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Journal of Zhejiang University SCIENCE C

ISSN 1869-1951(Print), 1869-196x(Online), Monthly

A hybrid genetic algorithm to optimize device allocation in industrial Ethernet networks with real-time constraints

Abstract: With the advance of automation technology, the scale of industrial communication networks at field level is growing. Guaranteeing real-time performance of these networks is therefore becoming an increasingly difficult task. This paper addresses the optimization of device allocation in industrial Ethernet networks with real-time constraints (DAIEN-RC). Considering the inherent diversity of real-time requirements of typical industrial applications, a novel optimization criterion based on relative delay is proposed. A hybrid genetic algorithm incorporating a reduced variable neighborhood search (GA-rVNS) is developed for DAIEN-RC. Experimental results show that the proposed novel scheme achieves a superior performance compared to existing schemes, especially for large scale industrial networks.

Key words: Optimization, Real-time, Industrial Ethernet, Device allocation, Steady-state genetic algorithm, Variable neighborhood search


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DOI:

10.1631/jzus.C1100045

CLC number:

TP393.11

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Cited:

3

On-line Access:

2011-11-30

Received:

2011-02-28

Revision Accepted:

2011-08-01

Crosschecked:

2011-11-04

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