Asynchronous Particle Swarm Optimization-Genetic Algorithm (APSO-GA) Based Selective Harmonic Elimination in a Cascaded H-Bridge Multilevel Inverter

In this article, a hybrid asynchronous particle swarm optimization-genetic algorithm (APSO-GA) is proposed for the removal of unwanted lower order harmonics in the cascaded H-bridge multilevel inverter (MLI). The APSO-GA is applicable to all levels of MLI. In the proposed method, ring topology based...

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Vydáno v:IEEE transactions on industrial electronics (1982) Ročník 69; číslo 2; s. 1477 - 1487
Hlavní autoři: Memon, Mudasir Ahmed, Siddique, Marif Daula, Mekhilef, Saad, Mubin, Marizan
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York IEEE 01.02.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:0278-0046, 1557-9948
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Abstract In this article, a hybrid asynchronous particle swarm optimization-genetic algorithm (APSO-GA) is proposed for the removal of unwanted lower order harmonics in the cascaded H-bridge multilevel inverter (MLI). The APSO-GA is applicable to all levels of MLI. In the proposed method, ring topology based APSO is hybrid with GA. APSO is applied for exploration and GA is used for the exploitation of the best solutions. In this article, optimized switching angles are calculated using APSO-GA for seven-level and nine-level inverter, and results are compared with GA, PSO, APSO, bee algorithm (BA), differential evolution (DE), synchronous PSO, and teaching-learning-based optimization (TLBO). Simulation results show that APSO-GA can easily find feasible solutions particularly when the number of switching angles is high; however, the rest of all stuck at local minima due to less exploration capability. Also, the APSO-GA is less computational complex than GA, BA, TLBO, and DE algorithms. Experimentally, the performance of APSO-GA is validated on a single-phase seven-level inverter.
AbstractList In this article, a hybrid asynchronous particle swarm optimization-genetic algorithm (APSO-GA) is proposed for the removal of unwanted lower order harmonics in the cascaded H-bridge multilevel inverter (MLI). The APSO-GA is applicable to all levels of MLI. In the proposed method, ring topology based APSO is hybrid with GA. APSO is applied for exploration and GA is used for the exploitation of the best solutions. In this article, optimized switching angles are calculated using APSO-GA for seven-level and nine-level inverter, and results are compared with GA, PSO, APSO, bee algorithm (BA), differential evolution (DE), synchronous PSO, and teaching-learning-based optimization (TLBO). Simulation results show that APSO-GA can easily find feasible solutions particularly when the number of switching angles is high; however, the rest of all stuck at local minima due to less exploration capability. Also, the APSO-GA is less computational complex than GA, BA, TLBO, and DE algorithms. Experimentally, the performance of APSO-GA is validated on a single-phase seven-level inverter.
Author Mekhilef, Saad
Mubin, Marizan
Memon, Mudasir Ahmed
Siddique, Marif Daula
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  surname: Memon
  fullname: Memon, Mudasir Ahmed
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  organization: Department of Electronic Engineering, Faculty of Engineering and Technology, University of Sindh, Jamshoro, Pakistan
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  givenname: Marif Daula
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  organization: Power Electronics and Renewable Energy Research Laboratory, Department of Electrical Engineering, University of Malaya, Kuala Lumpur, Malaysia
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  organization: Power Electronics and Renewable Energy Research Laboratory, Department of Electrical Engineering, University of Malaya, Kuala Lumpur, Malaysia
