An equation-free approach to agent-based computation: Bifurcation analysis and control of stationary states

被引:17
|
作者
Siettos, C. I. [1 ]
Gear, C. W. [2 ]
Kevrekidis, I. G. [2 ]
机构
[1] Natl Tech Univ Athens, Sch Appl Math & Phys Sci, GR-15780 Athens, Greece
[2] Princeton Univ, Dept Chem & Biol Engn, Princeton, NJ 08544 USA
关键词
OPTIMIZATION;
D O I
10.1209/0295-5075/99/48007
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We show how the equation-free approach can be exploited to enable agent-based simulators to perform system-level computations such as bifurcation, stability analysis and controller design. We illustrate these tasks through an event-driven agent-based model describing the dynamic behaviour of many interacting investors in the presence of mimesis. Using short bursts of appropriately initialized runs of the detailed, agent-based simulator, we construct the coarse-grained bifurcation diagram of the (expected) density of agents and investigate the stability of its multiple solution branches. When the mimetic coupling between agents becomes strong enough, the stable stationary state loses its stability at a coarse turning point bifurcation. We also demonstrate how the framework can be used to design a wash-out dynamic controller that stabilizes open-loop unstable stationary states even under model uncertainty. Copyright (C) EPLA, 2012
引用
收藏
页数:6
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