Holonification model for a multilevel agent-based system

被引:4
|
作者
Tchappi, Igor Haman [1 ,2 ]
Galland, Stephane [2 ]
Kamla, Vivient Corneille [3 ]
Kamgang, Jean-Claude [3 ]
Nono, Cyrille Merleau S. [4 ]
Zhao, Hui [2 ]
机构
[1] Univ Ngaoundere, Fac Sci, Ngaoundere, Cameroon
[2] Univ Burgundy Franche Comte, UTBM, LE2I, F-90010 Belfort, France
[3] Univ Ngaoundere, ENSAI, BP 454, Ngaoundere, Cameroon
[4] Max Planck Inst Math Sci, Inseistr 22, D-04103 Leipzig, Germany
关键词
DBSCAN; Holonic multiagent system; Road traffic; Multilevel model; Initial holarchy; MULTIAGENT; SIMULATION; ALGORITHM;
D O I
10.1007/s00779-018-1181-y
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Organizational models and holonic multiagent systems are growing as a powerful tool for modeling and developing a large-scale complex system. The main issue in deploying holonic multiagent systems is the building of the holonic model called holarchy. This paper presents a novel density approach to cluster and hierarchize population in order to build the initial holarchy. The proposal extends Density-Based Spatial Clustering of Applications with Noise (DBSCAN) algorithm. Moreover, multilevel indicators based on standard deviation are proposed in order to evaluate the consistency of the holonification process. The proposed model is tested in a road traffic modeling in order to build the initial holarchy. The paper presents also the main research direction towards the control of internal and external stimuli of traffic over time.
引用
收藏
页码:633 / 651
页数:19
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