Adaptive Model-Free Deadbeat Predictive Current Control for Linear Permanent Magnet Synchronous Motor Based on Immune Algorithm

The model free deadbeat predictive current control (MFDPCC) for linear permanent magnet synchronous motor (LPMSM) drive system is emerging as a promising method due to its straightforward structure and strong parameter robustness. However, the conventional MFDPCC controller with the fixed gain leads...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on power electronics Jg. 40; H. 9; S. 12257 - 12267
Hauptverfasser: Zhang, Yanqing, Yuan, Hongtao, Yin, Zhonggang, Bai, Cong
Format: Journal Article
Sprache:Englisch
Veröffentlicht: IEEE 01.09.2025
Schlagworte:
ISSN:0885-8993, 1941-0107
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract The model free deadbeat predictive current control (MFDPCC) for linear permanent magnet synchronous motor (LPMSM) drive system is emerging as a promising method due to its straightforward structure and strong parameter robustness. However, the conventional MFDPCC controller with the fixed gain leads to a contradiction between the dynamic and steady-state performance. To overcome this limitation, an adaptive MFDPCC based on immune algorithm is proposed in this article. First, the impact of the parameters mismatch on traditional DPCC is analyzed. Then, an ultralocal model, known as a typical branch of model free control, is developed to replace the conventional LPMSM model. For the ultralocal model with a typical fixed gain, the control performance is analyzed in detail, and it points out that there exits the contradiction between the dynamic and steady-state performance. Thus, to effectively balance the conflict, the immune algorithm is introduced to optimize the fixed parameter adaptively. Finally, the experimental test is carried out on a 0.9-kW LPMSM test bench, and the experimental results verify the effectiveness of the proposed method.
AbstractList The model free deadbeat predictive current control (MFDPCC) for linear permanent magnet synchronous motor (LPMSM) drive system is emerging as a promising method due to its straightforward structure and strong parameter robustness. However, the conventional MFDPCC controller with the fixed gain leads to a contradiction between the dynamic and steady-state performance. To overcome this limitation, an adaptive MFDPCC based on immune algorithm is proposed in this article. First, the impact of the parameters mismatch on traditional DPCC is analyzed. Then, an ultralocal model, known as a typical branch of model free control, is developed to replace the conventional LPMSM model. For the ultralocal model with a typical fixed gain, the control performance is analyzed in detail, and it points out that there exits the contradiction between the dynamic and steady-state performance. Thus, to effectively balance the conflict, the immune algorithm is introduced to optimize the fixed parameter adaptively. Finally, the experimental test is carried out on a 0.9-kW LPMSM test bench, and the experimental results verify the effectiveness of the proposed method.
Author Yuan, Hongtao
Yin, Zhonggang
Bai, Cong
Zhang, Yanqing
Author_xml – sequence: 1
  givenname: Yanqing
