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Algorithms
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A Novel Dynamic Generalized Opposition-Based Grey Wolf Optimization Algorithm

A novel dynamic generalized opposition-based grey wolf optimization algorithm
Authors: Yanzhen Xing; Donghui Wang; Leiou Wang;

A Novel Dynamic Generalized Opposition-Based Grey Wolf Optimization Algorithm

Abstract

To enhance the convergence speed and calculation precision of the grey wolf optimization algorithm (GWO), this paper proposes a dynamic generalized opposition-based grey wolf optimization algorithm (DOGWO). A dynamic generalized opposition-based learning strategy enhances the diversity of search populations and increases the potential of finding better solutions which can accelerate the convergence speed, improve the calculation precision, and avoid local optima to some extent. Furthermore, 23 benchmark functions were employed to evaluate the DOGWO algorithm. Experimental results show that the proposed DOGWO algorithm could provide very competitive results compared with other analyzed algorithms, with a faster convergence speed, higher calculation precision, and stronger stability.

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Keywords

Industrial engineering. Management engineering, generalized opposition-based learning, function optimization, QA75.5-76.95, T55.4-60.8, Approximation methods and heuristics in mathematical programming, meta-heuristic, grey wolf optimizer, grey wolf optimizer; generalized opposition-based learning; function optimization; heuristic algorithm; meta-heuristic, Nonlinear programming, Electronic computers. Computer science, heuristic algorithm

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
gold