Lamarckian and Lifelong Memetic Search in Agent-Based Computing

被引：0
|
作者：
Korczynski, Wojciech [1 ]
Kisiel-Dorohinicki, Marek [1 ]
Byrski, Aleksander [1 ]
机构：
[1] AGH Univ Sci & Technol, Dept Comp Sci, Al Mickiewicza 30, PL-30059 Krakow, Poland
来源：
APPLICATIONS OF EVOLUTIONARY COMPUTATION, EVOAPPLICATIONS 2017, PT I | 2017年 / 10199卷
关键词：
Memetic algorithms; Agent-based computing; Continuous optimization; Metaheuristics; MULTIAGENT SYSTEM; OPTIMIZATION; MODEL; ALGORITHMS;
D O I：
10.1007/978-3-319-55849-3_17
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
Memetic algorithms when used with care can help in balancing exploitation and exploration of the metaheuristics, without the overhead measured by the rapidly increased number of function fitness calls. The paper tackles such balancing of use of metaheuristics in an agent-oriented setting. In particular, application of local search during a computing agent's life is researched. The results shown for selected benchmark functions are presented along with necessary statistic testing.
引用
收藏
页码：253 / 265
页数：13
相关论文
共 50 条
  • [31] An agent-based memetic algorithm (AMA) for solving constrained optimization problems
    Ullah, Abu S. S. M. Barkat
    Sarker, Ruhul
    Cornforth, David
    Lokan, Chris
    2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 999 - 1006
  • [32] An Agent-based Memetic Algorithm (AMA) for Nonlinear Optimization with Equality Constraints
    Ullah, Abu S. S. M. Barkat
    Sarker, Ruhul
    Lokan, Chris
    2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 70 - 77
  • [33] Agent-based Evolutionary and Memetic Black-box Discrete Optimization
    Kowol, Michal
    Pietak, Kamil
    Kisiel-Dorohinicki, Marek
    Byrski, Aleksander
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE (ICCS 2017), 2017, 108 : 907 - 916
  • [34] Agent-based resource management for grid computing
    Cao, JW
    Spooner, DP
    Turner, JD
    Jarvis, SA
    Kerbyson, DJ
    Saini, S
    Nudd, GR
    CCGRID 2002: 2ND IEEE/ACM INTERNATIONAL SYMPOSIUM ON CLUSTER COMPUTING AND THE GRID, PROCEEDINGS, 2002, : 350 - 351
  • [35] Agent-based accountable grid computing systems
    Lee, Wonjun
    Squicciarini, Anna
    Bertino, Elisa
    JOURNAL OF SUPERCOMPUTING, 2013, 65 (02): : 903 - 929
  • [36] Agent-Based Adaptive Mobile Computing in Games
    Burke, Damian
    Hessler, Axel
    Albayrak, Sahin
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS & MULTIAGENT SYSTEMS (AAMAS'15), 2015, : 1905 - 1906
  • [37] General Purpose Agent-Based Parallel Computing
    Sanchez, David
    Isern, David
    Rodriguez, Angel
    Moreno, Antonio
    DISTRIBUTED COMPUTING, ARTIFICIAL INTELLIGENCE, BIOINFORMATICS, SOFT COMPUTING, AND AMBIENT ASSISTED LIVING, PT II, PROCEEDINGS, 2009, 5518 : 232 - 239
  • [38] An agent-based approach to imagery and geospatial computing
    George Mason University, Center for Image Analysis, Dept. of Computer Science, Fairfax, VA 22030, United States
    Proc Int Conf Autonom Agents, 1600, (228-229):
  • [39] Research on agent-based IGDSS in pervasive computing
    Lin, Zhihong
    Guo, Chaozhen
    2006 1ST INTERNATIONAL SYMPOSIUM ON PERVASIVE COMPUTING AND APPLICATIONS, PROCEEDINGS, 2006, : 306 - +
  • [40] Massively concurrent agent-based evolutionary computing
    Krzywicki, D.
    Turek, W.
    Byrski, A.
    Kisiel-Dorohinicki, M.
    JOURNAL OF COMPUTATIONAL SCIENCE, 2015, 11 : 153 - 162
12345