Distributed Optimal Economic Dispatch for Microgrids Considering Communication Delays

This paper investigates the economic dispatch problem of microgrids in a distributed fashion. To address this issue, a delay-free-based distributed algorithm is presented to optimally assign the whole energy demand among local generation units with the objective of minimizing the agminated operation...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on systems, man, and cybernetics. Systems Jg. 49; H. 8; S. 1634 - 1642
Hauptverfasser: Huang, Bonan, Liu, Lining, Zhang, Huaguang, Li, Yushuai, Sun, Qiuye
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York IEEE 01.08.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:
ISSN:2168-2216, 2168-2232
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract This paper investigates the economic dispatch problem of microgrids in a distributed fashion. To address this issue, a delay-free-based distributed algorithm is presented to optimally assign the whole energy demand among local generation units with the objective of minimizing the agminated operation cost. By implementing the proposed algorithm, each component can find its own optimal operations by only requiring local computation and communication. As a result, it enhances the system robustness, flexibility, privacy, etc. More importantly, the time-varying delays model is considered and embedded into the design of our distributed algorithm, such that the components can employ the delays information to achieve the collaborative operation, which are more general and applicable for practical power systems. In addition, we have proved that the proposed algorithm can converge to the global optimal point under some sufficient conditions. Finally, several simulations are provided to demonstrate the correctness and effectiveness of the proposed algorithm.
AbstractList This paper investigates the economic dispatch problem of microgrids in a distributed fashion. To address this issue, a delay-free-based distributed algorithm is presented to optimally assign the whole energy demand among local generation units with the objective of minimizing the agminated operation cost. By implementing the proposed algorithm, each component can find its own optimal operations by only requiring local computation and communication. As a result, it enhances the system robustness, flexibility, privacy, etc. More importantly, the time-varying delays model is considered and embedded into the design of our distributed algorithm, such that the components can employ the delays information to achieve the collaborative operation, which are more general and applicable for practical power systems. In addition, we have proved that the proposed algorithm can converge to the global optimal point under some sufficient conditions. Finally, several simulations are provided to demonstrate the correctness and effectiveness of the proposed algorithm.
Author Huang, Bonan
Sun, Qiuye
Liu, Lining
Zhang, Huaguang
Li, Yushuai
Author_xml – sequence: 1
  givenname: Bonan
  surname: Huang
  fullname: Huang, Bonan
  email: huangbonan@ise.neu.edu.cn
  organization: School of Information Science and Engineering, Northeastern University, Shenyang, China
– sequence: 2
  givenname: Lining
  surname: Liu
  fullname: Liu, Lining
  email: 1257216798@qq.com
  organization: School of Information Science and Engineering, Northeastern University, Shenyang, China
– sequence: 3
  givenname: Huaguang
  orcidid: 0000-0002-2375-9824
  surname: Zhang
  fullname: Zhang, Huaguang
  email: hgzhang@ieee.org
  organization: School of Information Science and Engineering, Northeastern University, Shenyang, China
– sequence: 4
  givenname: Yushuai
  orcidid: 0000-0002-3043-3777
  surname: Li
