi5-8yTdexqnM2jT2yu0CJ9C7v1n2yYbIDsvOLO_CQzHtjNXubUrBYBiwWVUaOEIDCQyozDfdt6tKsMpqMjSOKwJwJOgYbMVoUX9KXDGRpq_f89fGJXJGaaoNF7niZaTjCFzGtlmLJy5zmtM9HZNCo9--blcU-CpWE-WhDWCCRwohxr8qNl7BQVpUKQy2Mr2tGcwARQlnLje_JmnKk99wGkdYJs0mQ8GNSyMaZOSEUnRkPDbeKW1wRjZQ2Nc9CC0oFSnolcr3UZjzJ6TJit8wtohh1Hjudl0h5peg_xW5cH_whEtfbbebOTv8jfEWKzX6nHbdb3cczss0AqOTTKuekMH2dmQsAGlN16X6nb5q_0Mo
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LSwMxEA7ago-D-MT6DNiTUGyTffVYtKXVWqRaKV6WZJOAsN0WbZHe_An-Rn-JM9lttZeCl2Ufs7swu_nmSzLzhZAilxCUPVEpcSNkCQAPmpRg0FnxRJkb5buewkLh-47X7Dm3fbef5eZgLUyqDzEfcMOWYfEaG7geKZN2OB0UydRxzHAx48BfJXkI5GUnR_K1595Lbz6NAFjrz5YwAKrizPRJnerV790LEWl9kozE9EPE8SJbteGmsU22Mp5Ia-mH3SErOtklm3_UA_fItDuUk_cxBczSgFlUajFACgoXqUgUnDexTbRKaDTUVioCsyboEFBikJVf0tcEbGmr-_j9-YVqkYoqjWXueJgo2MITMbGWYtHLlKbCz_uk16g_XTdL2UoKpYh5iCLMFyhixLhb5tqNWCDKUgaBcrSnKlpxoBGONIZrzxUVaWXvufGrSkXMRH7ED0guGSb6kFAMZzzQ3EhucE60KpWuuAbeIKUvhVsgFzNvhqNUMCO0E91ONUSfh9bnBVKcO3qp2aX9BktMwnq7zeze0X-Mz8naw00jbLc6d8dkgwFTScdVTkhu_DbRp8A0xvIs-59-AHuE0h4
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS8NAEF60PYgH32JFZcGehNQmm-exSEuVWqRaqKewm90FMU2LNkg9-RP8jf4SZzZtaT2I4CXksdkkuzsz32ZnviGkygQYZZ_bFtNcWKDwQKS4A5MVn9eZloHnSwwUvu367b57M_AGS1H8BT_E4ocbSobR1yjgY6kLPV_MOt3oUqWpg_mMw2CdlH0P0HiJlPvdu8bjPHEBAJQir61XR7kezBlKV25esUkbeTbm0zeepqt41Ric1jbh81ct_Eyea_lE1JL3HyyO__mWHbI1Q6O0UQyfXbKmsj2yucRRuE-mvZHIXycUalGgGalQfIhAFy5Snkk4r1PjzpXRZKQMIQX6ZtAR6KLhLMiTPmVQll737r8-PpGTUlKpMJgeDzMJW6gR3XcphtZMaUEvfUD6rebDVdua5WuwEsdHXeUEHKmSHGhsprzECXldiDCUrvKlrSQDsOIKrZnyPW4LQ67PdBBJmTg6CRJ2SErZKFNHhKLRZKFiWjCNK6-RkMr2NDxBiEBwr0LO5z0Wjwtajtgsp7tRjA0Zm4askOqiM38tdmE655cicbPTccze8d_qPCGlyUuuTgGxTMTZbFB-A-9e7_E
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=Robust+receive+beamforming+and+reflection+coefficients+optimization+in+an+IRS%E2%80%90aided+decode%E2%80%90and%E2%80%90forward+relay+system&rft.jtitle=Electronics+letters&rft.au=Lu%2C+Yingxing&rft.au=Huang%2C+Yongwei&rft.date=2024-01-01&rft.issn=0013-5194&rft.eissn=1350-911X&rft.volume=60&rft.issue=2&rft_id=info:doi/10.1049%2Fell2.13087&rft.externalDBID=n%2Fa&rft.externalDocID=10_1049_ell2_13087
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0013-5194&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0013-5194&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0013-5194&client=summon