Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a Ship

This study aims to numerically analyze the near-field propagation behavior of hazardous and noxious substances (HNSs) and to develop a new metamodel for HNS propagation. Extensive computational fluid dynamics (CFD) simulations were conducted using the ANSYS FLUENT (V. 17.2) code for various HNS spil...

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Main Authors: Min Kyu Ko, Chan Ho Jeong, Moonjin Lee, Seong Hyuk Lee
Format: Article
Language:English
Published: MDPI AG 2019-09-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/9/18/3838
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author Min Kyu Ko
Chan Ho Jeong
Moonjin Lee
Seong Hyuk Lee
author_facet Min Kyu Ko
Chan Ho Jeong
Moonjin Lee
Seong Hyuk Lee
author_sort Min Kyu Ko
collection DOAJ
description This study aims to numerically analyze the near-field propagation behavior of hazardous and noxious substances (HNSs) and to develop a new metamodel for HNS propagation. Extensive computational fluid dynamics (CFD) simulations were conducted using the ANSYS FLUENT (V. 17.2) code for various HNS spill scenarios. We newly introduced several key parameters, including the streamwise propagation velocity, transverse propagation velocity, and averaged HNS mass fraction. From the results, the advection effect is more dominant with an increase in the current velocity and streamwise propagation velocity, and with a decrease in the transverse propagation velocity. Also, the HNS mass fraction decreases as the current velocity increases with the change of concentration and propagation area. Particularly, a new metamodel of HNS propagation based on the current CFD results was validated by the hidden point test, showing very good fit. We believe this model would make useful predictions under various scenarios without CFD simulations.
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spelling doaj.art-e4ba275812e741eb8e4506fe7e638fa62022-12-22T03:05:48ZengMDPI AGApplied Sciences2076-34172019-09-01918383810.3390/app9183838app9183838Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a ShipMin Kyu Ko0Chan Ho Jeong1Moonjin Lee2Seong Hyuk Lee3Department of Mechanical Systems Engineering, Chung-Ang University, Seoul 156-756, KoreaSchool of Mechanical Engineering, Chung-Ang University, Seoul 156-756, KoreaCenter for Offshore Plant Industries, Korea Research Institute of Ships & Ocean Engineering, Daejeon 34103, KoreaDepartment of Mechanical Systems Engineering, Chung-Ang University, Seoul 156-756, KoreaThis study aims to numerically analyze the near-field propagation behavior of hazardous and noxious substances (HNSs) and to develop a new metamodel for HNS propagation. Extensive computational fluid dynamics (CFD) simulations were conducted using the ANSYS FLUENT (V. 17.2) code for various HNS spill scenarios. We newly introduced several key parameters, including the streamwise propagation velocity, transverse propagation velocity, and averaged HNS mass fraction. From the results, the advection effect is more dominant with an increase in the current velocity and streamwise propagation velocity, and with a decrease in the transverse propagation velocity. Also, the HNS mass fraction decreases as the current velocity increases with the change of concentration and propagation area. Particularly, a new metamodel of HNS propagation based on the current CFD results was validated by the hidden point test, showing very good fit. We believe this model would make useful predictions under various scenarios without CFD simulations.https://www.mdpi.com/2076-3417/9/18/3838hazardous noxious substancecomputational fluid dynamicsReynolds-averaged Navier–Stokesmetamodelpropagation behavior
spellingShingle Min Kyu Ko
Chan Ho Jeong
Moonjin Lee
Seong Hyuk Lee
Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a Ship
Applied Sciences
hazardous noxious substance
computational fluid dynamics
Reynolds-averaged Navier–Stokes
metamodel
propagation behavior
title Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a Ship
title_full Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a Ship
title_fullStr Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a Ship
title_full_unstemmed Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a Ship
title_short Development of a Metamodel for Predicting Near-Field Propagation of Hazardous and Noxious Substances Spilled From a Ship
title_sort development of a metamodel for predicting near field propagation of hazardous and noxious substances spilled from a ship
topic hazardous noxious substance
computational fluid dynamics
Reynolds-averaged Navier–Stokes
metamodel
propagation behavior
url https://www.mdpi.com/2076-3417/9/18/3838
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