A Lévy Flight Based BAT Optimization Algorithm for Block-based Image Compression

IF 0.7 Q3 ENGINEERING, MULTIDISCIPLINARY TEHNICKI GLASNIK-TECHNICAL JOURNAL Pub Date : 2022-09-26 DOI:10.31803/tg-20220329112403
I. Kilic
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引用次数: 1

Abstract

Many metaheuristics have been adopted to solve the codebook generation problem in image processing. In this paper, the Bat algorithm is combined by the Lévy flight distribution to find out the global optimum codebook. The Lévy flight distribution is combined by the local search procedure. Therefore most of the time the bat concentrate on the local area for specific food while it rarely flies to the different parts of the field for better food opportunities. This process strongly guides the bat on the global minimum way and offers better food, then the bat flies to that direction. Consequently, if a bat is captured by a local minimum point accidentally, the Lévy flight step provides a chance to escape from it easily. Numerical results suggest that the proposed Lévy flight based Bat algorithm is better than the classical ones and provides the global optimum codebook for image compression.
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基于lsamvy Flight的BAT优化算法在分块图像压缩中的应用
许多元启发式算法被用于解决图像处理中的码本生成问题。本文将Bat算法与lsamvy飞行分布相结合,求出全局最优码本。将lsamvy飞行分布与局部搜索程序相结合。因此,大多数时候,蝙蝠都集中在当地寻找特定的食物,而很少飞到田野的不同地方寻找更好的食物机会。这一过程有力地引导了蝙蝠的全局最小路径,并提供了更好的食物,然后蝙蝠飞向那个方向。因此,如果一只蝙蝠偶然被局部最小点捕获,那么lsamvy飞行步骤提供了一个很容易逃脱的机会。数值结果表明,该算法优于经典算法,为图像压缩提供了全局最优码本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
TEHNICKI GLASNIK-TECHNICAL JOURNAL
TEHNICKI GLASNIK-TECHNICAL JOURNAL ENGINEERING, MULTIDISCIPLINARY-
CiteScore
1.50
自引率
8.30%
发文量
85
审稿时长
15 weeks
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