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A new technique for education process optimization via the dual control approach

  • Nicholas A. Nechval
  • , Gundars Berzins
  • , Vadims Danovics
  • , Konstantin N. Nechval
  • University of Latvia
  • Transport and Telecommunication Institute (TSI)

Research output: Chapter in Book/Report/Conference proceedingConference paperResearchpeer-review

Abstract

In this paper, examples arising from a problem in education process control are considered. The provision of the number of information items in a specified discipline for education to optimize a suitable performance index is treated as a "dual control" process. According to the theory of dual control, the control signal has two purposes which might be in conflict with each other: 1) to help learn about any unknown parameters and/or state of the system (estimation); 2) to contro1. In view of this, one can see that the open-loop feedback control is, from the estimation point of view, passive, since it does not take into account that learning is possible in the future. In contrast to this, a dual control is active, not only for the control purpose but also for the estimation purpose because the performance depends also on the "quality" of the estimates. Therefore, the dua1 control can be called actively adaptive since it regulates the speed and amount of learning as required by the performance index. To determine the sequence of optimal decisions, dynamic programming is used. It will be noted that the optimal policy can be compared with the non-optimal policy of optimizing stage by stage. To illustrate a new technique for education process optimization via the dual control approach, numerical examples are given.

Original languageEnglish
Title of host publicationCSEDU 2018 - Proceedings of the 10th International Conference on Computer Supported Education
EditorsBruce M. McLaren, Rob Reilly, Susan Zvacek, James Uhomoibhi
PublisherSciTePress
Pages449-456
Number of pages8
ISBN (Electronic)9789897582912
DOIs
Publication statusPublished - 2018
Event10th International Conference on Computer Supported Education, CSEDU 2018 - Funchal, Madeira, Portugal
Duration: 15 Mar 201817 Mar 2018

Publication series

NameCSEDU 2018 - Proceedings of the 10th International Conference on Computer Supported Education
Volume2

Conference

Conference10th International Conference on Computer Supported Education, CSEDU 2018
Country/TerritoryPortugal
CityFunchal, Madeira
Period15/03/1817/03/18

Keywords

  • Dual control
  • Dynamic programming
  • Education process
  • Optimization
  • Performance index

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