  fullname: Li, Yushuai
  email: lysise@126.com
  organization: School of Information Science and Engineering, Northeastern University, Shenyang, China
– sequence: 5
  givenname: Qiuye
  orcidid: 0000-0003-3545-518X
  surname: Sun
  fullname: Sun, Qiuye
  email: sunqiuiye@ise.neu.edu.cn
  organization: School of Information Science and Engineering, Northeastern University, Shenyang, China
BookMark eNp9UMtuwjAQtCoqlVI-oOolUs-hfmA7OVaBPiQQh8LZMrZDjRI7tc2Bv28oqIceetldaWd2duYWDJx3BoB7BCcIwfJp_bGsJhiicoJLCDnGV2CIEStyjAke_M6I3YBxjHsIIcIFI5ANwWZmYwp2e0hGZ6su2VY22Vx551ursn7ZyaQ-s9qHbGlV8Ltgdcwq76LVJli36-e2PTirZLLeZTPTyGO8A9e1bKIZX_oIbF7m6-otX6xe36vnRa4ILVNeIK0oLTSkivC6LDCTRFNUEyoh5ZxuidQG11pOOUdIa8KpNnUJmcZb2FcyAo_nu13wXwcTk9j7Q3C9pMCYoaKgfMp6FDqj-v9jDKYWXeh9hqNAUJwCFKcAxSlAcQmw5_A_HGXTj8UUpG3-ZT6cmdYY86tUMMYQ5-Qbz75_7w
CODEN ITSMFE
CitedBy_id crossref_primary_10_1109_TSMC_2021_3098802
crossref_primary_10_1016_j_jfranklin_2023_12_033
crossref_primary_10_1109_TCE_2025_3535149
crossref_primary_10_3390_g12010008
crossref_primary_10_1109_TSMC_2021_3138109
crossref_primary_10_1080_15325008_2022_2143597
crossref_primary_10_1109_ACCESS_2020_2989457
crossref_primary_10_1109_TII_2021_3077509
crossref_primary_10_1109_TSG_2021_3063712
crossref_primary_10_1109_TNSE_2020_2965999
crossref_primary_10_1016_j_energy_2025_137895
crossref_primary_10_1109_TII_2025_3545042
crossref_primary_10_1016_j_apenergy_2021_117979
crossref_primary_10_1016_j_ijepes_2022_108601
crossref_primary_10_1109_TCNS_2024_3431730
crossref_primary_10_1109_TNSE_2023_3238110
crossref_primary_10_1109_JIOT_2025_3575397
crossref_primary_10_1109_TAC_2025_3533424
crossref_primary_10_3390_pr10091840
crossref_primary_10_3390_app13169273
crossref_primary_10_1109_JIOT_2021_3131719
crossref_primary_10_1109_ACCESS_2019_2924269
crossref_primary_10_1177_00202940211029332
crossref_primary_10_1109_TII_2024_3485725
crossref_primary_10_1109_TSG_2022_3167436
crossref_primary_10_1109_TNSE_2022_3195953
crossref_primary_10_1109_TPWRS_2022_3142969
crossref_primary_10_1109_TSMC_2019_2961395
crossref_primary_10_1016_j_neucom_2024_128285
crossref_primary_10_1016_j_ijepes_2023_109067
crossref_primary_10_3390_en12132502
crossref_primary_10_1109_TPWRS_2022_3217905
crossref_primary_10_1016_j_ifacol_2022_09_062
crossref_primary_10_1109_TNSE_2021_3076526
crossref_primary_10_1049_rpg2_12799
crossref_primary_10_1109_TSMC_2020_2997794
crossref_primary_10_1109_TASE_2023_3278865
crossref_primary_10_1109_JSYST_2023_3315833
crossref_primary_10_1109_TSMC_2024_3496488
crossref_primary_10_1109_TSMC_2021_3056559
crossref_primary_10_1109_TETCI_2023_3299294
crossref_primary_10_1109_TNSE_2023_3277708
crossref_primary_10_1631_FITEE_2000201
crossref_primary_10_1109_TASE_2022_3155163
crossref_primary_10_1631_FITEE_2000205
crossref_primary_10_1016_j_jfranklin_2024_107454
crossref_primary_10_3390_jmse12060916
crossref_primary_10_1016_j_prime_2025_101010
crossref_primary_10_1016_j_ijepes_2020_106737
crossref_primary_10_1109_TII_2020_3029974
crossref_primary_10_3390_math11234728
crossref_primary_10_1109_TII_2022_3146165
crossref_primary_10_3390_su152215766
crossref_primary_10_3390_electronics11142202
crossref_primary_10_1109_TNSE_2023_3295079
crossref_primary_10_1109_TII_2024_3399473
crossref_primary_10_1109_TSMC_2020_3005169
crossref_primary_10_1016_j_neucom_2023_02_022
crossref_primary_10_1002_rnc_6396
crossref_primary_10_1109_TSMC_2020_2997697
crossref_primary_10_1016_j_egyr_2020_10_026
crossref_primary_10_1109_TSMC_2022_3228780
crossref_primary_10_1109_TCSII_2020_3041504
crossref_primary_10_1007_s11227_022_04755_2
crossref_primary_10_1016_j_jclepro_2023_140130
crossref_primary_10_1109_TSG_2020_3005179
crossref_primary_10_1016_j_isatra_2021_06_035
crossref_primary_10_3389_fenrg_2022_907719
