智能系统学报
智能繫統學報
지능계통학보
CAAI TRANSACTIONS ON INTELLIGENT SYSTEMS
2014年
5期
515-528
,共14页
群体智能%烟花算法%爆炸半径%自适应爆炸半径%动态搜索机制%多目标烟花算法%并行实现
群體智能%煙花算法%爆炸半徑%自適應爆炸半徑%動態搜索機製%多目標煙花算法%併行實現
군체지능%연화산법%폭작반경%자괄응폭작반경%동태수색궤제%다목표연화산법%병행실현
swarm intelligence%fireworks algorithm%explosion amplitude%adaptive explosion amplitude%dynamic search strategy%multi-objective fireworks algorithm%parallel implementation
烟花算法由于具有很强的优化问题求解的能力,近年来逐渐受到研究者的广泛关注。对现有烟花算法的研究工作进行了全面总结,主要包括烟花算法提出的背景、烟花算法的基本原理、单目标烟花算法的改进、混合算法、多目标烟花算法、基于GPU的并行烟花算法以及烟花算法在实际问题中的应用研究等。对于单目标烟花算法及改进算法、混合算法,文中给出了各种改进烟花算法的机制分析和对比研究,最后,给出了烟花算法的未来研究方向,包括爆炸算子搜索机制的深入分析、烟花交互机制研究、多目标烟花算法研究、并行烟花算法研究、扩展烟花算法求解的问题类型以及应用拓展。
煙花算法由于具有很彊的優化問題求解的能力,近年來逐漸受到研究者的廣汎關註。對現有煙花算法的研究工作進行瞭全麵總結,主要包括煙花算法提齣的揹景、煙花算法的基本原理、單目標煙花算法的改進、混閤算法、多目標煙花算法、基于GPU的併行煙花算法以及煙花算法在實際問題中的應用研究等。對于單目標煙花算法及改進算法、混閤算法,文中給齣瞭各種改進煙花算法的機製分析和對比研究,最後,給齣瞭煙花算法的未來研究方嚮,包括爆炸算子搜索機製的深入分析、煙花交互機製研究、多目標煙花算法研究、併行煙花算法研究、擴展煙花算法求解的問題類型以及應用拓展。
연화산법유우구유흔강적우화문제구해적능력,근년래축점수도연구자적엄범관주。대현유연화산법적연구공작진행료전면총결,주요포괄연화산법제출적배경、연화산법적기본원리、단목표연화산법적개진、혼합산법、다목표연화산법、기우GPU적병행연화산법이급연화산법재실제문제중적응용연구등。대우단목표연화산법급개진산법、혼합산법,문중급출료각충개진연화산법적궤제분석화대비연구,최후,급출료연화산법적미래연구방향,포괄폭작산자수색궤제적심입분석、연화교호궤제연구、다목표연화산법연구、병행연화산법연구、확전연화산법구해적문제류형이급응용탁전。
Fireworks algorithm ( FWA ) has shown great successes in dealing with complex optimization problems and has attracted a great amount of attention recently.In this paper, FWA was completely analyzed, Including the FWA background evaluation, the study of fundamental principles of FWA, developments in single objective FWA optimization, hybrid algorithms, multi-objective fireworks algorithm, graphic processing unit( GPU) based parallel fireworks algorithm, and their applications in practice.For single objective FWA and improved and hybrid algo-rithms, the mechanism analysis and comparative research of various improved FWAs are given in this paper.Final-ly, the future research directions for FWA are pointed out, which include the analysis of explosion operator, study of interaction strategies among the fireworks, research on multi-objective fireworks algorithm and parallel fireworks algorithm, types of solutions to the extended FWA, and application expansion.