华中科技大学学报(自然科学版)2023,Vol.51Issue(12):20-28,9.DOI:10.13245/j.hust.239409
模拟生态平衡机制的牵制平衡算法及其应用研究
Research on interdependence balance algorithm and its application by simulating ecological balance mechanism
摘要
Abstract
To expand the application of bionic algorithm in solving engineering design optimization problems,the ecological balance mechanism of nature was simulated and a new bionic algorithm:interdependence balance algorithm was proposed.Self-growth function,interdependence function,growth function and algorithm mechanism were constructed by taking the population types corresponding to the dimension of design variables,the population size corresponding to the value of design variables,the interdependence relationship between species as the optimization driving force and the steady-state balance of the system as the optimization goal.Through the convergence test,different basic resources test and multi-species solution test of the algorithm,the effectiveness of the algorithm was verified.Taking three engineering design problems as comparative experimental cases,the results show that compared with the existing algorithms,the interdependence balance algorithm can obtain optimal solutions in these problems and it is a new algorithm with practicability and competitiveness.关键词
仿生算法/生态平衡机制/非确定性多项式难题(NP-hard问题)/资源配置/工程设计Key words
bionic algorithms/ecological balance mechanism/NP-hard(non-deterministic polynomial-hard)problems/resource allocation/engineering design分类
信息技术与安全科学引用本文复制引用
罗亚波,滕红玺..模拟生态平衡机制的牵制平衡算法及其应用研究[J].华中科技大学学报(自然科学版),2023,51(12):20-28,9.基金项目
国家自然科学基金资助项目(51875430). (51875430)