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Analysis of some design choices in model based predictive control of flying-capacitor inverters

Thomas Vyncke UGent, Steven Thielemans UGent, Michiel Jacxsens UGent and Jan Melkebeek UGent (2012) COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING. 31(2). p.619-635
abstract
Purpose - Flying-capacitor multilevel converters (FCC) need a passive or active regulation of the capacitor voltages. Recently the trend is towards active control, often implemented separately from the current control. The advantages of a true multi-variable control sparked the interest to apply Model Based Predictive Control (MBPC) for FCC. In this paper an objective analysis method to evaluate the effects of several design choices is presented. The effects of the weight factor selection, model simplification, and prediction horizon expansion for MBPC of a 3-level FCC are analyzed in a systematical way. Design/methodology/approach - The analysis is mainly based on the mean square error (MSE) of current and capacitor voltage. The results are analysed for different lengths of the prediction horizon and for a wide range of weight factor values. Similarly the effect of a model simplification, neglecting the neutral point voltage, is studied when implementing MBPC for FCCs while considering the computational aspects. Validation of the simulation results is done by experiments on an FPGA-based setup. Findings - Including the effect of the neutral point voltage considerably increases the current control quality and a much wider range of good values for the weight factor exists. As this good range is not critically dependent on the current amplitude it is possible to select one weight factor value for all operating points. Furthermore, it is concluded that increasing the prediction horizon increases the computational load without improving the control quality. Research limitations/implications - The effects of increasing the prediction horizon when including other controlled variables is to be investigated, as well as the robustness to modeling errors. The MSE analysis methodology is very suitable for this further research. Practical implications - For practitioners of MBPC in power electronics the paper proves that by means of simulations and the MSE one value for weight factor can be chosen for all operating points. The paper clearly shows that a practical implementation is feasible and demonstrates that neglecting the neutral point voltage is not good practice. Originality/value - The MSE-based analysis is shown to be a systematical and unbiased methodology to evaluate the effects of design choices. The results from this analysis can be directly applied in practical setups.
Please use this url to cite or link to this publication:
author
organization
year
type
journalArticle (original)
publication status
published
subject
keyword
Inverters, MULTILEVEL CONVERTERS, Predictive control, Switching converters, Multilevel converters, Capacitors, Electric converters
journal title
COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING
Compel-Int. J. Comp. Math. Electr. Electron. Eng.
volume
31
issue
2
pages
619 - 635
Web of Science type
Article
Web of Science id
000302384700016
JCR category
ENGINEERING, ELECTRICAL & ELECTRONIC
JCR impact factor
0.281 (2012)
JCR rank
221/242 (2012)
JCR quartile
4 (2012)
ISSN
0332-1649
DOI
10.1108/03321641211200617
language
English
UGent publication?
yes
classification
A1
copyright statement
I have transferred the copyright for this publication to the publisher
id
2075626
handle
http://hdl.handle.net/1854/LU-2075626
date created
2012-03-27 22:52:34
date last changed
2012-05-07 11:03:50
@article{2075626,
  abstract     = {Purpose - Flying-capacitor multilevel converters (FCC) need a passive or active regulation of the capacitor voltages. Recently the trend is towards active control, often implemented separately from the current control. The advantages of a true multi-variable control sparked the interest to apply Model Based Predictive Control (MBPC) for FCC. In this paper an objective analysis method to evaluate the effects of several design choices is presented. The effects of the weight factor selection, model simplification, and prediction horizon expansion for MBPC of a 3-level FCC are analyzed in a systematical way. Design/methodology/approach - The analysis is mainly based on the mean square error (MSE) of current and capacitor voltage. The results are analysed for different lengths of the prediction horizon and for a wide range of weight factor values. Similarly the effect of a model simplification, neglecting the neutral point voltage, is studied when implementing MBPC for FCCs while considering the computational aspects. Validation of the simulation results is done by experiments on an FPGA-based setup. Findings - Including the effect of the neutral point voltage considerably increases the current control quality and a much wider range of good values for the weight factor exists. As this good range is not critically dependent on the current amplitude it is possible to select one weight factor value for all operating points. Furthermore, it is concluded that increasing the prediction horizon increases the computational load without improving the control quality. Research limitations/implications - The effects of increasing the prediction horizon when including other controlled variables is to be investigated, as well as the robustness to modeling errors. The MSE analysis methodology is very suitable for this further research. Practical implications - For practitioners of MBPC in power electronics the paper proves that by means of simulations and the MSE one value for weight factor can be chosen for all operating points. The paper clearly shows that a practical implementation is feasible and demonstrates that neglecting the neutral point voltage is not good practice. Originality/value - The MSE-based analysis is shown to be a systematical and unbiased methodology to evaluate the effects of design choices. The results from this analysis can be directly applied in practical setups.},
  author       = {Vyncke, Thomas and Thielemans, Steven and Jacxsens, Michiel and Melkebeek, Jan},
  issn         = {0332-1649},
  journal      = {COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING},
  keyword      = {Inverters,MULTILEVEL CONVERTERS,Predictive control,Switching converters,Multilevel converters,Capacitors,Electric converters},
  language     = {eng},
  number       = {2},
  pages        = {619--635},
  title        = {Analysis of some design choices in model based predictive control of flying-capacitor inverters},
  url          = {http://dx.doi.org/10.1108/03321641211200617},
  volume       = {31},
  year         = {2012},
}

Chicago
Vyncke, Thomas, Steven Thielemans, Michiel Jacxsens, and Jan Melkebeek. 2012. “Analysis of Some Design Choices in Model Based Predictive Control of Flying-capacitor Inverters.” Compel-the International Journal for Computation and Mathematics in Electrical and Electronic Engineering 31 (2): 619–635.
APA
Vyncke, T., Thielemans, S., Jacxsens, M., & Melkebeek, J. (2012). Analysis of some design choices in model based predictive control of flying-capacitor inverters. COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 31(2), 619–635.
Vancouver
1.
Vyncke T, Thielemans S, Jacxsens M, Melkebeek J. Analysis of some design choices in model based predictive control of flying-capacitor inverters. COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING. 2012;31(2):619–35.
MLA
Vyncke, Thomas, Steven Thielemans, Michiel Jacxsens, et al. “Analysis of Some Design Choices in Model Based Predictive Control of Flying-capacitor Inverters.” COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING 31.2 (2012): 619–635. Print.