信息与控制2025，Vol.54Issue(2)：206-225,20.DOI:10.13976/j.cnki.xk.2024.1522
智能优化算法自动设计综述
Review of Automated Design of Intelligent Optimization Algorithm
摘要
Abstract
Intelligent optimization algorithms have been successfully applied to solveing complex and challenging combinatorial optimization problems.However,these manually designed algorithms re-lying on multi-domain expertise are often abandoned after solving specific problem instances,resul-ting in a waste of computing resources.Therefore,automated algorithm design has gradually be-come a research hotspot in the field of intelligent optimization intelligent algorithms.We provide a systematic review of the automated design method of intelligent optimization algorithms.Firstly,we investigate the relevant literature publication of and keyword clustering to analyze the development trend and acquire three hot research topics by using bibliometrics:Algorithm configuration,algo-rithm selection,and algorithm composition.Secondly,we review the existing automated algorithm design methods and frameworks,summarizing their advantages and disadvantages and analyzing their applicability in different problem scenarios.Finally,we present future research directions for automated algorithm design.关键词
智能优化算法/自动算法设计/自动算法调参/自动算法选择/自动算法组合Key words
intelligent optimization algorithm/automated algorithm design/automated algorithm configuration/automated algorithm selection/automated algorithm composition分类
计算机与自动化引用本文复制引用
蚁文洁,刘婷婷,牛奔..智能优化算法自动设计综述[J].信息与控制,2025,54(2):206-225,20.基金项目
国家自然科学基金重点项目(72334004) （72334004）
国家自然科学基金青年科学基金项目(72401202) （72401202）
深圳市科创委高校稳定支持面上项目(20231120174835002) （20231120174835002）