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Cites_doi 10.1109/TIE.2010.2041736
10.1109/TII.2019.2953071
10.1109/TPEL.2003.823207
10.1049/iet-pel.2015.0864
10.1109/TPEL.2011.2166124
10.1109/TII.2018.2790931
10.1109/TII.2018.2799602
10.1109/CPERE45374.2019.8980153
10.1109/TII.2015.2402615
10.1109/TIE.2015.2506626
10.1049/iet-pel.2017.0181
10.1016/j.rser.2017.08.068
10.1049/iet-pel.2014.0482
10.1109/TIA.2019.2957252
10.1109/63.506127
10.1109/TIA.2019.2904923
10.1049/iet-pel.2017.0486
10.1109/LPEL.2005.856713
10.1109/TPEL.2009.2022166
10.1049/iet-pel.2017.0697
10.1109/TPEL.2008.925179
10.1049/iet-pel.2019.0087
10.1109/TIE.2013.2297301
10.1016/j.epsr.2008.03.010
10.1049/iet-pel.2017.0530
10.1109/BRICS-CCI-CBIC.2013.31
10.1109/TII.2018.2883050
10.1049/iet-pel.2014.0209
10.1109/TII.2016.2529589
10.1109/TIE.2019.2901657
10.1109/TPEL.2017.2666847
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References ref13
ref12
ref15
ref14
ref31
ref30
ref11
ref10
ref32
ref2
ref1
ref17
ref16
ref18
ref24
ref23
ref26
ref25
ref20
ref22
ref21
ref28
Carlisle (ref33)
ref27
ref29
ref8
ref7
ref9
ref4
ref3
ref6
ref5
Wetter (ref19)
References_xml – ident: ref21
  doi: 10.1109/TIE.2010.2041736
– ident: ref2
  doi: 10.1109/TII.2019.2953071
– ident: ref5
  doi: 10.1109/TPEL.2003.823207
– ident: ref9
  doi: 10.1049/iet-pel.2015.0864
– ident: ref15
  doi: 10.1109/TPEL.2011.2166124
– ident: ref7
  doi: 10.1109/TII.2018.2790931
– ident: ref18
  doi: 10.1109/TII.2018.2799602
– ident: ref10
  doi: 10.1109/CPERE45374.2019.8980153
– ident: ref17
  doi: 10.1109/TII.2015.2402615
– ident: ref13
  doi: 10.1109/TIE.2015.2506626
– ident: ref24
  doi: 10.1049/iet-pel.2017.0181
– ident: ref1
  doi: 10.1016/j.rser.2017.08.068
– ident: ref16
  doi: 10.1049/iet-pel.2014.0482
– ident: ref31
  doi: 10.1109/TIA.2019.2957252
– ident: ref6
  doi: 10.1109/63.506127
– ident: ref27
  doi: 10.1109/TIA.2019.2904923
– ident: ref3
  doi: 10.1049/iet-pel.2017.0486
– ident: ref11
  doi: 10.1109/LPEL.2005.856713
– volume-title: Proc. Workshop Part. Swarm Optim.
  ident: ref33
  article-title: An off-the-shelf PSO
– ident: ref4
  doi: 10.1109/TPEL.2009.2022166
– ident: ref25
  doi: 10.1049/iet-pel.2017.0697
– ident: ref12
  doi: 10.1109/TPEL.2008.925179
– ident: ref30
  doi: 10.1049/iet-pel.2019.0087
– ident: ref22
  doi: 10.1109/TIE.2013.2297301
– ident: ref20
  doi: 10.1016/j.epsr.2008.03.010
– start-page: 1401
  volume-title: Proc. 8th Int. IBPSA Conf.,
  ident: ref19
  article-title: Comparison of a generalized pattern search and a genetic algorithm optimization method
– ident: ref29
  doi: 10.1049/iet-pel.2017.0530
– ident: ref32
  doi: 10.1109/BRICS-CCI-CBIC.2013.31
– ident: ref26
  doi: 10.1109/TII.2018.2883050
– ident: ref23
  doi: 10.1049/iet-pel.2014.0209
– ident: ref28
  doi: 10.1109/TII.2016.2529589
– ident: ref8
  doi: 10.1109/TIE.2019.2901657
– ident: ref14
  doi: 10.1109/TPEL.2017.2666847
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Snippet In this article, a hybrid asynchronous particle swarm optimization-genetic algorithm (APSO-GA) is proposed for the removal of unwanted lower order harmonics in...
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SubjectTerms Convergence
Evolutionary algorithms
Evolutionary computation
Genetic algorithm (GA)
Genetic algorithms
Harmonic analysis
Harmonics
Inverters
Machine learning
multilevel inverter (MLI)
Multilevel inverters
Optimization
Particle swarm optimization
particle swarm optimization (PSO)
Rings (mathematics)
selective harmonic elimination pulsewidth modulation (SHEPWM)
Switches
Switching
Topology
Title Asynchronous Particle Swarm Optimization-Genetic Algorithm (APSO-GA) Based Selective Harmonic Elimination in a Cascaded H-Bridge Multilevel Inverter
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