An integrated controller for stabilizing an inverted pendulum: LQR and Fuzzy Logic Control with Observer-Based State Estimation

This paper addresses the challenging control problem of stabilizing an inverted pendulum on a cart. The inherent nonlinearity, instability, and under actuation of the system pose significant difficulties in achieving simultaneous pendulum stabilization and cart movement. To overcome these challenges...

Full description

Saved in:
Bibliographic Details
Published inJournal of Applied Science and Engineering Vol. 27; no. 5; pp. 2423 - 2432
Main Authors Thi-Van-Anh Nguyen, Ngoc-Hiep Tran
Format Journal Article
LanguageEnglish
Published Tamkang University Press 01.02.2024
Subjects
Online AccessGet full text

Cover

Loading…
Abstract This paper addresses the challenging control problem of stabilizing an inverted pendulum on a cart. The inherent nonlinearity, instability, and under actuation of the system pose significant difficulties in achieving simultaneous pendulum stabilization and cart movement. To overcome these challenges, we propose an integrated approach that combines Linear Quadratic Regulator (LQR) and fuzzy logic control methods. This integrated control strategy effectively stabilizes the pendulum and controls the cart’s position. Notably, the integrated control outperforms the LQR control in terms of convergence speed. Furthermore, we explore the use of observers for state estimation, specifically the high-order integral-chain differentiator and the extended state observer, to accurately estimate pendulum angular velocity. Simulation results, along with detailed discussions, are presented to validate the accuracy and effectiveness of the proposed control methods and observers.
AbstractList This paper addresses the challenging control problem of stabilizing an inverted pendulum on a cart. The inherent nonlinearity, instability, and under actuation of the system pose significant difficulties in achieving simultaneous pendulum stabilization and cart movement. To overcome these challenges, we propose an integrated approach that combines Linear Quadratic Regulator (LQR) and fuzzy logic control methods. This integrated control strategy effectively stabilizes the pendulum and controls the cart’s position. Notably, the integrated control outperforms the LQR control in terms of convergence speed. Furthermore, we explore the use of observers for state estimation, specifically the high-order integral-chain differentiator and the extended state observer, to accurately estimate pendulum angular velocity. Simulation results, along with detailed discussions, are presented to validate the accuracy and effectiveness of the proposed control methods and observers.
Author Thi-Van-Anh Nguyen
Ngoc-Hiep Tran
Author_xml – sequence: 1
  fullname: Thi-Van-Anh Nguyen
  organization: School of Electrical and Electronic Engineering, Hanoi University of Science and Technology
– sequence: 2
  fullname: Ngoc-Hiep Tran
  organization: School of Electrical and Electronic Engineering, Hanoi University of Science and Technology
BookMark eNo9UMlOwzAQtVCRKKXfgI9wSPESxwm3UrVQKVLFdo68JbhK48pxQe2FX8eliNPMvHnLaC7BoHOdAeAao0mGc3S3Fr2ZEERSxCrCbxC7nSCEsjMwJBzlSVFwNvjvM34Bxn1vJWKIU0oLMgTf0w7aLpjGi2A0VK4L3rWt8bB2HvZBSNvag-0aKI7ET-OPtK3p9K7dbe5h-fwSNxoudofDHpausQrOTibwy4YPuJK98VGWPMRTNXwNMQfO-2A3IljXXYHzWrS9Gf_VEXhfzN9mT0m5elzOpmWiCcEhqfPUIIm5lEQpTLHAlGWC6KwgUqqaMMa50Zqq2giBsciRymukSZHylNYopyOwPPlqJ9bV1sd4v6-csNUv4HxTCR-sak2VFjKXqOYKR3EuszjR-ECZCcZTJij9Acf5dG0