  orcidid: 0000-0001-9030-5876
  surname: Zhang
  fullname: Zhang, Yanqing
  email: zhangyanqing@xaut.edu.cn
  organization: School of Electrical Engineering, Xi'an University of Technology, Xi'an, China
– sequence: 2
  givenname: Hongtao
  surname: Yuan
  fullname: Yuan, Hongtao
  email: 2221921141@stu.xaut.edu.cn
  organization: School of Electrical Engineering, Xi'an University of Technology, Xi'an, China
– sequence: 3
  givenname: Zhonggang
  orcidid: 0000-0001-8578-821X
  surname: Yin
  fullname: Yin, Zhonggang
  email: zhgyin@xaut.edu.cn
  organization: School of Electrical Engineering, Xi'an University of Technology, Xi'an, China
– sequence: 4
  givenname: Cong
  orcidid: 0000-0001-5650-3625
  surname: Bai
  fullname: Bai, Cong
  email: baicong@xaut.edu.cn
  organization: School of Electrical Engineering, Xi'an University of Technology, Xi'an, China
BookMark eNpNkNFOwjAUhhuDiYA-gIkXfYFhT7vS9RInKMmIJOL1UtczmGEt6YYJV766m3Dh1cnJ__3_xTciA-cdEnIPbALA9ONmPc8mnHE5EXIqeKyuyBB0DBEDpgZkyJJERonW4oaMmuaLMYglgyH5mVlzaKtvpCtvcR8tAiJ9RmM_0bR0HdBWxV-cHkNA19LUuzb4PS19oFnl0AS6xlAb14crs3XY0veTK3bBO39sutm2I59Mg5Z6R5d1fXRIZ_utD1W7q2_JdWn2Dd5d7ph8LOab9DXK3l6W6SyLCs5ZGwkN2iohC2s5FqXqfiPLpEQFCqQUyOMECjstEg2qozhDiQZKA4oLzZkYEzjvFsE3TcAyP4SqNuGUA8t7g3lvMO8N5heDXefh3KkQ8R-vlVBaiF-zlXBt
CODEN ITPEE8
Cites_doi 10.1109/TPEL.2023.3280013
10.1109/TIE.2020.2970660
10.1109/TPEL.2022.3141375
10.1109/TIE.2015.2443096
10.1109/TPEL.2023.3306157
10.1109/TIE.2024.3503614
10.1109/TPEL.2020.3000896
10.1109/TTE.2024.3471771
10.1109/TIA.2011.2155010
10.1109/TPEL.2024.3476118
10.1109/TIA.2024.3401097
10.1109/TPEL.2016.2602853
10.1109/TTE.2023.3296700
10.1109/TIE.2015.2512222
10.1109/TIE.2022.3179550
10.1109/TPEL.2023.3235359
10.1109/TPEL.2024.3482437
10.1109/TII.2017.2759812
10.1002/etep.377
10.1109/TPEL.2014.2347974
10.1109/TIE.2024.3379667
10.1109/TIE.2022.3196367
10.1109/TPEL.2024.3395691
10.1109/TEC.2021.3051212
10.1109/TTE.2024.3392907
10.1109/TIE.2017.2668995
10.1109/TPEL.2024.3357854
10.1109/JESTPE.2022.3192883
10.1109/TPEL.2024.3443134
10.1109/TPEL.2017.2694019
10.1109/TTE.2023.3299629
10.1109/TTE.2024.3467161
10.1109/TTE.2023.3309993
10.1109/TIE.2022.3212371
10.1109/TIE.2024.3390711
ContentType Journal Article
DBID 97E
RIA
RIE
AAYXX
CITATION
DOI 10.1109/TPEL.2025.3563247
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005-present
IEEE All-Society Periodicals Package (ASPP) 1998-Present
IEEE Electronic Library (IEL)
CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE/IET Electronic Library (IEL) (UW System Shared)
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1941-0107
EndPage 12267
ExternalDocumentID 10_1109_TPEL_2025_3563247
10973793
Genre orig-research
GrantInformation_xml – fundername: National Natural Science Foundation of China
  grantid: 52107206; 52177194; 52407221
  funderid: 10.13039/501100001809
– fundername: China Postdoctoral Science Foundation
  grantid: 2020M683524
  funderid: 10.13039/501100002858
– fundername: Nature Science Basic Research Plan in Shaanxi Province
  grantid: 2024JC-YBQN-0510
GroupedDBID -~X
0R~
29I
3EH
4.4
5GY
5VS
6IK
97E
AAJGR
AASAJ
AAWTH
ABAZT
ABFSI
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
ACKIV
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BKOMP
