Modelling fuel injector spray characteristics in jet engines by using vine copulas
Summary The emission requirements for jet engines are becoming more stringent and the combustion process determines pollutant emissions. Therefore, we model the distribution of fuel drops generated by a fuel injector in a jet engine, which can be assumed to be a five‐dimensional problem in terms of...
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Veröffentlicht in: | Journal of the Royal Statistical Society Series C: Applied Statistics 2020-08, Vol.69 (4), p.863-886 |
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creator | Coblenz, Maximilian Holz, Simon Bauer, Hans‐Jörg Grothe, Oliver Koch, Rainer |
description | Summary
The emission requirements for jet engines are becoming more stringent and the combustion process determines pollutant emissions. Therefore, we model the distribution of fuel drops generated by a fuel injector in a jet engine, which can be assumed to be a five‐dimensional problem in terms of drop size, x‐position, y‐position, x‐velocity and y‐velocity. The data are generated by numerical simulations of the fuel atomization process for several jet engine operating conditions. In combustion simulations, the variables are usually assumed to be independent at the start of the simulation, which is clearly not so as our data show. The dependence between some of the variables is non‐monotone and asymmetric, which makes the modelling task difficult. Our aim is to provide a realistic parametric model for the dependence structure. For this, we employ vine copulas which provide a flexible way to construct a multivariate distribution function. However, we need to use non‐standard bivariate copulas as building blocks. Using this copula representation enables us to create realistic samples of fuel spray droplets which improve the prediction of the combustion process and the pollutant emissions. Moreover, this approach is significantly faster than solving the set of differential equations describing fuel disintegration. |
doi_str_mv | 10.1111/rssc.12421 |
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The emission requirements for jet engines are becoming more stringent and the combustion process determines pollutant emissions. Therefore, we model the distribution of fuel drops generated by a fuel injector in a jet engine, which can be assumed to be a five‐dimensional problem in terms of drop size, x‐position, y‐position, x‐velocity and y‐velocity. The data are generated by numerical simulations of the fuel atomization process for several jet engine operating conditions. In combustion simulations, the variables are usually assumed to be independent at the start of the simulation, which is clearly not so as our data show. The dependence between some of the variables is non‐monotone and asymmetric, which makes the modelling task difficult. Our aim is to provide a realistic parametric model for the dependence structure. For this, we employ vine copulas which provide a flexible way to construct a multivariate distribution function. However, we need to use non‐standard bivariate copulas as building blocks. Using this copula representation enables us to create realistic samples of fuel spray droplets which improve the prediction of the combustion process and the pollutant emissions. Moreover, this approach is significantly faster than solving the set of differential equations describing fuel disintegration.</description><identifier>ISSN: 0035-9254</identifier><identifier>EISSN: 1467-9876</identifier><identifier>DOI: 10.1111/rssc.12421</identifier><language>eng</language><publisher>Oxford: Oxford University Press</publisher><subject>Atomizing ; Bivariate analysis ; Combustion ; Computer simulation ; Copulas ; Dependence ; Dependence modelling ; Differential equations ; Disintegration ; Distribution functions ; Drop size ; Fuel drops ; Fuel injection ; Fuel sprays ; Fuels ; Injectors ; Jet engines ; Mathematical models ; Pollutants ; Simulation ; Smoothed particle hydrodynamics ; Spray ; Spray characteristics ; Vine copulas</subject><ispartof>Journal of the Royal Statistical Society Series C: Applied Statistics, 2020-08, Vol.69 (4), p.863-886</ispartof><rights>2020 Royal Statistical Society</rights><rights>Copyright © 2020 The Royal Statistical Society and John Wiley & Sons Ltd</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3011-b54c8b0a13c3130cc98d095f85a70537ae224897bea2372491adf219fcefdff63</citedby><cites>FETCH-LOGICAL-c3011-b54c8b0a13c3130cc98d095f85a70537ae224897bea2372491adf219fcefdff63</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1111%2Frssc.12421$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1111%2Frssc.12421$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,780,784,1417,27924,27925,45574,45575</link.rule.ids></links><search><creatorcontrib>Coblenz, Maximilian</creatorcontrib><creatorcontrib>Holz, Simon</creatorcontrib><creatorcontrib>Bauer, Hans‐Jörg</creatorcontrib><creatorcontrib>Grothe, Oliver</creatorcontrib><creatorcontrib>Koch, Rainer</creatorcontrib><title>Modelling fuel injector spray characteristics in jet engines by using vine copulas</title><title>Journal of the Royal Statistical Society Series C: Applied Statistics</title><description>Summary
The emission requirements for jet engines are becoming more stringent and the combustion process determines pollutant emissions. Therefore, we model the distribution of fuel drops generated by a fuel injector in a jet engine, which can be assumed to be a five‐dimensional problem in terms of drop size, x‐position, y‐position, x‐velocity and y‐velocity. The data are generated by numerical simulations of the fuel atomization process for several jet engine operating conditions. In combustion simulations, the variables are usually assumed to be independent at the start of the simulation, which is clearly not so as our data show. The dependence between some of the variables is non‐monotone and asymmetric, which makes the modelling task difficult. Our aim is to provide a realistic parametric model for the dependence structure. For this, we employ vine copulas which provide a flexible way to construct a multivariate distribution function. However, we need to use non‐standard bivariate copulas as building blocks. Using this copula representation enables us to create realistic samples of fuel spray droplets which improve the prediction of the combustion process and the pollutant emissions. Moreover, this approach is significantly faster than solving the set of differential equations describing fuel disintegration.