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author:

Chen, Xing (Chen, Xing.) [1] | Lin, Chaowei (Lin, Chaowei.) [2] | Lin, Bing (Lin, Bing.) [3]

Indexed by:

EI

Abstract:

Due to the complicated data dependencies between the tasks in a workflow application and the heterogeneous resources in edge-cloud environments, it is difficult to select an optimal tasks-servers solution for scheduling workflow applications in the complex environments. Current research on workflow applications scheduling is mainly concentrated on certain conditions, ignoring the fact that the scheduling environments usually fluctuate. In this article, we deal with reducing the execution cost of multiple workflow applications within the corresponding deadline constraints and improving the network robustness in fuzzy edge-cloud environments. Triangular Fuzzy Numbers (TFNs) are employed to describe the computing capacity of servers and the bandwidth between them in uncertain environments. Specially, a novel Scheduling Strategy based on Particle Swarm Optimization algorithm employing the Quadratic Penalty Function (SSPSO_QPF) is proposed for scheduling multiple workflow applications. Compared with other classic scheduling strategies, simulation results demonstrate that the proposed strategy can generate feasible scheduling schemes even with the strict deadline constraints, and significantly reduce the fuzzy execution cost of multiple workflow applications. © 2013 IEEE.

Keyword:

Combinatorial optimization Complex networks Cost benefit analysis Cost reduction Distributed computer systems Fuzzy sets Particle swarm optimization (PSO)

Community:

  • [ 1 ] [Chen, Xing]Fuzhou University, College of Mathematics and Computer Science, Fuzhou; 350118, China
  • [ 2 ] [Chen, Xing]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou; 350118, China
  • [ 3 ] [Lin, Chaowei]Fuzhou University, College of Mathematics and Computer Science, Fuzhou; 350118, China
  • [ 4 ] [Lin, Chaowei]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou; 350118, China
  • [ 5 ] [Lin, Bing]Fujian Normal University, College of Physics and Energy, Fujian Provincial Key Laboratory of Quantum Manipulation and New Energy Materials, Fuzhou; 350117, China
  • [ 6 ] [Lin, Bing]Fujian Prov. Collab. Innov. Center for Advanced High-Field Superconducting Materials and Engineering, Fuzhou; 350117, China
  • [ 7 ] [Lin, Bing]Peking University, School of Computer Science, Beijing; 100871, China

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Source :

IEEE Transactions on Network Science and Engineering

Year: 2024

Issue: 1

Volume: 11

Page: 1106-1123

6 . 7 0 0

JCR@2023

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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