Buffered local search for efficient memetic agent-based continuous optimization

被引：7

作者：

Korczynski, Wojciech ^{[1
]}

Byrski, Aleksander ^{[1
]}

Kisiel-Dorohinicki, Marek ^{[1
]}

机构：

[1] AGH Univ Sci & Technol, Dept Comp Sci, Fac Comp Sci Elect & Telecommun, Al Mickiewicza 30, PL-30059 Krakow, Poland

来源：

JOURNAL OF COMPUTATIONAL SCIENCE | 2017年 / 20卷

关键词：

Memetic algorithms; Agent-based computing; Continuous optimization; Meta-heuristics; EVOLUTIONARY; ALGORITHMS; MODEL;

D O I：

10.1016/j.jocs.2017.02.001

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

In this paper, a memetic search in classic and agent-based evolutionary algorithms are discussed. A local search is applied in an innovative way; namely, during an agent's life and in a classic way during the course of reproduction. Moreover, in order to efficiently utilize the computing power available, an efficient mechanism based on caching parts of the fitness function in the local search is proposed. The experimental results obtained for selected high-dimensional benchmark functions (with 5000 dimensions) show the apparent advantage of the proposed mechanism. (C) 2017 Elsevier B.V. All rights reserved.

引用

页码：112 / 117

页数：6

共 50 条

[21] Supporting efficient execution of continuous space agent-based simulation on GPU
Li, Xiaosong
Cai, Wentong
Turner, Stephen John
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2016, 28 (12): : 3313 - 3332
[22] Achieving Memetic Adaptability by Means of Agent-Based Machine Learning
Acampora, Giovanni
Manuel Cadenas, Jose
Loia, Vincenzo
Munoz Ballester, Enrique
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2011, 7 (04) : 557 - 569
[23] CBSO: a memetic brain storm optimization with chaotic local search
Yang Yu
Shangce Gao
Shi Cheng
Yirui Wang
Shuangyu Song
Fenggang Yuan
Memetic Computing, 2018, 10 : 353 - 367
[24] Agent-Based Distributed Analytical Search
Das, Subrata
Ascano, Ria
Macarty, Matthew
ADVANCES IN PRACTICAL APPLICATIONS OF AGENTS, MULTI-AGENT SYSTEMS, AND SUSTAINABILITY, 2015, 9086 : 40 - 52
[25] Agent-Based Semantic Collaborative Search
Sensoy, Murat
JOURNAL OF INTERNET TECHNOLOGY, 2013, 14 (02): : 231 - 245
[26] Model of Agent-based individuation search
Song, Bin
Yu, Kai
Nanjing Li Gong Daxue Xuebao/Journal of Nanjing University of Science and Technology, 2002, 26 (03): : 295 - 298
[27] Agent-Based Approach to Continuous Optimisation
Byrski, Aleksander
Kisiel-Dorohinicki, Marek
MAN-MACHINE INTERACTIONS 3, 2014, 242 : 487 - 494
[28] Agent-Based Collaborative Random Search for Hyperparameter Tuning and Global Function Optimization
Esmaeili, Ahmad
Ghorrati, Zahra
Matson, Eric T. T.
SYSTEMS, 2023, 11 (05):
[29] Multiobjective memetic algorithms with quadratic approximation-based local search for expensive optimization in electromagnetics
Wanner, Elizabeth F.
Guimaraes, Frederico G.
Takahashi, Ricardo H. C.
Lowther, David A.
Ramirez, Jaime A.
IEEE TRANSACTIONS ON MAGNETICS, 2008, 44 (06) : 1126 - 1129
[30] Local search with quadratic approximations into memetic algorithms for optimization with multiple criteria
Wanner, Elizabeth F.
Guimaraes, Frederico G.
Takahashi, Ricardo H. C.
Fleming, Peter J.
EVOLUTIONARY COMPUTATION, 2008, 16 (02) : 185 - 224

← 1 2 3 4 5 →