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			<titleStmt><title level='a'>Using open-science workflow tools to produce SCEC CyberShake physics-based probabilistic seismic hazard models</title></titleStmt>
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				<publisher>Frontier Media SA</publisher>
				<date>05/01/2024</date>
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					<idno type="par_id">10537933</idno>
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					<title level='j'>Frontiers in high performance computing</title>
<idno>2813-7337</idno>
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					<author>S Callaghan</author><author>P Maechling</author><author>F Silva</author><author>M Su</author><author>K Milner</author><author>R Graves</author><author>K Olsen</author><author>Y Cui</author><author>K Vahi</author><author>A Kottke</author><author>C Goulet</author><author>E Deelman</author><author>T Jordan</author><author>Y Ben-Zion</author>
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			<abstract><ab><![CDATA[n Y ( ) U si n g o p e n -s ci e n c e w or k fl o w t o ol s t o pr o d u c e S C E C C y b er S h a k e p h y si c s -b a s e d pr o b a bili sti c s ei s mi c h a z ar d m o d el s. Fr o nt. Hi g h P erf or m. C o m p ut. : . d oi: . /f h p c p. . C O P Y RI G H T © C all a g h a n, M a e c hli n g, Sil v a, S u, Mil n er, Gr a v e s, Ol s e n, C ui, V a hi, K ott k e, G o ul et, D e el m a n, J or d a n a n d B e n -Zi o n. T hi s i s a n o p e n -a c c e s s arti cl e di stri b ut e d u n d er t h e t er m s of t h e Cr e ati v e C o m m o n s Attri b uti o n L i c e n s e ( C C B Y). T h e u s e, di stri b uti o n or re pr o d u cti o n i n ot h er f or u m s i s p er mitt e d, pr o vi d e d t h e ori gi n al a ut h or( s) a n d t h e c o p yri g ht o w n er( s) ar e cr e dit e d a n d t h at t h e ori gi n al p u bli c ati o n i n t hi s j o ur n al i s cit e d, i n a c c or d a n c e wit h a c c e pt e d a c a d e mi c pr a cti c e. N o u s e, di stri b uti o n or r e pr o d u cti o n i s p er mitt e d w hi c h d o e s n ot c o m pl y wit h t h e s e t er m s. U si n g o p e n -s ci e n c e w or k fl o w t o ol s t o pr o d u c e S C E C C y b er S h a k e p h y si c s -b a s e d pr o b a bili sti c s ei s mi c h a z ar d m o d el s S c ott C all a g h a n * , P hili p J. M a e c hli n g , F a bi o Sil v a , M ei -H ui S u , K e vi n R. Mil n er , R o b ert W. Gr a v e s , Ki m B. Ol s e n , Yif e n g C ui , K ar a n V a hi , Al b ert K ott k e , C hri sti n e A. G o ul et , E w a D e el m a n , T h o m a s H. J or d a n a n d Y e h u d a B e n -Zi o n]]></ab></abstract>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head>n. T h e n D A G M a n, t hr o u g h t h e H T C o n d or sc he d d, s u b mits t h e j o bs t o t h e b at c h s c h e d ul er o n t h e t ar g et r e m ot e s yst e m. W h e n t h e</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>F or e x a m pl e, o n e of t h e st e ps i n C y b er S h a k e is t h e cr e ati o n of a C art esi a n v el o cit y m es h, w h er e e a c h n o d e i n t h e m es h c o nt ai ns e art h m at eri al pr o p erti es s u c h as t h e s p e e d of s eis mi c w a v es o bt ai n e d fr o m a C V M. I n e arl y C y b er S h a k e st u di es, t h e m es h w as cr</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>c o m pl et e, t h e w or k ers as k t h e m a n a g er f or n e w t as ks u ntil t h e w or k fl o w fi nis h es. T his e n a bl es C y b er S h a k e t o e x e c ut e t e ns of t h o us a n ds of s h ort-r u n ni n g t as ks wit h hi g h t hr o u g h p ut, si n c e t h e t as k s c h e d uli n g is h a n dl e d b y P M C o v er M PI r at h er t h a n b y t h e b at c h s c h e d ul er, w hi</head> <ab><ref type="table">1 8 0</ref>, </ab><ab><ref type="table">3 7 5 -4 0 4. d oi: 1 0. 1 1 1 1/j. 1 3 6 5-2 4 6 X. 2 0 0 9. 0 4 4 1 7</ref> </ab><ab><ref type="table">3 6</ref>, </ab><ab><ref type="table">1 1 8 8 -1 2 0 7.  d oi: 1 0. 1 1 7 7/ 8 7 5 5 2 9 3 0 2 0 9 1 9 4 1</ref> </ab><p>Ta b or d a, R., Ols e n, K. B., Gr a v es, R. W., Sil v a, F., K h os h n e vis, N., S a vr a n, W. H., et al. ( 2 0 1 8). " Hi g h-fr e q u e n c y si m ul ati o ns: v eri fi c ati o n a n d v ali d ati o n of t h e M 5. 1 L a H a br a, C A, E art h q u a k e," i n Pr ocee di n gs of t he 1 1t h N ati o n al C o nfere nce o n E art h q u a ke E n gi neeri n g ( E art h q u a k e E n gi n e eri n g R es e ar c h I nstit ut e). Av ail a bl e o nli n e at: htt ps:// 1 1 n c e e. or g/i m a g es/ pr o gr a m/ p a p ers/ 1 1 N C E E-0 0 1 8 6 9. p df ( a c c ess e d A pril 9, 2 0 2 4). </p></div><note xmlns="http://www.tei-c.org/ns/1.0" place="foot" xml:id="foot_0"><p>Fr o nti er s i n Hi g h P erf or m a n c e C o m p uti n g fr o nti er si n. or g</p></note>
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