Abstract:
Aiming at the status of complex system lack of level thought commonly to be limited of extent simulation, this paper researches the multi-level modeling for Complex Adaptive System(CAS). It combines the theory of co-evolution from the perspective of average fitness of subject, analyzes the generation, transition and evolutionary of middle subsystem, and gets the internal causes of making hierarchical structure. It proposes a mathematical model of level CAS evolution and level framework. The model applies in N-player iterated prisoner’s dilemma, and the result proves that it can emerge a higher and steadier rate of cooperation under high value of N.
Key words:
Complex Adaptive System(CAS),
co-evolution,
modeling
摘要: 针对复杂系统仿真普遍缺乏层级思想,局限于广度模拟的情况,对复杂适应系统(CAS)层级建模进行研究,协同进化理论,从主体平均适应度的角度,分析中间子系统的生成、过渡和演化,得到层级结构产生的内在动因,提出层级CAS演化的数学模型和层级框架。该模型应用于多人重复囚徒博弈,结果证明其能在高N值时形成稳定高合作率。
关键词:
复杂适应系统,
协同进化,
建模
CLC Number:
YANG Cheng; XIE Zhi-long. Multi-level Modeling Research for Complex Adaptive System[J]. Computer Engineering, 2009, 35(22): 244-247.
杨 城;谢志龙. 复杂适应系统的多层级建模研究[J]. 计算机工程, 2009, 35(22): 244-247.