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Adaptive fuzzy sliding mode controller for a single-stage inverted pendulum

International Journal of Advances in Applied Sciences · Vol. 11 No. 4 (2022) · hlm. 324–334

DOI
10.11591/ijaas.v11.i4.pp324-334
ISSN
2722-2594, 2252-8814
Terbit
2022-12-01
Penerbit
Institute of Advanced Engineering and Science
Bahasa
eng
Lisensi
creativecommons.org/licenses/by-sa/4.0

Abstrak

Sliding mode controller (SMC) has become a popular traditional control method in industries due to the most effective control strategies employing nonlinear control and the ability to reject disturbances, particularly for line trajectory control. However, this control method has chattering problems due to high-frequency switching. To cope with the shortcoming, an artificial intelligence (AI) method is utilized in the traditional SMC to eliminate or reduce this chattering problem. This paper investigates an adaptive fuzzy logic system combined with SMC algorithm to alleviate the problem. Fuzzy logic is chosen due to its advantages in tackling nonlinear properties using if-then thinking, whereas SMC method can be applied due to its ability to reject disturbance control. The inverted pendulum is selected as a controlled object and simulated using MATLAB/Simulink to investigate this control method. By combining the fuzzy logic system and the SMC approach, the chattering problems can be adaptively reduced on the line trajectory tracking signal. The adaptive fuzzy SMC achieved better performance with fast response compared with previous literature algorithms for similar plants.

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  • University of Science and Technology of Southern Philippines
  • Yogyakarta State University
  • Universitas Islam Negeri Kiai Ageng Muhammad Besari Ponorogo
  • Mindanao State University – Iligan Institute of Technology
  • Universitas Negeri Padang
  • National Research and Innovation Agency
  • Southern Taiwan University of Science and Technology
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Rekan penulisOrganisasiArtikel bersama
Anggun WinursitoYogyakarta State University3
Fatchul ArifinYogyakarta State University2
Aris NasuhaYogyakarta State University2
Eko MarpanajiYogyakarta State University2
Miftahul HudaUniversitas Islam Negeri Kiai Ageng Muhammad Besari Ponorogo1
Kathleen Ebora PadrigalanUniversity of Science and Technology of Southern Philippines1
Helen Grace GonzalesUniversity of Science and Technology of Southern Philippines1
Ruvel J. CuasitoUniversity of Science and Technology of Southern Philippines1
Marjun S. SequeraUniversity of Science and Technology of Southern Philippines1
Camilo Jose S. SalvañaUniversity of Science and Technology of Southern Philippines1
Troadio M. BarbosaUniversity of Science and Technology of Southern Philippines1
Dominic Olango CagadasUniversity of Science and Technology of Southern Philippines1
Romano A. PimentelUniversity of Science and Technology of Southern Philippines1
Dexter L. DuatUniversity of Science and Technology of Southern Philippines1
Christine Marie J. MadridUniversity of Science and Technology of Southern Philippines1
Geovani PabilonaUniversity of Science and Technology of Southern Philippines1
Rozano A. PimentelUniversity of Science and Technology of Southern Philippines1
Justine Clarenz L. AuxilioUniversity of Science and Technology of Southern Philippines1
Jerry B. HalibasMindanao State University – Iligan Institute of Technology1
Ellen Jane G. GulbenUniversity of Science and Technology of Southern Philippines1
Daxter William L. GulbenUniversity of Science and Technology of Southern Philippines1
Cran Leigh Mae A. SalamancaUniversity of Science and Technology of Southern Philippines1
John Huss E. TongcoUniversity of Science and Technology of Southern Philippines1
Maria Teresa M. FajardoUniversity of Science and Technology of Southern Philippines1
Dwi Sudarno PutraUniversitas Negeri Padang1
SupraptoYogyakarta State University1
Febrianto Amri RistadiYogyakarta State University1
Iwan Nofi Yono PutroNational Research and Innovation Agency1
Ming‐Shyan WangSouthern Taiwan University of Science and Technology1
Sunaryo SoenartoYogyakarta State University1
Priyanto PriyantoState University of Semarang1
Sudji MunadiYogyakarta State University1
Pardjono PardjonoYogyakarta State University1
Mochamad Bruri TriyonoYogyakarta State University1
Dwi RahdiyantaYogyakarta State University1
Apri NuryantoYogyakarta State University1
Muhammad IndraYogyakarta State University1

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Sumber metadata: OAI-PMH (metadata jurnal) http://ijaas.iaescore.com/index.php/IJAAS/oai, pertama di-harvest 8 Nov 2026, terakhir terlihat 8 Nov 2026.
Metadata asli (oai_dc)
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	<dc:title xml:lang="en-US">Adaptive fuzzy sliding mode controller for a single-stage inverted pendulum</dc:title>
	<dc:creator>Suprapto, Suprapto</dc:creator>
	<dc:creator>Zakarijah, Masduki</dc:creator>
	<dc:creator>Muslikhin, Muslikhin</dc:creator>
	<dc:description xml:lang="en-US">Sliding mode controller (SMC) has become a popular traditional control method in industries due to the most effective control strategies employing nonlinear control and the ability to reject disturbances, particularly for line trajectory control. However, this control method has chattering problems due to high-frequency switching. To cope with the shortcoming, an artificial intelligence (AI) method is utilized in the traditional SMC to eliminate or reduce this chattering problem. This paper investigates an adaptive fuzzy logic system combined with SMC algorithm to alleviate the problem. Fuzzy logic is chosen due to its advantages in tackling nonlinear properties using if-then thinking, whereas SMC method can be applied due to its ability to reject disturbance control. The inverted pendulum is selected as a controlled object and simulated using MATLAB/Simulink to investigate this control method. By combining the fuzzy logic system and the SMC approach, the chattering problems can be adaptively reduced on the line trajectory tracking signal. The adaptive fuzzy SMC achieved better performance with fast response compared with previous literature algorithms for similar plants.</dc:description>
	<dc:publisher xml:lang="en-US">Institute of Advanced Engineering and Science</dc:publisher>
	<dc:contributor xml:lang="en-US"></dc:contributor>
	<dc:date>2022-12-01</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:type xml:lang="en-US"></dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:identifier>https://ijaas.iaescore.com/index.php/IJAAS/article/view/20657</dc:identifier>
	<dc:identifier>10.11591/ijaas.v11.i4.pp324-334</dc:identifier>
	<dc:source xml:lang="en-US">International Journal of Advances in Applied Sciences; Vol 11, No 4: December 2022; 324-334</dc:source>
	<dc:source>2722-2594</dc:source>
	<dc:source>2252-8814</dc:source>
	<dc:source>10.11591/ijaas.v11.i4</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://ijaas.iaescore.com/index.php/IJAAS/article/view/20657/13006</dc:relation>
	<dc:rights xml:lang="en-US">Copyright (c) 2022 Institute of Advanced Engineering and Science (IAES)</dc:rights>
	<dc:rights xml:lang="en-US">http://creativecommons.org/licenses/by-sa/4.0</dc:rights>
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