Parallel Computing in Automation of Decoupled Fluid-Thermostructural Simulation Approach

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Using high dimensional Characteristic Diagrams (CDs) along with a Clustering..." /> <meta name="citation_title" content="Parallel Computing in Automation of Decoupled Fluid-Thermostructural Simulation Approach" /> <meta name="citation_doi" content="10.36897/jme/117785" /> <meta name="dc.identifier" content="doi:10.36897/jme/117785" /> <meta name="citation_journal_title" content="Journal of Machine Engineering" /> <meta name="citation_issn" content="1895-7595" /> <meta name="citation_issn" content="2391-8071" /> <meta name="citation_volume" content="20" /> <meta name="citation_issue" content="2" /> <meta name="citation_publisher" content="Editorial Institution of Wrocław Board of Scientific Technical Societies Federation NOT" /> <meta name="citation_language" content="english" /> <meta name="citation_journal_abbrev" content="Journal of Machine Engineering" /> <meta name="citation_author" content="Janine GLÄNZEL" /> <meta name="citation_author" content="Andreas NAUMANN" /> <meta name="citation_author" content="Tharun Suresh KUMAR" /> <meta name="citation_publication_date" content="2020/06/24" /> <meta name="citation_firstpage" content="39" /> <meta name="citation_lastpage" content="52" /> <meta name="citation_fulltext_world_readable" content="" /> <meta name="citation_pdf_url" content="http://jmacheng.not.pl/pdf-117785-52504?filename=Parallel Computing in.pdf" /> <meta name="citation_keywords" content="thermal effects; 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}); </script> <div class="subtitleUnderline"></div> <div class="magAbstractAuthors"> <div class="dirLeft"> <div class="dirLeft " id="author_135246" onmouseover="highlightAffs('1', 1, 135246); return false;" onmouseout="highlightAffs('1', 0, 135246); return false;"> <a href="http://jmacheng.not.pl/Author-Janine-GLÄNZEL/135246" class="black">Janine GLÄNZEL</a> <span class=""> <sup> 1 </sup> </span> </div> <div class="dirLeft pad-right-5">,</div> <div class="clearAll"> </div> </div> <div class="dirLeft"> <div class="dirLeft " id="author_135247" onmouseover="highlightAffs('2', 1, 135247); return false;" onmouseout="highlightAffs('2', 0, 135247); return false;"> <a href="http://jmacheng.not.pl/Author-Andreas-NAUMANN/135247" class="black">Andreas NAUMANN</a> <span class=""> <sup> 2 </sup> </span> </div> <div class="dirLeft pad-right-5">,</div> <div class="clearAll"> </div> </div> <div class="dirLeft"> <div class="dirLeft " id="author_135248" onmouseover="highlightAffs('1', 1, 135248); return false;" onmouseout="highlightAffs('1', 0, 135248); return false;"> <a href="http://jmacheng.not.pl/Author-Tharun-KUMAR/135248" class="black">Tharun Suresh KUMAR</a> <span class=""> <sup> 1 </sup> </span> </div> <div class="dirLeft"><a href="mailto:Tharun.Suresh.Kumar@iwu.fraunhofer.de"><div class="icon icon-envelope-o"></div></a></div> <div class="clearAll"> </div> </div> <div class="clearAll"> </div> </div> <div style="height: 10px;line-height: 10px;font-size: 0;"> </div> <a class="articleDetails" href="#" onclick="$('#articleDetailsId').toggle(200); $('#moreDetailsId').toggle(); $('#hideDetailsId').toggle(); $('[rel=contributionRel]').toggle(200); return false; " id="moreDetailsId"><div class="dirLeft icon icon-angle-down"></div>More details</a> <a class="articleDetails" href="#" onclick="$('#articleDetailsId').toggle(200); $('#hideDetailsId').toggle(); $('#moreDetailsId').toggle(); $('[rel=contributionRel]').toggle(200); return false; " id="hideDetailsId"><div class="dirLeft icon icon-angle-up"></div>Hide details</a> <div id="articleDetailsId"> <div class="affiliations"> <div class="simple-list"> <div class="list-row-small" id="aff_1" onmouseover="highlightAuthors('135246,135248', 1, 1); return false;" onmouseout="highlightAuthors('135246,135248', 0, 1); return false;"> <div class="dirLeft w-23px pad-left-4 em-08">1</div> <div class="dirLeft w-100-c23 em-095">Fraunhofer Institute for Machine Tools and Forming Technology IWU, Chemnitz, Germany</div> <div class="clearAll"> </div> </div> <div class="list-row-small" id="aff_2" onmouseover="highlightAuthors('135247', 1, 2); return false;" onmouseout="highlightAuthors('135247', 0, 2); return false;"> <div class="dirLeft w-23px pad-left-4 em-08">2</div> <div class="dirLeft w-100-c23 em-095">Dresden University of Technology, Institute of Scientific Computing, Dresden, Germany</div> <div class="clearAll"> </div> </div> </div> <div class="simple-list pad-top-12 pad-bot-10"> <div class="list-row-small-2"> <div class="dirLeft w-23px"> </div> <div class="dirLeft w-100-c23 em-08">Submission date: 2019-11-15</div> <div class="clearAll"> </div> </div> <div class="list-row-small-2"> <div class="dirLeft w-23px"> </div> <div class="dirLeft w-100-c23 em-08">Acceptance date: 2020-01-15</div> <div class="clearAll"> </div> </div> <div class="list-row-small-2"> <div class="dirLeft w-23px"> </div> <div class="dirLeft w-100-c23 em-08">Publication date: 2020-06-24</div> <div class="clearAll"> </div> </div> </div> <div class="simple-list"> </div> </div> </div> <script type="text/javascript"> function highlightAuthors(a, on, aff){ var a = a.split(','); if(on == 