Cognitive Radio Engine Design Based on Ant Colony Optimization

被引:40
|
作者
Zhao, Nan [1 ]
Li, Shuying [2 ]
Wu, Zhilu [2 ]
机构
[1] Dalian Univ Technol, Sch Informat & Telecommun Engn, Dalian 116024, Liaoning, Peoples R China
[2] Harbin Inst Technol, Sch Elect & Informat Technol, Harbin 50001, Heilongjiang, Peoples R China
关键词
Cognitive radio; Decision engine; Ant colony optimization; Mutation mechanism; Genetic algorithm; ALGORITHM;
D O I
10.1007/s11277-011-0225-7
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In this letter, a mutated ant colony optimization (MACO) cognitive radio engine is proposed, and it is the first time to apply ACO algorithm to this problem. The cognitive radio is a promising technology nowadays to alleviate the apparent scarcity of available radio spectrum, and the cognitive radio engine determines the optimal radio transmission parameters for the system. The cognitive engine problem is usually solved by genetic algorithm (GA), however, the GA converges slowly and its performance can still be improved. Hence, MACO algorithm with excellent performance is applied to the cognitive engine in this letter. Simulation results show that the fitness scores obtained by the MACO engine are much better than the ACO and GA engines in different scenarios.
引用
收藏
页码:15 / 24
页数:10
相关论文
共 50 条
  • [41] Parameter Optimization of Compressor Based on an Ant Colony Optimization
    Zhong Mei-peng
    ADVANCES IN ENGINEERING DESIGN AND OPTIMIZATION III, PTS 1 AND 2, 2012, 201-202 : 916 - 919
  • [42] An ant colony optimization based layout optimization algorithm
    Sun, ZG
    Teng, HF
    2002 IEEE REGION 10 CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND POWER ENGINEERING, VOLS I-III, PROCEEDINGS, 2002, : 675 - 678
  • [43] Optimization and off-design calculations of a turbojet engine using the hybrid ant colony - particle swarm optimization method
    Piskin, Altug
    Baklacioglu, Tolga
    Turan, Onder
    AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2022, 94 (06): : 1025 - 1035
  • [44] A Reliability-based Design Optimization of Crane Metallic Structure based on Ant colony optimization and LHS
    Fan, Xiaoning
    Zhou, Jiuxiang
    2018 13TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2018, : 1470 - 1475
  • [45] PLANTS:: Application of ant colony optimization to structure-based drug design
    Korb, Oliver
    Stutzle, Thomas
    Exner, Thomas E.
    ANT COLONY OPTIMIZATION AND SWARM INTELLIGENCE, PROCEEDINGS, 2006, 4150 : 247 - 258
  • [46] Optimization design of movement parameters of a vibrating screen based on the ant colony algorithm
    Li, Zhi
    Zhou, Long
    Wang, Dong
    Nongye Jixie Xuebao/Transactions of the Chinese Society of Agricultural Machinery, 2004, 35 (03):
  • [47] The Optimization Design of Emergency Logistics Distribution Path Based on Ant Colony Algorithm
    Wei, Xiao
    Chang, Xiang-quan
    PROCEEDINGS OF THE 6TH INTERNATIONAL ASIA CONFERENCE ON INDUSTRIAL ENGINEERING AND MANAGEMENT INNOVATION: CORE THEORY AND APPLICATIONS OF INDUSTRIAL ENGINEERING, VOL 1, 2016, : 23 - 31
  • [48] Optimization design of four bar mechanism based on the improved ant colony algorithm
    Huangshi Institute of Technology, Huangshi 435003, China
    Nongye Jixie Xuebao, 2006, 1 (149-151):
  • [49] Learning Sparse Fuzzy Cognitive Maps By Ant Colony Optimization
    Ye, Nan
    Gao, Ming
    Zhang, Rongwei
    Wang, Dehong
    He, Xianhua
    Lu, Jun
    Wu, Zhengyan
    Zheng, Qi
    2013 10TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2013, : 68 - 76
  • [50] Design and optimization of logistics distribution route based on improved ant colony algorithm
    Liu, Dan
    Hu, Xiulian
    Jiang, Qi
    OPTIK, 2023, 273