crossref_primary_10_1016_j_jfranklin_2020_01_024
crossref_primary_10_1109_JSYST_2024_3408607
crossref_primary_10_1016_j_energy_2022_125980
crossref_primary_10_1002_oca_2949
crossref_primary_10_1016_j_jfranklin_2025_107611
crossref_primary_10_1049_ell2_70023
crossref_primary_10_3390_en14020261
crossref_primary_10_1109_ACCESS_2021_3055422
crossref_primary_10_3390_su15086939
crossref_primary_10_1016_j_amc_2019_124701
crossref_primary_10_1016_j_rser_2023_113251
crossref_primary_10_1002_oca_2983
crossref_primary_10_1109_ACCESS_2021_3082537
crossref_primary_10_1016_j_energy_2024_130996
crossref_primary_10_1016_j_neucom_2021_06_097
crossref_primary_10_1049_rpg2_12909
crossref_primary_10_3390_su16229692
crossref_primary_10_1016_j_amc_2020_125887
crossref_primary_10_1002_rnc_7140
crossref_primary_10_1109_TASE_2023_3339110
crossref_primary_10_1109_TASE_2021_3104393
crossref_primary_10_1109_TSMC_2019_2931846
crossref_primary_10_1049_ell2_70252
crossref_primary_10_1109_TII_2024_3507203
crossref_primary_10_1016_j_ijepes_2023_109266
crossref_primary_10_1016_j_epsr_2022_109106
crossref_primary_10_1109_TII_2024_3413363
crossref_primary_10_1016_j_jfranklin_2023_03_043
crossref_primary_10_1109_TSMC_2019_2956787
crossref_primary_10_1007_s42835_022_01295_w
crossref_primary_10_3390_fractalfract7100749
crossref_primary_10_1109_TNSE_2024_3507956
crossref_primary_10_1109_TSIPN_2022_3190743
crossref_primary_10_1109_TSMC_2022_3144187
crossref_primary_10_1016_j_epsr_2024_110994
crossref_primary_10_1016_j_esr_2022_100923
crossref_primary_10_1016_j_segan_2024_101525
crossref_primary_10_1049_gtd2_12857
crossref_primary_10_1109_ACCESS_2019_2959600
crossref_primary_10_1109_ACCESS_2019_2925053
crossref_primary_10_1016_j_jclepro_2022_133451
crossref_primary_10_1109_TPDS_2022_3212424
crossref_primary_10_1109_TSG_2020_2979983
Cites_doi 10.1109/TSMC.2014.2332306
10.1109/TSMC.2016.2531649
10.1109/TFUZZ.2018.2849701
10.1109/TIE.2016.2615037
10.1109/TII.2013.2287807
10.1109/TPAS.1984.318445
10.1109/TPWRS.2017.2702179
10.1109/TPWRS.2013.2271640
10.1007/978-1-4612-0039-0
10.1109/TIA.2017.2733457
10.1109/TII.2016.2569584
10.1109/TSG.2017.2756041
10.1109/TSG.2015.2437795
10.1109/TSG.2016.2524688
10.1109/TSG.2016.2516017
10.1016/j.automatica.2015.03.001
10.1016/S0378-7796(00)00097-3
10.1137/1.9781611970777
10.1109/TSMC.2016.2623634
10.1109/TPWRS.2012.2188912
10.1109/TIE.2014.2311405
10.1016/S0142-0615(01)00007-2
10.1109/TPWRS.2014.2299436
10.1109/TAC.2004.841935
10.1007/s00521-018-3798-1
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019
DBID 97E
RIA
RIE
AAYXX
CITATION
7SC
7SP
7TB
8FD
FR3
H8D
JQ2
L7M
L~C
L~D
DOI 10.1109/TSMC.2019.2900722
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE/IET Electronic Library
CrossRef
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Mechanical & Transportation Engineering Abstracts
Technology Research Database
Engineering Research Database
Aerospace Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
Aerospace Database
Technology Research Database
Computer and Information Systems Abstracts – Academic
Mechanical & Transportation Engineering Abstracts
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Engineering Research Database
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
DatabaseTitleList
Aerospace Database
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE/IET Electronic Library
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Economics
Engineering
EISSN 2168-2232
EndPage 1642
ExternalDocumentID 10_1109_TSMC_2019_2900722
8666177
Genre orig-research
GrantInformation_xml – fundername: National Natural Science Foundation of China
  grantid: 61433004; 61603085; 61621004; 61273027
  funderid: 10.13039/501100001809
GroupedDBID 0R~
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFS
ACIWK
AGQYO
