A data intensive heuristic approach to the two-stage streaming scheduling problem

作者:

Highlights:

• A hybrid scheduling formalization is presented to address the DIC scheduling problem.

• Both the one-stage and two-stage scheduling situations are analyzed in the work.

• A heuristic algorithm is proposed to minimize the Makespan with NP complexity.

• The approximation ratio bound for the algorithm is analyzed theoretically.

摘要

•A hybrid scheduling formalization is presented to address the DIC scheduling problem.•Both the one-stage and two-stage scheduling situations are analyzed in the work.•A heuristic algorithm is proposed to minimize the Makespan with NP complexity.•The approximation ratio bound for the algorithm is analyzed theoretically.

论文关键词:Data intensive computing,Scheduling,Makespan,NP-hard

论文评审过程:Received 27 February 2016, Revised 13 November 2016, Accepted 20 January 2017, Available online 8 February 2017, Version of Record 7 August 2017.

论文官网地址:https://doi.org/10.1016/j.jcss.2017.01.005