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 |
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| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Mudasir Ahmed orcidid: 0000-0002-6695-4128 surname: Memon fullname: Memon, Mudasir Ahmed email: memon.mudasir@usindh.edu.pk organization: Department of Electronic Engineering, Faculty of Engineering and Technology, University of Sindh, Jamshoro, Pakistan – sequence: 2 givenname: Marif Daula orcidid: 0000-0002-0799-500X surname: Siddique fullname: Siddique, Marif Daula email: marifdaula1@gmail.com organization: Department of Electrical Engineering, Qatar University, Doha, Qatar – sequence: 3 givenname: Saad orcidid: 0000-0001-8544-8995 surname: Mekhilef fullname: Mekhilef, Saad email: saad@um.edu.my organization: Power Electronics and Renewable Energy Research Laboratory, Department of Electrical Engineering, University of Malaya, Kuala Lumpur, Malaysia – sequence: 4 givenname: Marizan orcidid: 0000-0001-7565-7822 surname: Mubin fullname: Mubin, Marizan email: marizan@um.edu.my organization: Power Electronics and Renewable Energy Research Laboratory, Department of Electrical Engineering, University of Malaya, Kuala Lumpur, Malaysia |
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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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