Evolving Agent-based Models Using Complexification Approach

被引：0

作者：

Wagner, Michael ^{[1
]}

Cai, Wentong ^{[2
]}

Lees, Michael H. ^{[3
]}

Aydt, Heiko ^{[1
]}

机构：

[1] TUM CREATE, 1 Create Way, Singapore 138602, Singapore

[2] Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore

[3] Univ Amsterdam, Inst Informat, Amsterdam, Netherlands

来源：

2014 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE | 2014年 / 29卷

基金：

新加坡国家研究基金会;

关键词：

Evolutionary Computing; Agent-based Simulation; Modelling; Artificial Life;

D O I：

10.1016/j.procs.2014.05.028

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

This paper focuses on parameter search for multi-agent based models using evolutionary algorithms. Large numbers and variable dimensions of parameters require a search method which can efficiently handle a high dimensional search space. We are proposing the use of complexification as it emulates the natural way of evolution by starting with a small constrained search space and expanding it as the evolution progresses. We examined the effects of this method on an EA by evolving parameters for two multi-agent based models.

引用

页码：310 / 321

页数：12

共 50 条

[31] Modeling And Simulating Hierarchies Using An Agent-Based Approach
Mueller, J. -P.
Ratze, C.
Gillet, F.
Stoffel, K.
MODSIM 2005: INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION: ADVANCES AND APPLICATIONS FOR MANAGEMENT AND DECISION MAKING: ADVANCES AND APPLICATIONS FOR MANAGEMENT AND DECISION MAKING, 2005, : 1631 - 1638
[32] Using agent-based approach to tracking moving objects
Shakshuki, E
Wang, YG
AINA 2003: 17TH INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS, 2003, : 578 - 581
[33] Agent-based approach for manufacturing
Sousa, Paulo
Ramos, Carlos
Neves, Jose
WMSCI 2005: 9TH WORLD MULTI-CONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL 4, 2005, : 260 - 265
[34] An Agent-Based Integrated Self-Evolving Service Composition Approach in Networked Environments
Ye, Dayong
He, Qiang
Wang, Yanchun
Yang, Yun
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2019, 12 (06) : 880 - 895
[35] An agent-based approach to VHE
Lin, ST
Chen, JL
2003 INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, VOL 1 AND 2, PROCEEDINGS, 2003, : 145 - 148
[36] Multiscale Computational Modeling of Vascular Adaptation: A Systems Biology Approach Using Agent-Based Models
Corti, Anna
Colombo, Monika
Migliavacca, Francesco
Rodriguez Matas, Jose Felix
Casarin, Stefano
Chiastra, Claudio
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 2021, 9
[37] USING STRUCTURAL EQUATION-BASED METAMODELING FOR AGENT-BASED MODELS
Mertens, Kai G.
Lorscheid, Iris
Meyer, Matthias
2017 WINTER SIMULATION CONFERENCE (WSC), 2017, : 1372 - 1382
[38] An Agent-Based Model of Evolving Community Flood Risk
Tonn, Gina L.
Guikema, Seth D.
RISK ANALYSIS, 2018, 38 (06) : 1258 - 1278
[39] Using Differential Equation-Based Models to Calibrate Agent-Based Diffusion Models
Xiao, Yu
Han, Jingti
IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, 2024, 71 (71) : 586 - 597
[40] Analyzing transportation mode interactions using agent-based models
Uthpala, Nimashi
Hansika, Nanduni
Dissanayaka, Sachini
Tennakoon, Kumushini
Dharmarathne, Samal
Vidanarachchi, Rajith
Alawatugoda, Janaka
Herath, Damayanthi
SN APPLIED SCIENCES, 2023, 5 (12):

← 1 2 3 4 5 →