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Power quality enhancement in single phase two level/five level converters using adaptive-RBFNN algorithm.

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Title: Power quality enhancement in single phase two level/five level converters using adaptive-RBFNN algorithm.
Authors: Mittal, Sudhanshu1 (AUTHOR) sudhanshu15mittal@gmail.com, Singh, Alka1 (AUTHOR) alkasingh.eed@gmail.com, Chittora, Prakash1 (AUTHOR) prakashchittora@gmail.com
Source: Electrical Engineering. Dec2024, Vol. 106 Issue 6, p7565-7578. 14p.
Subjects: Radial basis functions, Integrated circuit verification, Electric power filters, Algorithms, Voltage
Abstract: This paper presents Adaptive Radial Basis Function Neural Network (A-RBFNN) algorithm for the control of two level and five level converters. This paper investigates the performance of five level cascaded H-bridge (CHB) multilevel converter as compared to two level converters in power distribution system to improve power quality of connected system. The CHB multilevel inverter is a popular configuration because of its wide application for high power medium voltage requirement. The power system including two level (2L) and five level (5L) converter is modeled in MATLAB environment. Experimental setup is also developed in the laboratory for hardware verification purpose and both the 2L and 5L CHB converters are integrated to single phase system as compensators. The A-RBFNN algorithm is able to regulate the DC link voltages to its rated value for two H-bridges in 5L configuration. The designed algorithm is able to compensate for PQ issues of the connected system. It is also tested under steady state and dynamic conditions. Further, A-RBFNN is used to extract individual harmonics of any desired order. Finally, comparison is presented based on the performance results of the proposed algorithm with 2L as well as 5L converters. [ABSTRACT FROM AUTHOR]
Copyright of Electrical Engineering is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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  Data: Power quality enhancement in single phase two level/five level converters using adaptive-RBFNN algorithm.
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  Data: <searchLink fieldCode="AR" term="%22Mittal%2C+Sudhanshu%22">Mittal, Sudhanshu</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> sudhanshu15mittal@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Singh%2C+Alka%22">Singh, Alka</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> alkasingh.eed@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Chittora%2C+Prakash%22">Chittora, Prakash</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> prakashchittora@gmail.com</i>
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  Data: <searchLink fieldCode="JN" term="%22Electrical+Engineering%22">Electrical Engineering</searchLink>. Dec2024, Vol. 106 Issue 6, p7565-7578. 14p.
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  Data: <searchLink fieldCode="DE" term="%22Radial+basis+functions%22">Radial basis functions</searchLink><br /><searchLink fieldCode="DE" term="%22Integrated+circuit+verification%22">Integrated circuit verification</searchLink><br /><searchLink fieldCode="DE" term="%22Electric+power+filters%22">Electric power filters</searchLink><br /><searchLink fieldCode="DE" term="%22Algorithms%22">Algorithms</searchLink><br /><searchLink fieldCode="DE" term="%22Voltage%22">Voltage</searchLink>
– Name: Abstract
  Label: Abstract
  Group: Ab
  Data: This paper presents Adaptive Radial Basis Function Neural Network (A-RBFNN) algorithm for the control of two level and five level converters. This paper investigates the performance of five level cascaded H-bridge (CHB) multilevel converter as compared to two level converters in power distribution system to improve power quality of connected system. The CHB multilevel inverter is a popular configuration because of its wide application for high power medium voltage requirement. The power system including two level (2L) and five level (5L) converter is modeled in MATLAB environment. Experimental setup is also developed in the laboratory for hardware verification purpose and both the 2L and 5L CHB converters are integrated to single phase system as compensators. The A-RBFNN algorithm is able to regulate the DC link voltages to its rated value for two H-bridges in 5L configuration. The designed algorithm is able to compensate for PQ issues of the connected system. It is also tested under steady state and dynamic conditions. Further, A-RBFNN is used to extract individual harmonics of any desired order. Finally, comparison is presented based on the performance results of the proposed algorithm with 2L as well as 5L converters. [ABSTRACT FROM AUTHOR]
– Name: AbstractSuppliedCopyright
  Label:
  Group: Ab
  Data: <i>Copyright of Electrical Engineering is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.1007/s00202-024-02432-6
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      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 14
        StartPage: 7565
    Subjects:
      – SubjectFull: Radial basis functions
        Type: general
      – SubjectFull: Integrated circuit verification
        Type: general
      – SubjectFull: Electric power filters
        Type: general
      – SubjectFull: Algorithms
        Type: general
      – SubjectFull: Voltage
        Type: general
    Titles:
      – TitleFull: Power quality enhancement in single phase two level/five level converters using adaptive-RBFNN algorithm.
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            NameFull: Mittal, Sudhanshu
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            NameFull: Singh, Alka
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            NameFull: Chittora, Prakash
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            – D: 01
              M: 12
              Text: Dec2024
              Type: published
              Y: 2024
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              Value: 106
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            – TitleFull: Electrical Engineering
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