ContentType Journal Article
DBID DOA
DOI 10.6180/jase.202405_27(05).0006
DatabaseName DOAJ Directory of Open Access Journals
DatabaseTitleList
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2708-9975
EndPage 2432
ExternalDocumentID oai_doaj_org_article_49b8b0f7c14748b6b8b3708b6a5745a3
GroupedDBID AAFWJ
AFPKN
ALMA_UNASSIGNED_HOLDINGS
GROUPED_DOAJ
ID FETCH-LOGICAL-d221t-f84e0b17bb2cc131a1356a2d692bbcf25577edd3cfeaa11a80c8f0d294743f083
IEDL.DBID DOA
ISSN 2708-9967
IngestDate Wed Aug 27 01:24:14 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 5
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-d221t-f84e0b17bb2cc131a1356a2d692bbcf25577edd3cfeaa11a80c8f0d294743f083
OpenAccessLink https://doaj.org/article/49b8b0f7c14748b6b8b3708b6a5745a3
PageCount 10
ParticipantIDs doaj_primary_oai_doaj_org_article_49b8b0f7c14748b6b8b3708b6a5745a3
PublicationCentury 2000
PublicationDate 2024-02-01
PublicationDateYYYYMMDD 2024-02-01
PublicationDate_xml – month: 02
  year: 2024
  text: 2024-02-01
  day: 01
PublicationDecade 2020
PublicationTitle Journal of Applied Science and Engineering
PublicationYear 2024
Publisher Tamkang University Press
Publisher_xml – name: Tamkang University Press
SSID ssib050733392
ssib053285227
ssj0002909514
Score 2.260159
Snippet This paper addresses the challenging control problem of stabilizing an inverted pendulum on a cart. The inherent nonlinearity, instability, and under actuation...
SourceID doaj
SourceType Open Website
StartPage 2423
SubjectTerms extended state observer
fuzzy logic control
high-order integral-chain differentiator
inverted pendulum
linear quadratic regulator
Title An integrated controller for stabilizing an inverted pendulum: LQR and Fuzzy Logic Control with Observer-Based State Estimation
URI https://doaj.org/article/49b8b0f7c14748b6b8b3708b6a5745a3
Volume 27
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV07T8MwELYQEwyIp3jLAwMMEfE7YWurVhWiIBCVukV27AwIBVS1Ax3gr3MXR6VMLCxRHo5l-XNyn8_n7wi5AKMAtNgBc2NMJ7LS8El5ZxNmZe482PSswt3Io3s9HMvbiZqspPrCmLAoDxw77hpeyVxamZJJIzOn4UqYFE6sMlLZRucTbN7KZApGksJUhOJnvVAJngHRMEvvC8-RWuCSM4fKEiD9JgZ_adz6_AIGBKaOYOxUwc1lqq5Q5vC3rH9jfwbbZKsljrQTG7xD1kK9SzZX5AT3yFenpkv5B0_bKPTXMKXATCnQQAyEXUBRarEgZmKGYpgEF12AN_Tu8QmeeDqYLxYfFLMwl7QXK6Hor6UPDn24YZp0oemeNkSV9uEnEfc_7pPxoP_cGyZtgoXEc85mSZXJkDpmnONlyQSzTChtudc5d66sYLZhTPBelFWwljGbpWVWpZ7nAIWogLwdkPX6rQ6HhMrcB-uMzYVwAJnOg3fMA27SBvglqCPSxb4r3qOGRoGq1s0NwLposS7-wvr4Pyo5IRsIbYy8PiXrs-k8nAGxmLnzZgzBcfTZ_wZKkciA
linkProvider Directory of Open Access Journals
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=An+integrated+controller+for+stabilizing+an+inverted+pendulum%3A+LQR+and+Fuzzy+Logic+Control+with+Observer-Based+State+Estimation&rft.jtitle=Journal+of+Applied+Science+and+Engineering&rft.au=Thi-Van-Anh+Nguyen&rft.au=Ngoc-Hiep+Tran&rft.date=2024-02-01&rft.pub=Tamkang+University+Press&rft.issn=2708-9967&rft.eissn=2708-9975&rft.volume=27&rft.issue=5&rft.spage=2423&rft.epage=2432&rft_id=info:doi/10.6180%2Fjase.202405_27%2805%29.0006&rft.externalDBID=DOA&rft.externalDocID=oai_doaj_org_article_49b8b0f7c14748b6b8b3708b6a5745a3
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2708-9967&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2708-9967&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2708-9967&client=summon