BEGIN:VCALENDAR PRODID:-//Microsoft Corporation//Outlook MIMEDIR//EN VERSION:2.0 BEGIN:VEVENT DTSTART:20151118T213000Z DTEND:20151118T220000Z LOCATION:18CD DESCRIPTION;ENCODING=QUOTED-PRINTABLE:ABSTRACT: Large-scale simulations can produce tens of terabytes of data per analysis cycle, complicating and limiting the efficiency of workflows. Traditionally, outputs are stored on the file system and analyzed in post-processing. With the rapidly increasing size and complexity of simulations, this approach faces an uncertain future. Trending techniques consist of performing the analysis in situ, utilizing the same resources as the simulation, and/or off-loading subsets of the data to a compute-intensive analysis system. We introduce an analysis framework developed for HACC, a cosmological N-body code, that uses both in situ and co-scheduling approaches for handling petabyte-size outputs. We compare different analysis set-ups ranging from purely off-line, to purely in situ to in situ/co-scheduling. The analysis routines are implemented using the PISTON/VTK-m framework, allowing a single implementation of an algorithm that simultaneously targets a variety of GPU, multi-core, and many-core architectures. SUMMARY:Large-Scale Compute-Intensive Analysis via a Combined In-Situ and Co-Scheduling Workflow Approach PRIORITY:3 END:VEVENT END:VCALENDAR