</description><subject>Atomizing</subject><subject>Bivariate analysis</subject><subject>Combustion</subject><subject>Computer simulation</subject><subject>Copulas</subject><subject>Dependence</subject><subject>Dependence modelling</subject><subject>Differential equations</subject><subject>Disintegration</subject><subject>Distribution functions</subject><subject>Drop size</subject><subject>Fuel drops</subject><subject>Fuel injection</subject><subject>Fuel sprays</subject><subject>Fuels</subject><subject>Injectors</subject><subject>Jet engines</subject><subject>Mathematical models</subject><subject>Pollutants</subject><subject>Simulation</subject><subject>Smoothed particle hydrodynamics</subject><subject>Spray</subject><subject>Spray characteristics</subject><subject>Vine copulas</subject><issn>0035-9254</issn><issn>1467-9876</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp9kE1LxDAQhoMouK5e_AUBb0LXfLVpjlL8ghVhV88hTZM1pbY1aZX-e1Pr2bkMwzzvDDwAXGK0wbFufAh6gwkj-AisMMt4InKeHYMVQjRNBEnZKTgLoUaxMGIrsHvuKtM0rj1AO5oGurY2eug8DL1XE9Tvyis9GO_C4HSIa1ibAZr24FoTYDnBMczZrzhC3fVjo8I5OLGqCebir6_B2_3da_GYbF8enorbbaIpwjgpU6bzEilMNcUUaS3yConU5qniKKVcGUJYLnhpFKGcMIFVZQkWVhtbWZvRNbha7va--xxNGGTdjb6NL2UUwBnNUjFT1wulfReCN1b23n0oP0mM5OxMzs7kr7MI4wX-do2Z_iHlbr8vlswPv2lvTQ</recordid><startdate>202008</startdate><enddate>202008</enddate><creator>Coblenz, Maximilian</creator><creator>Holz, Simon</creator><creator>Bauer, Hans‐Jörg</creator><creator>Grothe, Oliver</creator><creator>Koch, Rainer</creator><general>Oxford University Press</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>8BJ</scope><scope>8FD</scope><scope>FQK</scope><scope>JBE</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>202008</creationdate><title>Modelling fuel injector spray characteristics in jet engines by using vine copulas</title><author>Coblenz, Maximilian ; Holz, Simon ; Bauer, Hans‐Jörg ; Grothe, Oliver ; Koch, Rainer</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3011-b54c8b0a13c3130cc98d095f85a70537ae224897bea2372491adf219fcefdff63</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Atomizing</topic><topic>Bivariate analysis</topic><topic>Combustion</topic><topic>Computer simulation</topic><topic>Copulas</topic><topic>Dependence</topic><topic>Dependence modelling</topic><topic>Differential equations</topic><topic>Disintegration</topic><topic>Distribution functions</topic><topic>Drop size</topic><topic>Fuel drops</topic><topic>Fuel injection</topic><topic>Fuel sprays</topic><topic>Fuels</topic><topic>Injectors</topic><topic>Jet engines</topic><topic>Mathematical models</topic><topic>Pollutants</topic><topic>Simulation</topic><topic>Smoothed particle hydrodynamics</topic><topic>Spray</topic><topic>Spray characteristics</topic><topic>Vine copulas</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Coblenz, Maximilian</creatorcontrib><creatorcontrib>Holz, Simon</creatorcontrib><creatorcontrib>Bauer, Hans‐Jörg</creatorcontrib><creatorcontrib>Grothe, Oliver</creatorcontrib><creatorcontrib>Koch, Rainer</creatorcontrib><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>International Bibliography of the Social Sciences (IBSS)</collection><collection>Technology Research Database</collection><collection>International Bibliography of the Social Sciences</collection><collection>International Bibliography of the Social Sciences</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>Journal of the Royal Statistical Society Series C: Applied Statistics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Coblenz, Maximilian</au><au>Holz, Simon</au><au>Bauer, Hans‐Jörg</au><au>Grothe, Oliver</au><au>Koch, Rainer</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Modelling fuel injector spray characteristics in jet engines by using vine copulas</atitle><jtitle>Journal of the Royal Statistical Society Series C: Applied Statistics</jtitle><date>2020-08</date><risdate>2020</risdate><volume>69</volume><issue>4</issue><spage>863</spage><epage>886</epage><pages>863-886</pages><issn>0035-9254</issn><eissn>1467-9876</eissn><abstract>Summary
The emission requirements for jet engines are becoming more stringent and the combustion process determines pollutant emissions. Therefore, we model the distribution of fuel drops generated by a fuel injector in a jet engine, which can be assumed to be a five‐dimensional problem in terms of drop size, x‐position, y‐position, x‐velocity and y‐velocity. The data are generated by numerical simulations of the fuel atomization process for several jet engine operating conditions. In combustion simulations, the variables are usually assumed to be independent at the start of the simulation, which is clearly not so as our data show. The dependence between some of the variables is non‐monotone and asymmetric, which makes the modelling task difficult. Our aim is to provide a realistic parametric model for the dependence structure. For this, we employ vine copulas which provide a flexible way to construct a multivariate distribution function. However, we need to use non‐standard bivariate copulas as building blocks. Using this copula representation enables us to create realistic samples of fuel spray droplets which improve the prediction of the combustion process and the pollutant emissions. Moreover, this approach is significantly faster than solving the set of differential equations describing fuel disintegration.</abstract><cop>Oxford</cop><pub>Oxford University Press</pub><doi>10.1111/rssc.12421</doi><tpages>24</tpages></addata></record> |
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subjects | Atomizing Bivariate analysis Combustion Computer simulation Copulas Dependence Dependence modelling Differential equations Disintegration Distribution functions Drop size Fuel drops Fuel injection Fuel sprays Fuels Injectors Jet engines Mathematical models Pollutants Simulation Smoothed particle hydrodynamics Spray Spray characteristics Vine copulas |
title | Modelling fuel injector spray characteristics in jet engines by using vine copulas |
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