1. Scheduling tasks with exponential duration on unrelated parallel machines
- Author
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Nouri, Mostafa and Ghodsi, Mohammad
- Subjects
- *
EXPONENTIAL functions , *PARALLEL algorithms , *GRAPH theory , *NP-complete problems , *POLYNOMIALS , *MATHEMATICAL analysis - Abstract
Abstract: This paper introduces a stochastic scheduling problem. In this problem a directed acyclic graphs (DAG) represents the precedence relations among tasks that workers are scheduled to execute. The question is to find a schedule such that if tasks are assigned to workers according to , the expected time needed to execute all the tasks is minimized. The time needed to execute task by worker is a random variable expressed by a negative exponential distribution with parameter and each task can be executed by more than one worker at a time. In this paper, we will prove that the problem in its general form is NP-hard, but when the DAG width is constant, we will show that the optimum schedules can be found in polynomial time. [Copyright &y& Elsevier]
- Published
- 2012
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