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Using a type-based publish/subscribe approach, Flexpath encourages diversity by permitting analytics services to differ in their computational and scaling characteristics and even in their internal execution ... multiple underlying communication protocols used for analytics workflows in which simulation outputs are processed by analytics services residing on the same nodes where they are generated, on the same ... and the nature of the systems on which they run, type-based publish/subscribe must be rethought to enable data exchanges at scale. ...doi:10.1109/ccgrid.2014.104 dblp:conf/ccgrid/DayalBESWZAKP14 fatcat:tcnn45xazfaepobopmnht7viqq
However, running coupled simulation workflows on extreme-scale computing systems presents several challenges. ... Third, the cost of moving large volume of data over system interconnection network becomes dominating and significantly impacts the workflow execution time. ... Flexpath  uses a type-based publish/subscribe approach to implement communications between simulations and concurrent running data analytics. ...fatcat:nrrz3kqxdjbixh3lc2j4o5bsfu
systems and applications. ... Speed and scalability of changes require self-adaptation for special cases. ... Podhorszki, "Flexpath: Type-based publish/subscribe system for large-scale science analytics," Proceedings -14th IEEE/ACM International Symposium on Cluster, Cloud, and Grid Computing, CCGrid 2014, 2014 ...fatcat:k33snspa4zgljjq75rspqz2sde