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Author:

Yuan, Haitao (Yuan, Haitao.) | Bi, Jing (Bi, Jing.) (Scholars:毕敬) | Zhou, MengChu (Zhou, MengChu.) | Ammari, Ahmed Chiheb (Ammari, Ahmed Chiheb.)

Indexed by:

EI Scopus SCIE

Abstract:

A growing number of companies deploy their applications in green data centers (GDCs) and provide services to tasks of global users. Currently, a growing number of GDC providers aim to maximize their profit by deploying green energy facilities and decreasing brown energy consumption. However, the temporal variation in the revenue, price of grid, and green energy in tasks' delay bounds makes it challenging for GDC providers to achieve profit maximization while strictly guaranteeing delay constraints of all admitted tasks. Unlike existing studies, a time-aware task scheduling (TATS) algorithm that investigates the temporal variation and schedules all admitted tasks to execute in GDC meeting their delay bounds is proposed. In addition, this paper provides the mathematical modeling of task refusal and service rates. In each iteration, TATS solves the formulated profit maximization problem by hybrid chaotic particle swarm optimization based on simulated annealing. Compared with several existing scheduling algorithms, TATS can increase profit and throughput without violating delay constraints of all admitted tasks.

Keyword:

metaheuristic task scheduling hybrid optimization Cloud data center resource provisioning profit maximization delay bounded tasks green computing

Author Community:

  • [ 1 ] [Yuan, Haitao]Beijing Jiaotong Univ, Sch Software Engn, Beijing 100044, Peoples R China
  • [ 2 ] [Bi, Jing]Beijing Univ Technol, Sch Software Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Zhou, MengChu]New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA
  • [ 4 ] [Ammari, Ahmed Chiheb]Sultan Qaboos Univ, Coll Engn, Dept Elect & Comp Engn, Muscat 123, Oman
  • [ 5 ] [Ammari, Ahmed Chiheb]Carthage Univ, Natl Inst Appl Sci & Technol, Lab Mat Measurements & Applicat, Tunis 1080, Tunisia

Reprint Author's Address:

  • 毕敬

    [Bi, Jing]Beijing Univ Technol, Sch Software Engn, Beijing 100124, Peoples R China

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Source :

IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING

ISSN: 1545-5955

Year: 2018

Issue: 3

Volume: 15

Page: 1138-1151

5 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:156

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 59

SCOPUS Cited Count: 66

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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