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Optimization of classroom window design using CFD and the Taguchi method

  • Yunus Emre Cetin*
  • , Bahadir Erman Yuce
  • , Martin Kriegel
  • , Pawel Wargocki
  • , Peter Vilhelm Nielsen
  • *Corresponding author for this work
  • Technical University of Berlin
  • Bursa Uludağ University
  • Aalborg University

Research output: Contribution to journalJournal articleResearchpeer-review

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Abstract

This study investigates the effects of window position, width, height, and distance from the floor on CO2 concentration and draft risk (DR) in a typical classroom environment using computational fluid dynamics (CFD) and the Taguchi method. The analysis assumes a classroom occupancy of 31 individuals, including the teacher. While the primary objective was to minimize CO2 concentration, the influence of the parameters on DR was also evaluated. Four variable levels were defined for each parameter to create a comprehensive solution space. By employing an orthogonal array, only 16 parameter sets were simulated, significantly reducing computational costs while maintaining feasibility. Results indicate that window position is the most critical factor in CO2 concentration and DR, followed by width, height, and distance from the floor. The impact ratios quantifying the relative importance of each parameter are presented for both metrics. The optimal parameter set for minimizing mean CO2 concentration and DR is identified and validated through additional CFD simulations.
Original languageEnglish
Article number112580
JournalJournal of Building Engineering
Volume106
Number of pages13
ISSN2352-7102
DOIs
Publication statusPublished - 2025

Keywords

  • Classroom
  • Airborne transmission
  • CFD
  • Natural ventilation
  • Optimization
  • Taguchi method

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