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首页> 外文期刊>Journal of Theoretical and Applied Information Technology >A GENERIC AGENT-BASED DYNAMIC PROCESS SIMULATION FRAMEWORK: A SELF-ADAPTIVE MODELLING APPROACH
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A GENERIC AGENT-BASED DYNAMIC PROCESS SIMULATION FRAMEWORK: A SELF-ADAPTIVE MODELLING APPROACH

机译:基于通用代理的动态过程仿真框架:一种自适应建模方法

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摘要

Agent-based simulation (ABS) modelling had been a prevalent approach in simulating dynamic processes for a variety of domains. However, the constructed models are usually domain-specific in nature. The proprietary issue of existing modelling approaches limit the possibilities of reusing those constructed models in other application domains. Such limitation also poses issues in model extensibility and customization. Thus, this paper presents a generic ABS framework with self-adaptive modelling approach to address the aforesaid limitations. In the ABS framework, self-adaptive modelling architecture supports construction and re-construction of models autonomously. Simulations were conducted for a few dynamic processes derived from two case studies of New Student Registration and Crime Investigation. Simulation results show that different ABS models were successfully developed, extended and customized by the self-adaptive modelling component in the framework.
机译:基于代理的仿真(ABS)建模是模拟各种域的动态过程的普遍方法。然而,构造的模型通常是特定于域的。现有建模方法的专有问题限制了在其他应用领域中重用这些构建模型的可能性。这种限制也会在模型可扩展性和定制中提出问题。因此,本文提出了一种具有自适应建模方法的通用ABS框架来解决上述限制。在ABS框架中,自适应建模架构支持自主建设和重新构建模型。仿真是针对新学生登记和犯罪调查的两种情况研究的一些动态过程进行了影响。仿真结果表明,通过框架中的自适应建模组件成功开发了不同的ABS模型。

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