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Inferring Equation-Based Models from Agent-Based Models: A Case Study in Competition Dynamics

机译:从基于主体的模型推断基于方程的模型:竞争动力学中的案例研究

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Two types of model, equation-based models (EBMs) and agent-based models (ABMs) are now widely used in modeling ecological complex systems and seem not to be reconciled. While ABMs can help in exploring and explain ing the local causes of global phenomena, EBMs are useful for predicting their long-term evolution without having to explore them through simulated experi ments. In this paper, we show that it is possible to use an ABM to infer an EBM. Base on the case study, a dynamics of two competing species, we illu strate our methodology through the presentation of two models: an ABM and an EBM. We also show that the two models give the same results on coexistence of the two competing species.
机译:两种模型,基于方程的模型(EBMs)和基于代理的模型(ABMs)现在广泛用于生态复杂系统的建模,并且似乎不予调和。虽然ABM可以帮助探索和解释全球现象的局部原因,但EBM可以用于预测其长期演变,而无需通过模拟实验对其进行探索。在本文中,我们表明可以使用ABM来推断EBM。基于案例研究(两个竞争物种的动态),我们通过介绍两个模型(ABM和EBM)来说明我们的方法。我们还表明,两种模型在两种竞争物种的共存方面给出了相同的结果。

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