计算机工程2026,Vol.52Issue(9):49-63,15.DOI:10.19678/j.issn.1000-3428.0252962
组网雷达干扰资源分配智能优化算法研究综述
A Review of Research on Intelligent Optimization Algorithms for Jamming Resource Allocation of Networked Radar
摘要
Abstract
The networked radar jamming resource allocation is a typical Non-deterministic Polynomial(NP)problem and a significant challenge,requiring the use of various optimization algorithms to solve it.To address the issues of low computational speed and poor adaptability in traditional jamming resource allocation optimization algorithms,advancements in intelligent optimization algorithms in this field are reviewed.First,a mathematical model and a solution framework for networked radar jamming resource allocation are constructed.The difficulties in solving this model are analyzed,and the advantages of intelligent optimization algorithms in terms of computational efficiency,global optimization capability,and robustness are emphasized.Subsequently,using the Genetic Algorithm(GA),Particle Swarm Optimization(PSO)algorithm,Ant Colony Algorithm(ACA),and various improved algorithms as typical examples,the implementation processes,solution effectiveness,and strengths and weaknesses of intelligent optimization algorithms in networked radar jamming resource allocation are analyzed in detail.Additionally,the application of fusion algorithms and other bionic/machine learning-based intelligent optimization algorithms in this field is summarized,and the advantages and disadvantages of various algorithms are compared and analyzed in terms of aspects such as adaptability,convergence,and global search capability,thus fully demonstrating the current development status of intelligent optimization algorithms.Finally,considering the multiple challenges currently encountered in networked radar jamming resource allocation,future development directions of intelligent optimization algorithms are proposed from four perspectives:algorithm comparison,optimization speed,fusion innovation,and dynamic adaptability.This study provides a valuable reference for the research and practical engineering of intelligent optimization algorithms in networked radar jamming resource allocation.关键词
组网雷达/干扰资源分配/数学模型/智能优化算法/协同干扰Key words
networked radar/jamming resource allocation/mathematical model/intelligent optimization algorithm/cooperative jamming分类
信息技术与安全科学引用本文复制引用
徐智霞,王蕊,沈晓卫,何兵,康伟杰..组网雷达干扰资源分配智能优化算法研究综述[J].计算机工程,2026,52(9):49-63,15.基金项目
火箭军工程大学科研发展基金. ()