Abstract
With the transformation of transmission and distribution grids into smart grids that are more dominated by renewable energy, power electronics-based inverters that can improve power quality are becoming more visible. In order to maximize the output voltage quality and reduce the total harmonic distortion (THD), efficient operation of inverters is required. Therefore, in this paper, the problem of harmonic elimination in multilevel inverters is solved by using an adaptive grey wolf optimizer with local search. We have performed a grid search-based landscape analysis of the seven-level inverter to understand the behaviour of the proposed algorithm. For verification, the numerical results of the proposed adaptive grey wolf optimizer are compared with those of the original grey wolf optimization algorithm, a modified version of the grey wolf optimization algorithm, the particle swarm optimization algorithm, multi-verse optimization algorithm, and salp swarm algorithm. In the simulations, we solved the optimization model for three different structures of multilevel inverters (7, 11, and 15 levels) by changing the modulation indexes. It is found that the adaptive grey wolf optimization provides lower total harmonic distortion for different modulation indexes.
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References
Ceylan O, Liu G, Tomsovic K (2018) Coordinated distribution network control of tap changer transformers, capacitors and PV inverters. Electr Eng 100(2):1133–1146
Wu B, Narimani M (2017) High-power converters and AC drives, 2nd edn. Wiley, Hoboken
Poorfakhraei A, Narimani M, Emadi A (2021) A review of multilevel inverter topologies in electric vehicles: current status and future trends. IEEE Open J Power Electron 2:155–170
Katir H, Abouloifa A, Noussi K, Lachkar I, Giri F (2022) Cascaded h-bridge inverters for ups applications: adaptive backstepping control and formal stability analysis. IEEE Control Syst Lett 6:145–150
Stonier AA, Murugesan S, Samikannu R, Krishnamoorthy V, Subburaj SK, Chinnaraj G, Mani G (2021) Fuzzy logic control for solar PV Fed modular multilevel inverter towards marine water pumping applications. IEEE Access 9:88524–88534
Omer P, Kumar J, Surjan BS (2020) A review on reduced switch count multilevel inverter topologies. IEEE Access 8:22281–22302
Sunddararaj SP, Srinivasarangan Rangarajan S, Subashini N (2020) An extensive review of multilevel inverters based on their multifaceted structural configuration, triggering methods and applications. Electronics 9(3):433
Hossam RM, Hashem GM, Marei MI (2013) Optimized harmonic elimination for cascaded multilevel inverter. In: 2013 48th international universities Power engineering conference (UPEC), pp 1–6
Manai L, Armi F, Besbes M (2020) Optimization-based selective harmonic elimination for capacitor voltages balancing in multilevel inverters considering load power factor. Electr Eng 102(3):1493–1511
Padmanaban Sanjeevikumar, Dhanamjayulu C, Khan Baseem (2021) Artificial neural network and newton Raphson (ANN-NR) algorithm based selective harmonic elimination in cascaded multilevel inverter for PV applications. IEEE Access 9:75058–75070
Son GT, Chung YY, Baek S, Kim HJ, Nam TS, Hur K, Park J (2014) Improved PD-PWM for minimizing harmonics of multilevel converter using gradient optimization. In: 2014 IEEE PES general meeting, conference exposition, pp 1–5
Kumar Jagdish, Das Biswarup, Agarwal Pramod (2009) Harmonic reduction technique for a cascade multilevel inverter. Int J Recent Trends Eng 1:181
Ozpineci B, Tolbert LM, Chiasson JN (2005) Harmonic optimization of multilevel converters using genetic algorithms. IEEE Power Electron Lett 3(3):92–95
Ray RN, Chatterjee D, Goswami SK (2010) A PSO based optimal switching technique for voltage harmonic reduction of multilevel inverter. Expert Syst Appl 37(12):7796–7801