AGSQL
AHBIQ
AKJIK
AKQYR
ALMA_UNASSIGNED_HOLDINGS
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
EBS
EJD
HZ~
IFIPE
IPLJI
JAVBF
M43
O9-
OCL
PQQKQ
RIA
RIE
RNS
AAYXX
CITATION
7SC
7SP
7TB
8FD
FR3
H8D
JQ2
L7M
L~C
L~D
RIG
ID FETCH-LOGICAL-c359t-81dc558d05c37f9826a3d51f35a05775b3ade2fda47711dd375def906d2b006d3
IEDL.DBID RIE
ISICitedReferencesCount 133
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000476789700009&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2168-2216
IngestDate Mon Jun 30 04:46:15 EDT 2025
Tue Nov 18 20:49:21 EST 2025
Sat Nov 29 03:45:34 EST 2025
Wed Aug 27 05:50:43 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 8
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
https://doi.org/10.15223/policy-029
https://doi.org/10.15223/policy-037
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c359t-81dc558d05c37f9826a3d51f35a05775b3ade2fda47711dd375def906d2b006d3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0003-3545-518X
0000-0002-2375-9824
0000-0002-3043-3777
PQID 2261885746
PQPubID 75739
PageCount 9
ParticipantIDs proquest_journals_2261885746
crossref_primary_10_1109_TSMC_2019_2900722
ieee_primary_8666177
crossref_citationtrail_10_1109_TSMC_2019_2900722
PublicationCentury 2000
PublicationDate 2019-08-01
PublicationDateYYYYMMDD 2019-08-01
PublicationDate_xml – month: 08
  year: 2019
  text: 2019-08-01
  day: 01
PublicationDecade 2010
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle IEEE transactions on systems, man, and cybernetics. Systems
PublicationTitleAbbrev TSMC
PublicationYear 2019
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref13
ref12
ref14
ref11
ref10
ref1
ref17
ref16
ref19
ref18
ref23
ref26
ref25
ref20
ref22
ref21
ref28
ref29
ref8
grainger (ref27) 2003
ref7
ref9
li (ref15) 0
ref4
ref3
ref6
ref5
wood (ref2) 1996
yang (ref24) 2015
References_xml – ident: ref23
  doi: 10.1109/TSMC.2014.2332306
– ident: ref20
  doi: 10.1109/TSMC.2016.2531649
– start-page: 1
  year: 2015
  ident: ref24
  article-title: Impacts of time delays on distributed algorithms for economic dispatch
  publication-title: Proc IEEE Power Energy Soc Gen Meeting
– ident: ref18
  doi: 10.1109/TFUZZ.2018.2849701
– ident: ref12
  doi: 10.1109/TIE.2016.2615037
– ident: ref16
  doi: 10.1109/TII.2013.2287807
– year: 1996
  ident: ref2
  publication-title: Power Generation Operation and Control
– ident: ref1
  doi: 10.1109/TPAS.1984.318445
– ident: ref25
  doi: 10.1109/TPWRS.2017.2702179
– ident: ref11
  doi: 10.1109/TPWRS.2013.2271640
– ident: ref28
  doi: 10.1007/978-1-4612-0039-0
– ident: ref19
  doi: 10.1109/TIA.2017.2733457
– ident: ref6
  doi: 10.1109/TII.2016.2569584
– ident: ref17
  doi: 10.1109/TSG.2017.2756041
– ident: ref5
  doi: 10.1109/TSG.2015.2437795
– year: 2003
  ident: ref27
  publication-title: Power System Analysis
– ident: ref21
  doi: 10.1109/TSG.2016.2524688
– ident: ref14
  doi: 10.1109/TSG.2016.2516017
– ident: ref26
  doi: 10.1016/j.automatica.2015.03.001
– ident: ref3
  doi: 10.1016/S0378-7796(00)00097-3
– ident: ref29
  doi: 10.1137/1.9781611970777
– ident: ref8
  doi: 10.1109/TSMC.2016.2623634
– ident: ref10
  doi: 10.1109/TPWRS.2012.2188912
– ident: ref7
  doi: 10.1109/TIE.2014.2311405
– ident: ref4
  doi: 10.1016/S0142-0615(01)00007-2
– ident: ref13
  doi: 10.1109/TPWRS.2014.2299436
– ident: ref22
  doi: 10.1109/TAC.2004.841935
– year: 0
  ident: ref15
  article-title: Event-triggered based distributed cooperative energy management for multi-energy systems
  publication-title: IEEE Trans Ind Informat
– ident: ref9
  doi: 10.1007/s00521-018-3798-1
SSID ssj0001286306
Score 2.5195763
Snippet This paper investigates the economic dispatch problem of microgrids in a distributed fashion. To address this issue, a delay-free-based distributed algorithm...
