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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)

Zinātniskās darbības rezultāts: Nodaļa grāmatā/enciklopēdijā/konferences krājumāKonferences zinātniskais rakstsPētniecībakoleģiāli recenzēts

Kopsavilkums

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.

OriģinālvalodaAngļu
Publikācijas avota nosaukumsCSEDU 2018 - Proceedings of the 10th International Conference on Computer Supported Education
RedaktoriBruce M. McLaren, Rob Reilly, Susan Zvacek, James Uhomoibhi
IzdevējsSciTePress
Lapas449-456
Lapu skaits8
ISBN (Elektroniski)9789897582912
DOIs
Publikācijas statussPublicēts - 2018
Pasākums10th International Conference on Computer Supported Education, CSEDU 2018 - Funchal, Madeira, Portugāle
Ilgums: 15 marts 201817 marts 2018

Publikāciju sērijas

NosaukumsCSEDU 2018 - Proceedings of the 10th International Conference on Computer Supported Education
Sējums2

Konference

Konference10th International Conference on Computer Supported Education, CSEDU 2018
Valsts/TeritorijaPortugāle
PilsētaFunchal, Madeira
Periods15/03/1817/03/18

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