1) $('#aff_'+aff).stop().animate({backgroundColor: "#FFFAA8"}, 166); else $('#aff_'+aff).stop().animate({backgroundColor: "#fff"}, 166); for(i = 0; i < a.length; i++){ if(on == 1) $('#author_'+a[i]).stop().animate({backgroundColor: "#FFFAA8"}, 166); else $('#author_'+a[i]).stop().animate({backgroundColor: "#fff"}, 166); } } function highlightAffs(affs, on, author){ var affs = affs.split(','); if(on == 1) $('#author_'+author).stop().animate({backgroundColor: "#FFFAA8"}, 166); else $('#author_'+author).stop().animate({backgroundColor: "#fff"}, 166); for(i = 0; i < affs.length; i++){ if(on == 1) $('#aff_'+affs[i]).stop().animate({backgroundColor: "#FFFAA8"}, 166); else $('#aff_'+affs[i]).stop().animate({backgroundColor: "#fff"}, 166); } } </script> <div style="height: 8px;line-height: 8px;font-size: 0;"> </div> <div class="magBibliography2">Journal of Machine Engineering 2020;20(2):39-52</div>  <div class="magBibliography2"> <div class="dirLeft" style="padding-top: 7px; padding-right: 10px;"> <a href="https://doi.org/10.36897/jme/117785"><div class="dirLeft icon icon-angle-right"></div>DOI: <span class="magBibliographyDOI">https://doi.org/10.36897/jme/117785</span></a> </div> <div class="clearAll"> </div> </div> </div> <div class="clearAll"> </div> <div class="abstractButtons"> <a class="abstractFullText dirLeft" target="_blank" onclick="pdfStats(117785);return true;" href="http://jmacheng.not.pl/pdf-117785-52504?filename=Parallel Computing in.pdf"> <div class="abstractFullTextButton dirLeft"> <div class="dirLeft icon icon-file-pdf-o"></div> Article <span class="block">(PDF)</span> </div> </a> <a href="#references" class="abstractLink dirLeft"> <span class="block">References</span><span class="block"> </span><span class="block">(17)</span> </a> <a href="#citations" class="abstractLink dirLeft"> <span class="block">Citations</span><span class="block"> </span><span class="block">(3)</span> </a> <div class="clearAll"> </div> </div> <div class="abstractLabel">KEYWORDS</div> <div class="abstractContent"> <a href="http://jmacheng.not.pl/Keyword-thermal+effects/9009" class="singleKeyword">thermal effects<div class="icon icon-circle dirRight"></div></a><a href="http://jmacheng.not.pl/Keyword-simulation/6742" class="singleKeyword">simulation<div class="icon icon-circle dirRight"></div></a><a href="http://jmacheng.not.pl/Keyword-machine+tool/17285" class="singleKeyword">machine tool<div class="icon icon-circle dirRight"></div></a><a href="http://jmacheng.not.pl/Keyword-environment/4324" class="singleKeyword">environment<div class="icon icon-circle dirRight"></div></a><a href="http://jmacheng.not.pl/Keyword-positioning+errors/268079" class="singleKeyword">positioning errors</a> <div class="clearAll"> </div> </div> <div class="abstractLabel">TOPICS</div> <div class="abstractContent"> <a href="http://jmacheng.not.pl/Topic-Material+Engineering/2577" class="singleKeyword">Material Engineering<div class="icon icon-circle dirRight"></div></a><a href="http://jmacheng.not.pl/Topic-Mechanical+Engineering/2578" class="singleKeyword">Mechanical Engineering</a> <div class="clearAll"> </div> </div> <div class="abstractLabel">ABSTRACT</div> <div class="abstractContent realAbstract" >Decoupling approach presents a novel solution/alternative to the highly time-consuming fluid-thermal-structural simulation procedures when thermal effects and resultant displacements on machine tools are analyzed. Using high dimensional Characteristic Diagrams (CDs) along with a Clustering Algorithm that immensely reduces the data needed for training, a limited number of CFD simulations can suffice in effectively decoupling fluid and thermal-structural simulations. This approach becomes highly significant when complex geometries or dynamic components are considered. However, there is still scope for improvement in the reduction of time needed to train CDs. Parallel computation can be effectively utilized in decoupling approach in simultaneous execution of (i) CFD simulations and data export, and (ii) Clustering technique involving Genetic Algorithm and Radial Basis Function interpolation, which clusters and optimizes the training data for CDs. Parallelization reduces the entire computation duration from several days to a few hours and thereby, improving the efficiency and ease-of-use of decoupling simulation approach.</div> <a class="anchor" id="acknowledgements"></a> <div class="abstractLabel">ACKNOWLEDGEMENTS</div> <div class="abstractContentReal"> <div class="">This research was supported by a German Research Foundation (DFG) grant within the Collaborative Research Centers/Transregio 96, Project ID 174223256 – TRR96, which is gratefully acknowledged.</div> </div> <a class="anchor" id="references"></a> <div class="abstractLabel"><span class="block">REFERENCES</span><span class="block"> </span><span class="block">(17)</span></div> <div class="abstractContent"> <a class="anchor" id="1"></a> <div class="ref" id="ref_1"> <div class="dirLeft refNo">1.</div> <div class="dirLeft refText"> <div style="word-break: break-word;">GLAENZEL J., IHLENFELDT S., NAUMANN C., PUTZ M., 2018, Efficient quantification of free and forced 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Parallel Computing in Automation of Decoupled Fluid-Thermostructural Simulation Approach