SourceID proquest
crossref
ieee
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1634
SubjectTerms Algorithms
Communication delays
Computer simulation
Delays
distributed algorithm
Distributed algorithms
economic dispatch (ED)
Economics
Electric power grids
Generators
Microgrids
multiagent systems
Optimization
Power dispatch
Robustness (mathematics)
Sparse matrices
Title Distributed Optimal Economic Dispatch for Microgrids Considering Communication Delays
URI https://ieeexplore.ieee.org/document/8666177
https://www.proquest.com/docview/2261885746
Volume 49
WOSCitedRecordID wos000476789700009&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVIEE
  databaseName: IEEE/IET Electronic Library
  customDbUrl:
  eissn: 2168-2232
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0001286306
  issn: 2168-2216
  databaseCode: RIE
  dateStart: 20130101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LS8QwEB50EdSDb3F9kYMnsdo0TdMcZVfx4gPcBW8l7Ux0QVfZroL_3qTbLiuK4KUUOhNKvmQySWbmAzhKUeZkFAVk3AiObc6DHCMZSE1WxFK4JcpWZBPq5iZ9eNB3c3AyzYUhoir4jE79a3WXj6_Fuz8qO0udr82Vmod5pdQkV2vmPCVNREWlGfHEge-e9SUmD_VZ7_664-O49GmkfbHs6NsyVPGq_DDG1Qpzufq_f1uDldqTZOcT6NdhjoYbsNgkGpcbsDxTa3AT-l1fItezWxGyW2coXpxyI83cxzdnlJ-Y82HZtQ_SexwNsGQNn6drgn3LJWFdejaf5Rb0Ly96naug5lQICiH1OHDuaSFliqEshLLabS6MQMmtkMZ5bkrmwiBFFk2sFOeIQkkkq8MEIz9BUWxDa_g6pB1gaZJ7C6GiwqoYLRnixqDJfWOYo2xD2HRxVtQFxz3vxXNWbTxCnXlUMo9KVqPShuOpytuk2sZfwpsehqlgjUAb9hscs3o-lplzMnmaShUnu79r7cGSb3sS2rcPrfHonQ5gofgYD8rRYTXUvgCE8NH0
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3fT9swED4xhgR7YOPHREcBP-wJLSWO4zh-nMoqELSbRJF4i5zcGZBYWzVl0v772WlStRpC4iWKlDsnymefz_bdfQBfU5Q5GUUBGdeDY5vzIMdIBlKTFbEUboqyFdmEGgzSuzv9aw2-LXJhiKgKPqOOv63O8nFcPPutsrPU-dpcqXfwXsZxxOfZWks7KmkiKjLNiCcOfnetjzF5qM-GN_2uj-TSnUj7ctnRykRUMav8Z46rOab38W1f9wm2a1-SfZ-DvwNrNNqFzSbVuNyFD0vVBvfg9twXyfX8VoTspzMVv51yI83cw4kzyw_MebGs78P07qePWLKG0dM1wVaySdg5PZm_5T7c9n4MuxdBzaoQFELqWeAc1ELKFENZCGW1W14YgZJbIY3z3ZTMhUGKLJpYKc4RhZJIVocJRn6IovgM66PxiA6ApUnubYSKCqtitGSIG4Mm941hjrIFYfOLs6IuOe6ZL56yaukR6syjknlUshqVFpwuVCbzehuvCe95GBaCNQItaDc4ZvWILDPnZvI0lSpOvrysdQKbF8P-dXZ9Obg6hC3_nnmgXxvWZ9NnOoKN4s_ssZweV93uH5is1Ts
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=Distributed+Optimal+Economic+Dispatch+for+Microgrids+Considering+Communication+Delays&rft.jtitle=IEEE+transactions+on+systems%2C+man%2C+and+cybernetics.+Systems&rft.au=Huang%2C+Bonan&rft.au=Liu%2C+Lining&rft.au=Zhang%2C+Huaguang&rft.au=Li%2C+Yushuai&rft.date=2019-08-01&rft.pub=The+Institute+of+Electrical+and+Electronics+Engineers%2C+Inc.+%28IEEE%29&rft.issn=2168-2216&rft.eissn=2168-2232&rft.volume=49&rft.issue=8&rft.spage=1634&rft_id=info:doi/10.1109%2FTSMC.2019.2900722&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2168-2216&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2168-2216&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2168-2216&client=summon