BPEOZ
CS3
DU5
E.L
EBS
EJD
HZ~
H~9
ICLAB
IFIPE
IFJZH
IPLJI
JAVBF
LAI
M43
MS~
O9-
OCL
P2P
PQQKQ
RIA
RIE
RNS
RXW
TAE
TAF
TN5
VH1
VJK
AAYXX
CITATION
ID FETCH-LOGICAL-c220t-3919d735cdd2ecf7391a5f8fe7171553e2481cd6c89175cd20e5ea1fa17239203
IEDL.DBID RIE
ISICitedReferencesCount 1
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001515646800015&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0885-8993
IngestDate Sat Nov 29 06:50:59 EST 2025
Wed Nov 19 08:27:07 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 9
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-c220t-3919d735cdd2ecf7391a5f8fe7171553e2481cd6c89175cd20e5ea1fa17239203
ORCID 0000-0001-5650-3625
0000-0001-8578-821X
0000-0001-9030-5876
PageCount 11
ParticipantIDs ieee_primary_10973793
crossref_primary_10_1109_TPEL_2025_3563247
PublicationCentury 2000
PublicationDate 2025-09-01
PublicationDateYYYYMMDD 2025-09-01
PublicationDate_xml – month: 09
  year: 2025
  text: 2025-09-01
  day: 01
PublicationDecade 2020
PublicationTitle IEEE transactions on power electronics
PublicationTitleAbbrev TPEL
PublicationYear 2025
Publisher IEEE
Publisher_xml – name: IEEE
References ref13
ref35
ref12
ref34
ref15
ref14
ref31
ref30
ref11
ref33
ref10
ref32
ref2
ref1
ref17
ref16
ref19
ref18
ref24
ref23
ref26
ref25
ref20
ref22
ref21
ref28
ref27
ref29
ref8
ref7
ref9
ref4
ref3
ref6
ref5
References_xml – ident: ref24
  doi: 10.1109/TPEL.2023.3280013
– ident: ref26
  doi: 10.1109/TIE.2020.2970660
– ident: ref34
  doi: 10.1109/TPEL.2022.3141375
– ident: ref2
  doi: 10.1109/TIE.2015.2443096
– ident: ref21
  doi: 10.1109/TPEL.2023.3306157
– ident: ref20
  doi: 10.1109/TIE.2024.3503614
– ident: ref16
  doi: 10.1109/TPEL.2020.3000896
– ident: ref1
  doi: 10.1109/TTE.2024.3471771
– ident: ref17
  doi: 10.1109/TIA.2011.2155010
– ident: ref31
  doi: 10.1109/TPEL.2024.3476118
– ident: ref27
  doi: 10.1109/TIA.2024.3401097
– ident: ref18
  doi: 10.1109/TPEL.2016.2602853
– ident: ref15
  doi: 10.1109/TTE.2023.3296700
– ident: ref30
  doi: 10.1109/TIE.2015.2512222
– ident: ref19
  doi: 10.1109/TIE.2022.3179550
– ident: ref8
  doi: 10.1109/TPEL.2023.3235359
– ident: ref3
  doi: 10.1109/TPEL.2024.3482437
– ident: ref12
  doi: 10.1109/TII.2017.2759812
– ident: ref33
  doi: 10.1002/etep.377
– ident: ref32
  doi: 10.1109/TPEL.2014.2347974
– ident: ref29
  doi: 10.1109/TIE.2024.3379667
– ident: ref22
  doi: 10.1109/TIE.2022.3196367
– ident: ref5
  doi: 10.1109/TPEL.2024.3395691
– ident: ref13
  doi: 10.1109/TEC.2021.3051212
– ident: ref11
  doi: 10.1109/TTE.2024.3392907
– ident: ref14
  doi: 10.1109/TIE.2017.2668995
– ident: ref28
  doi: 10.1109/TPEL.2024.3357854
– ident: ref23
  doi: 10.1109/JESTPE.2022.3192883
– ident: ref35
  doi: 10.1109/TPEL.2024.3443134
– ident: ref10
  doi: 10.1109/TPEL.2017.2694019
– ident: ref25
  doi: 10.1109/TTE.2023.3299629
– ident: ref6
  doi: 10.1109/TTE.2024.3467161
– ident: ref9
  doi: 10.1109/TTE.2023.3309993
– ident: ref7
  doi: 10.1109/TIE.2022.3212371
– ident: ref4
  doi: 10.1109/TIE.2024.3390711
SSID ssj0014501
Score 2.489251
Snippet The model free deadbeat predictive current control (MFDPCC) for linear permanent magnet synchronous motor (LPMSM) drive system is emerging as a promising...
