Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor

Conventional model predictive control (MPC) for three-level active neutral point clamped converter (ANPC) utilizes weighting factors to achieve the optimal control of multiple control objectives in a single cost function. However, the selection of these weighting factors has an impact on the perform...

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Main Authors: Xiao, Dan, Akter, Md Parvez, Alam, Kazi, Dutta, Rukmi, Mekhilef, Saad, Rahman, Muhammed Fazlur
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Published: IEEE-Inst Electrical Electronics Engineers Inc 2021
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Online Access:http://eprints.um.edu.my/28190/
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spelling my.um.eprints.281902022-03-05T06:58:27Z http://eprints.um.edu.my/28190/ Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor Xiao, Dan Akter, Md Parvez Alam, Kazi Dutta, Rukmi Mekhilef, Saad Rahman, Muhammed Fazlur T Technology (General) TA Engineering (General). Civil engineering (General) Conventional model predictive control (MPC) for three-level active neutral point clamped converter (ANPC) utilizes weighting factors to achieve the optimal control of multiple control objectives in a single cost function. However, the selection of these weighting factors has an impact on the performance of the controlled objectives significantly. Tuning of weighting factors is usually tedious and lacks theoretical background. Moreover, the predictive and evaluation process for multiple objectives optimization have to be carried out by enumerating all admissible switching states within one loop. To simplify the complexity of this process and eliminate the effect of weighting factors, this paper proposes a cascaded predictive control scheme for a 3L-ANPC inverter fed induction machine (IM) drive. With the proposed approach, three separate cost functions for three control objectives, stator flux vector, neutral point voltage and device loss distribution are evaluated in a cascaded way, so that the optimization of these control objectives is performed independently. A 3L-ANPC inverter driven IM drive is studied in this paper to verify the effectiveness of the proposed algorithm. Experimental results in different operating conditions confirm that the proposed method achieves satisfactory steady-state and transient performances comparable to the conventional predictive control approach. The weighting factors used in the conventional method are eliminated and the computational effort is reduced by 68% compared to the conventional method without any sacrifice in the drive performance. IEEE-Inst Electrical Electronics Engineers Inc 2021-09 Article PeerReviewed Xiao, Dan and Akter, Md Parvez and Alam, Kazi and Dutta, Rukmi and Mekhilef, Saad and Rahman, Muhammed Fazlur (2021) Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor. IEEE Transactions On Energy Conversion, 36 (3). pp. 1797-1807. ISSN 0885-8969, DOI https://doi.org/10.1109/TEC.2021.3065648 <https://doi.org/10.1109/TEC.2021.3065648>. 10.1109/TEC.2021.3065648
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic T Technology (General)
TA Engineering (General). Civil engineering (General)
spellingShingle T Technology (General)
TA Engineering (General). Civil engineering (General)
Xiao, Dan
Akter, Md Parvez
Alam, Kazi
Dutta, Rukmi
Mekhilef, Saad
Rahman, Muhammed Fazlur
Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor
description Conventional model predictive control (MPC) for three-level active neutral point clamped converter (ANPC) utilizes weighting factors to achieve the optimal control of multiple control objectives in a single cost function. However, the selection of these weighting factors has an impact on the performance of the controlled objectives significantly. Tuning of weighting factors is usually tedious and lacks theoretical background. Moreover, the predictive and evaluation process for multiple objectives optimization have to be carried out by enumerating all admissible switching states within one loop. To simplify the complexity of this process and eliminate the effect of weighting factors, this paper proposes a cascaded predictive control scheme for a 3L-ANPC inverter fed induction machine (IM) drive. With the proposed approach, three separate cost functions for three control objectives, stator flux vector, neutral point voltage and device loss distribution are evaluated in a cascaded way, so that the optimization of these control objectives is performed independently. A 3L-ANPC inverter driven IM drive is studied in this paper to verify the effectiveness of the proposed algorithm. Experimental results in different operating conditions confirm that the proposed method achieves satisfactory steady-state and transient performances comparable to the conventional predictive control approach. The weighting factors used in the conventional method are eliminated and the computational effort is reduced by 68% compared to the conventional method without any sacrifice in the drive performance.
format Article
author Xiao, Dan
Akter, Md Parvez
Alam, Kazi
Dutta, Rukmi
Mekhilef, Saad
Rahman, Muhammed Fazlur
author_facet Xiao, Dan
Akter, Md Parvez
Alam, Kazi
Dutta, Rukmi
Mekhilef, Saad
Rahman, Muhammed Fazlur
author_sort Xiao, Dan
title Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor
title_short Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor
title_full Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor
title_fullStr Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor
title_full_unstemmed Cascaded predictive flux control for a 3-L active NPC Fed IM drives without weighting factor
title_sort cascaded predictive flux control for a 3-l active npc fed im drives without weighting factor
publisher IEEE-Inst Electrical Electronics Engineers Inc
publishDate 2021
url http://eprints.um.edu.my/28190/
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score 13.214268