Application of response surface methodology for optimizing evacuation time in enclosed car park
Computational fluid dynamics; Design of experiments; Engineering research; Flow of fluids; Garages (parking); Optimal systems; Smoke; Statistical mechanics; Surface properties; Central composite designs; Engineering design; Fire dynamic simulators; Five control parameters; Polynomial modeling; Polyn...
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2023
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my.uniten.dspace-230632023-05-29T14:37:38Z Application of response surface methodology for optimizing evacuation time in enclosed car park Tharima A.F. Rahman M.M. Yusoff M.Z. 57197810892 55328831100 7003976733 Computational fluid dynamics; Design of experiments; Engineering research; Flow of fluids; Garages (parking); Optimal systems; Smoke; Statistical mechanics; Surface properties; Central composite designs; Engineering design; Fire dynamic simulators; Five control parameters; Polynomial modeling; Polynomial regression; Replication models; Response surface methodology; Smoke abatement Smoke fills the car park area due to smoke back layering occurred during a fire. The presence of the beam which leads to the smoke back layering phenomena is investigated to remain smoke layer longer at the upper level with fewer occurrences of backflow. In the current study, a combination of Design of Experiment (DOE); Central Composite Design, (CCD) and statistical tools Response Surface Methodology, (RSM) were utilised to evaluate an optimal design for longer smoke residing time. The Fire Dynamic Simulator (FDS), a CFD model for the fire-driven fluid flow, was employed as a flow simulation tool. The result of six replication model produced by DOE, the error that ranged from 0.48% to 1.77% indicating that the model is reliable. It was also found that the polynomial regression result was linear with predicted R2 of 97.64%, which was within the actual R2 (99.45%). The effects of five control parameters such as ceiling height, beam spacing, transversal beam, extraction rate and longitudinal beam on the smoke descend time has been found to be significant. In the optimal design, the smoke remained longer at the upper level with the percentage of improvement 217.95%. The contribution of the study is the time measured in this analysis is adequate within the beam span only. Interestingly, it effects to the overall geometry with having a lengthier time of smoke to descend. The polynomial model should be used for future engineering design in an enclosed car park. � 2017 Published under licence by IOP Publishing Ltd. Final 2023-05-29T06:37:38Z 2023-05-29T06:37:38Z 2017 Conference Paper 10.1088/1757-899X/257/1/012045 2-s2.0-85035070115 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85035070115&doi=10.1088%2f1757-899X%2f257%2f1%2f012045&partnerID=40&md5=a858c4e08b88f0a857d7000fdba495df https://irepository.uniten.edu.my/handle/123456789/23063 257 1 12045 All Open Access, Bronze Institute of Physics Publishing Scopus |
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| description |
Computational fluid dynamics; Design of experiments; Engineering research; Flow of fluids; Garages (parking); Optimal systems; Smoke; Statistical mechanics; Surface properties; Central composite designs; Engineering design; Fire dynamic simulators; Five control parameters; Polynomial modeling; Polynomial regression; Replication models; Response surface methodology; Smoke abatement |
| author2 |
57197810892 |
| author_facet |
57197810892 Tharima A.F. Rahman M.M. Yusoff M.Z. |
| format |
Conference Paper |
| author |
Tharima A.F. Rahman M.M. Yusoff M.Z. |
| spellingShingle |
Tharima A.F. Rahman M.M. Yusoff M.Z. Application of response surface methodology for optimizing evacuation time in enclosed car park |
| author_sort |
Tharima A.F. |
| title |
Application of response surface methodology for optimizing evacuation time in enclosed car park |
| title_short |
Application of response surface methodology for optimizing evacuation time in enclosed car park |
| title_full |
Application of response surface methodology for optimizing evacuation time in enclosed car park |
| title_fullStr |
Application of response surface methodology for optimizing evacuation time in enclosed car park |
| title_full_unstemmed |
Application of response surface methodology for optimizing evacuation time in enclosed car park |
| title_sort |
application of response surface methodology for optimizing evacuation time in enclosed car park |
| publisher |
Institute of Physics Publishing |
| publishDate |
2023 |
| _version_ |
1806426442185048064 |
| score |
13.214268 |