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The aim is to reveal and describe patterns and dynamics of urban bicycle crashes on various spatial scale levels and temporal resolutions through a multi-stage workflow.
Our approach utilises a multi-stage simulation workflow to evaluate the outcome of 64 shelter configurations subject to three different fires.
The related works described in this section consider multi-stage jobs (workflows) with deadlines; however, most of the works focus on scheduling a single workflow or a fixed number of workflows (i.e. a batch workload on a closed system).
A multi stage sampling technique was employed.
A multi stage cluster sampling was applied.
The use of distributed computing environments for processing multi-stage jobs (workflows) has received significant attention from researchers in the past few years.
This paper describes a resource allocation and scheduling technique called RM-DCWF that can efficiently perform matchmaking and scheduling for an open stream of multi-stage jobs (workflows) with SLAs on a computing environment such as a private cluster or a set of resources acquired a priori from a public cloud.
The focus of this paper is to devise an efficient matchmaking and scheduling technique for processing an open stream of multi-stage jobs (workflows) with SLAs on a distributed computing environment with a fixed number of resources (e.g. a private cluster or a set of resources acquired a priori from a public cloud).
A representative set of existing work related to resource management on distributed systems for processing multi-stage jobs, including workflows (see Section "Resource management on distributed systems for processing workflows") and MapReduce jobs (see Section "Resource management techniques on distributed systems for processing MapReduce jobs"), is presented next.
This paper concerns the problem of matchmaking and scheduling an open stream of multi-stage jobs (or workflows) with Service Level Agreements (SLAs) on a cloud or cluster.
The algorithms devised to decompose the end-to-end deadline for multi-stage jobs are described in Section "Deadline budgeting algorithm for workflows".
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