SourceID crossref
ieee
SourceType Index Database
Publisher
StartPage 12257
SubjectTerms Adaptation models
Computational modeling
Current control
Deadbeat predictive current control (DPCC)
immune algorithm (IA)
linear permanent magnet synchronous motor (LPMSM)
Mathematical models
model free control (MFC)
Parameter estimation
Permanent magnet motors
Prediction algorithms
Predictive models
Stators
Steady-state
Title Adaptive Model-Free Deadbeat Predictive Current Control for Linear Permanent Magnet Synchronous Motor Based on Immune Algorithm
URI https://ieeexplore.ieee.org/document/10973793
Volume 40
WOSCitedRecordID wos001515646800015&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 (IEL) (UW System Shared)
  customDbUrl:
  eissn: 1941-0107
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0014501
  issn: 0885-8993
  databaseCode: RIE
  dateStart: 19860101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV07T8QwDI7gxAADb8TxUgYmpEAvTZp2PB4nkACdBEhsVZu4gAQtKj0kJv46dlrQMTCwtU1SVbZr-4tjm7F9yIOCij4Lo4JYKGUDkevAiVgRGJEmyvLCN5sw19fx_X0y7pLVfS4MAPjDZ3BIlz6W7yo7oa2yI4qWhihQs2zWmKhN1voJGSjtex3jX6MFgoiwC2HimqPb8dklQkGpD0NN5cnNLyM01VXFG5XR0j8_Z5ktdt4jH7bsXmEzUK6yhamagmvsc-iyV9JhnNqcPYtRDcBPkZM5al0-rikw44e7ykz8pD2sztF75YhMUfL5mNR1SYNX2UMJDb_5KC1V0a0mb_hahOn8GK2f41XJLyjBBPjw-aGqn5rHl3V2Nzq7PTkXXZcFYaUMGhEmg8SZUFvnJNjC4H2mi7gABHrUVAikigfWRTZGZIezZAAaskGRoeuDzlUQbrBeWZWwybjLZZKhRSTQqSREcRg6FxlQyiWF1brPDr7Jnr62xTRSD0KCJCUepcSjtONRn60TyacmttTe-uP5Npun5e35rx3Wa-oJ7LI5-948vdV7Xla-ACvVvZo
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3dT9swELdYmTT2AGwDwRjMD3uaZHD90SSPHaMCrVSV6CTeosS-AFJJqjRF4mn_-u6cbOoe9sBbEjtWdHe5u5_Pd8fYF8hlQUWfRWRkLIxxUuRWehEbAiMqGmR5EZpNRJNJfHubTLtk9ZALAwDh8Bmc0mWI5fvKrWir7IyipRoF6hXbtMYo2aZr_Q0aGBu6HeN_YwXCCN0FMfGts9n0YoxgUNlTbalAefSPGVrrqxLMymjnhR-0y7Y7_5EPW4a_YxtQvmdv16oKfmC_hj5bkBbj1OhsLkY1AP-OvMxR7_JpTaGZMNzVZuLn7XF1jv4rR2yKss-npLBLGrzO7kpo-M1z6aiObrVa4rII1Pk3tH-eVyW_ohQT4MP5XVU_NPePe-zn6GJ2fim6PgvCKSUboZN-4iNtnfcKXBHhfWaLuACEetRWCJSJ-84PXIzYDmcpCRayfpGh84PuldT7rFdWJRww7nOVZGgTCXYaBYNYa-8HERjjk8JZe8i-_iF7umjLaaQBhsgkJR6lxKO049Eh2yOSr01sqf3xP88_szeXs-txOr6a_DhiW7RUexrsE-s19QqO2Wv31Dws65MgN78BNA_A4Q
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=Adaptive+Model-Free+Deadbeat+Predictive+Current+Control+for+Linear+Permanent+Magnet+Synchronous+Motor+Based+on+Immune+Algorithm&rft.jtitle=IEEE+transactions+on+power+electronics&rft.au=Zhang%2C+Yanqing&rft.au=Yuan%2C+Hongtao&rft.au=Yin%2C+Zhonggang&rft.au=Bai%2C+Cong&rft.date=2025-09-01&rft.issn=0885-8993&rft.eissn=1941-0107&rft.volume=40&rft.issue=9&rft.spage=12257&rft.epage=12267&rft_id=info:doi/10.1109%2FTPEL.2025.3563247&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TPEL_2025_3563247
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0885-8993&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0885-8993&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0885-8993&client=summon