Application of multi-agent coalition in network public opinion monitoring based on cultural algorithm

被引:0
|
作者
Liu, Sai-Nan [1 ,2 ]
Chen, Ming-Liang [1 ]
机构
[1] College of Management, Zhejiang University, Hangzhou,310058, China
[2] College of Digital Media and Artistic Design, Hangzhou Dianzi University, Hangzhou,310018, China
来源
Kongzhi yu Juece/Control and Decision | 2014年 / 29卷 / 09期
关键词
Calculation process - Coalition - Crossover and mutation - Cultural Algorithm - Culture algorithm - Dynamic coalitions - Encoding rules - Network public opinions;
D O I
10.13195/j.kzyjc.2013.0736
中图分类号
学科分类号
摘要
It would waste a lot of time and money to search agent one by one for achieving the best coalition's behalf in a cloud platform of network public opinion monitoring. In order to solve the above problem, a dynamic coalition mechanism based on the concept of ability group is proposed. The proposed mechanism can add in new agent or delete old agent from ability group according to the performance of agent. In this way, more complex tasks can be completed by selecting agents from these ability group to form agent coalition. A coalition algorithm based on the culture algorithm is proposed. The calculation process and the rules of encoding, selection, crossover and mutation are discussed in detail. The simulation result shows that the proposed approach is feasible and effective.
引用
收藏
页码:1724 / 1728
相关论文
共 50 条
  • [31] Simulated Annealing for Multi-agent Coalition Formation
    Keinanen, Helena
    AGENT AND MULTI-AGENT SYSTEMS: TECHNOLOGIES AND APPLICATIONS, PROCEEDINGS, 2009, 5559 : 30 - 39
  • [32] Coalition formation in manufacturing multi-agent systems
    Pechoucek, M
    Marík, V
    Stepánková, O
    11TH INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATION, PROCEEDINGS, 2000, : 241 - 246
  • [33] Coalition Formation in Multi-Agent Systems Based on Bottlenose Dolphin Alliances
    Haque, Musad A.
    Egerstedt, Magnus
    2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 3280 - 3285
  • [34] A Distributed Algorithm Based on Multi-agent Network for Solving Linear Algebraic Equation
    Liu, Qingshan
    Xiong, Jiang
    Zhong, Jing
    Ying, Hong
    Li, Kaixuan
    ADVANCES IN NEURAL NETWORKS - ISNN 2018, 2018, 10878 : 415 - 422
  • [35] Dependent Tasks Scheduling Algorithm for Multi-Agent System and Network based Workshop
    Huang Jian-she
    Tao Jian-wen
    PROCEEDINGS OF THE 14TH YOUTH CONFERENCE ON COMMUNICATION, 2009, : 10 - 14
  • [36] Simulation of distillation unit based on artificial immune network multi-agent algorithm
    Shi, Xuhua
    Qian, Feng
    Huagong Xuebao/CIESC Journal, 2010, 61 (12): : 3186 - 3192
  • [37] Coalition formation mechanism in multi-agent systems based on genetic algorithms
    Yang, Jingan
    Luo, Zhenghu
    APPLIED SOFT COMPUTING, 2007, 7 (02) : 561 - 568
  • [38] Satellite Network Traffic Scheduling Algorithm Based on Multi-Agent Reinforcement Learning
    Zhang, Tingting
    Zhang, Mingqi
    Yang, Lintao
    Dong, Tao
    Yin, Jie
    Liu, Zhihui
    Wu, Jing
    Jiang, Hao
    19TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2021), 2021, : 761 - 768
  • [39] A Multi-agent Based Failure Prediction Method Using Neural Network Algorithm
    Wu, Wei
    Zhang, Feng
    Liu, Min
    Shen, Weiming
    2014 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2014, : 2268 - 2272
  • [40] A Distribution Network Restoration Decision Support Algorithm Based on Multi-Agent System
    Liu, Yu
    Hou, Yunhe
    Lei, Shunbo
    Wang, Dong
    2016 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2016, : 33 - 37