Neural network control of temperature profile by impinging jet arrays

Kazuyuki Yamamoto, Masami Imazeki, Naoyuki Hasegawa, Koichi Hishida

Research output: Contribution to journalArticle

1 Citation (Scopus)

Abstract

The wall temperature profile in the flow field of an impinging two-jet array has been controlled using a neural network. The jet excitation is achieved by injection and suction through fine slits co-located at the nozzle exits to obtain a desired wall temperature profile. The wall temperature profile is determined "uniquely" by the excitation pattern so that the flow field is essentially considered as the "function" with the excitation pattern as the input and the wall temperature profile as an output. A neural network learns the inverse function of the flow field via offline learning and online learning, and is then serves as the controller. As a result, the wall temperature distribution is controlled with high accuracy and this demonstrates the applicability of control on the convective heat transfer process.

Original languageEnglish
Pages (from-to)951-958
Number of pages8
JournalJSME International Journal, Series B: Fluids and Thermal Engineering
Volume49
Issue number4
DOIs
Publication statusPublished - 2007 May 21

Fingerprint

network control
wall temperature
temperature profiles
Neural networks
Flow fields
flow distribution
learning
Temperature
excitation
convective heat transfer
suction
Nozzles
Temperature distribution
nozzles
slits
Heat transfer
controllers
temperature distribution
Controllers
injection

Keywords

  • Flow control
  • Forced convection
  • Heat transfer
  • Impinging jet
  • Neural network
  • Shear layer excitation

ASJC Scopus subject areas

  • Mechanical Engineering
  • Physical and Theoretical Chemistry
  • Fluid Flow and Transfer Processes

Cite this

Neural network control of temperature profile by impinging jet arrays. / Yamamoto, Kazuyuki; Imazeki, Masami; Hasegawa, Naoyuki; Hishida, Koichi.

In: JSME International Journal, Series B: Fluids and Thermal Engineering, Vol. 49, No. 4, 21.05.2007, p. 951-958.

Research output: Contribution to journalArticle

Yamamoto, Kazuyuki ; Imazeki, Masami ; Hasegawa, Naoyuki ; Hishida, Koichi. / Neural network control of temperature profile by impinging jet arrays. In: JSME International Journal, Series B: Fluids and Thermal Engineering. 2007 ; Vol. 49, No. 4. pp. 951-958.
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