An extended contract-net negotiation model based on task coalition and genetic algorithm

被引:0
作者
Tao, Hai-Jun [1 ]
Wang, Ya-Dong [1 ]
Guo, Viao-Zu [1 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China
来源
PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7 | 2007年
关键词
multi-agent system; negotiation; task coalition; generic algorithm; task allocation;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Multi-agent negotiation has been one of the key problems in the multi-agent research area. An extended contract-net negotiation model based on task coalition and genetic algorithm is presented after analyzing the advantage and disadvantage of the classical contract-net negotiation model. Formalized definition method and coalition generation algorithm are given. A specialized genetic algorithm, which is optimized by optimized initial colony selection, optimized parent crossover/mutation and the using of Metropolis rule, is used to solve the task allocation in the coalition. The algorithm improves the efficiency of task allocation and reduces the communication cost. By testing and analyzing an example of a missile defense system, it is proved that the model can reduce the negotiation cost effectively contrast with the classical contract-net model on the basis of ensuring the negotiation quality.
引用
收藏
页码:879 / 884
页数:6
相关论文
共 50 条
  • [21] Effect of Alternative Distributed Task Allocation Strategy Based on Local Observations in Contract Net Protocol
    Sugawara, Toshiharu
    Fukuda, Kensuke
    Hirotsu, Toshio
    Kurihara, Satoshi
    PRINCIPLES AND PRACTICE OF MULTI-AGENT SYSTEMS, 2012, 7057 : 90 - +
  • [23] A Mechanism to Form Coalition in Multi-agent System Based on Genetic Algorithm
    Zhang Jijun
    Zhang Jiping
    Tian Baoguo
    Zhang Jinchun
    PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 7, 2008, : 155 - 159
  • [24] Research on the bilateral negotiation algorithms of cooperative design system based on genetic algorithm
    Wang, SM
    Hu, WB
    PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN, VOLS 1 AND 2, 2005, : 39 - 43
  • [25] Research on Negotiation Game of Supply-sale Contract of Agricultural Products Based on Bargaining Model
    Dai, Ying
    Shi, Yun
    Song, Han
    2013 SIXTH INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING (BIFE), 2014, : 419 - 423
  • [26] Task Allocation of Web System Based on Immune Genetic Algorithm
    Chen Meimei
    Wang Fudong
    Tang Bingyong
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 5067 - 5070
  • [27] An Incentive Algorithm for Cross-region Task Allocation based on Worker Coalition Under Mobile Crowdsourcing
    Jiang, Kaige
    Gao, Yang
    Wang, Peng
    Gao, Zhaolong
    Tong, Xiangrong
    Wang, Yingjie
    Cai, Zhipeng
    Li, Yingxin
    Jin, Shilong
    2024 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES, ICWS 2024, 2024, : 188 - 197
  • [28] Multi-Robot Coalition Formation Problem: Task Allocation with Adaptive Immigrants Based Genetic Algorithms
    Rauniyar, Amit
    Muhuri, Pranab K.
    2016 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2016, : 137 - 142
  • [29] Task allocation mechanism Based on Genetic Algorithm in Wireless Sensor Networks
    Hu, Xiaoqing
    Xu, Bugong
    2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL I, 2010, : 37 - 42
  • [30] Task Allocation Mechanism Based on Genetic Algorithm in Wireless Sensor Networks
    Hu, Xiaoqing
    Xu, Bugong
    APPLIED INFORMATICS AND COMMUNICATION, PT I, 2011, 224 : 46 - 58