Sudha Letha S, Thakur T, Kumar J (2016) Harmonic elimination in a solar powered cascaded multilevel inverter using genetic algorithm and differential evolution optimization techniques. American Society of Mechanical Engineers Digital Collection, New York
Majidi B, Baghaee HR, Gharehpetian GB, Milimonfared J, Mirsalim M (2008) Harmonic optimization in multi-level inverters using harmony search algorithm. In: 2008 IEEE 2nd international power and energy conference, pp 646–650
Radmanesh H, Kavoosi A (2020) Novel multilevel inverter switching technique based on harmony search algorithm. In: 2020 11th power electronics, drive systems, and technologies conference (PEDSTC), pp 1–6
Dahidah MSA, Konstantinou G, Agelidis VG (2015) A review of multilevel selective harmonic elimination PWM: formulations, solving algorithms, implementation and applications. IEEE Trans Power Electron 30(8):4091–4106
De Leon-Aldaco SE, Calleja H, Aguayo Alquicira J (2015) Metaheuristic optimization methods applied to power converters: a review. IEEE Trans Power Electron 30(12):6791–6803
Memon MA, Siddique MD, Saad M, Mubin M (2021) Asynchronous particle swarm optimization-genetic algorithm (APSO-GA) based selective harmonic elimination in a cascaded h-bridge multilevel inverter. IEEE Trans Ind Electron. https://doi.org/10.1109/TIE.2021.3060645
KumarKar P, Priyadarshi A, BhaskarKaranki S (2019) Selective harmonics elimination using whale optimisation algorithm for a single-phase-modified source switched multilevel inverter. IET Power Electron 12(8):1952–1963
Mirjalili S, Lewis A (2016) The whale optimization algorithm. Adv Eng Softw 95:51–67
Mirjalili S (2015) Moth-flame optimization algorithm: a novel nature-inspired heuristic paradigm. Knowl-Based Syst 89:228–249
Ceylan O (2016) Harmonic elimination of multilevel inverters by moth-flame optimization algorithm. In: 2016 international symposium on industrial electronics (INDEL), pp 1–5
Mirjalili S, Mirjalili SM, Hatamlou A (2016) Multi-verse optimizer: a nature-inspired algorithm for global optimization. Neural Comput Appl 27(2):495–513
Mirjalili S, Gandomi AH, Mirjalili SZ, Saremi S, Faris H, Mirjalili SM (2017) Salp swarm algorithm: a bio-inspired optimizer for engineering design problems. Adv Eng Softw 114:163–191
Ceylan O (2020) Multi-verse optimization algorithm-and Salp swarm optimization algorithm-based optimization of multilevel inverters. Neural Comput Appl 33:1935–1950
Neshat M, Alexander B, Wagner M (2020) A hybrid cooperative co-evolution algorithm framework for optimising power take off and placements of wave energy converters. Inf Sci 534:218–244
Mittal N, Singh U, Sohi BS (2016) Modified grey wolf optimizer for global engineering optimization. Appl Comput Intell Soft Comput. https://doi.org/10.1155/2016/7950348
Khomfoi S, Tolbert L (2011) Multilevel power converters. In: Rashid MH (ed) Power electronics handook; devices, circuits and applications, 3rd edn. Butterworth-Heinemann, Oxford, pp 455–487
Malan KM, Moser I (2019) Constraint handling guided by landscape analysis in combinatorial and continuous search spaces. Evol Comput 27(2):267–289
Mirjalili S, Mirjalili SM, Lewis A (2014) Grey wolf optimizer. Adv Eng Softw 69:46–61
Long W, Liang X, Cai S, Jiao J, Zhang W (2017) A modified augmented Lagrangian with improved grey wolf optimization to constrained optimization problems. Neural Comput Appl 28(1):421-438
Saxena A, Kumar R, Das S (2019) \(\beta \)-chaotic map enabled grey wolf optimizer. Appl Soft Comput 75:84–105
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Ceylan, O., Neshat, M. & Mirjalili, S. Cascaded H-bridge multilevel inverters optimization using adaptive grey wolf optimizer with local search. Electr Eng 106, 1765–1779 (2024). https://doi.org/10.1007/s00202-021-01441-z
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DOI: https://doi.org/10.1007/s00202-021-01441-z