A Novel Formal Agent-Based Simulation Modeling Framework of an AIDS Complex Adaptive System

Amnah Siddiqa, M. Niazi
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引用次数: 7

Abstract

HIV/AIDS spread depends upon complex patterns of interaction among various sub-sets emerging at population level. This added complexity makes it difficult to study and model AIDS and its dynamics. AIDS is therefore a natural candidate to be modeled using agent-based modeling, a paradigm well-known for modeling Complex Adaptive Systems (CAS). While agent-based models are also well-known to effectively model CAS, often times models can tend to be ambiguous and the use of purely text-based specifications (such as ODD) can make models difficult to be replicated. Previous work has shown how formal specification may be used in conjunction with agent-based modeling to develop models of various CAS. However, to the best of our knowledge, no such model has been developed in conjunction with AIDS. In this paper, we present a Formal Agent-Based Simulation modeling framework (FABS-AIDS) for an AIDS-based CAS. FABS-AIDS employs the use of a formal specification model in conjunction with an agent-based model to reduce ambiguity as well as improve clarity in the model definition. The proposed model demonstrates the effectiveness of using formal specification in conjunction with agent-based simulation for developing models of CAS in general and, social network-based agent-based models, in particular.
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艾滋病复杂自适应系统的一种新的形式化agent仿真建模框架
艾滋病毒/艾滋病的传播取决于在人口水平上出现的各种亚群之间复杂的相互作用模式。这种增加的复杂性使得研究和模拟艾滋病及其动态变得困难。因此,AIDS是使用基于代理的建模(一种以复杂自适应系统(CAS)建模而闻名的范例)进行建模的自然候选者。虽然基于代理的模型也可以有效地对CAS进行建模,但是通常情况下,模型可能是模糊的,并且使用纯粹基于文本的规范(例如ODD)可能会使模型难以复制。以前的工作已经展示了如何将形式化规范与基于代理的建模结合使用,以开发各种CAS的模型。然而,据我们所知,还没有针对艾滋病开发出这样的模型。在本文中,我们提出了一个基于形式代理的仿真建模框架(FABS-AIDS)。FABS-AIDS将正式规范模型与基于代理的模型结合使用,以减少模糊性并提高模型定义的清晰度。所提出的模型证明了将正式规范与基于代理的仿真相结合用于开发一般的CAS模型,特别是基于社会网络的基于代理的模型的有效性。
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