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Simulating the diffusion of technological innovation with an integrated hybrid agent-based system dynamics model

机译:使用基于混合代理的集成系统动力学模型模拟技术创新的扩散

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摘要

The potential of hybrid models to enhance simulations of the real world is explored. While the scope for design of such models is large, the focus here brings together agent-based (AB) and system dynamics (SD) modelling within a defined architectural framework. Comprising a number of modules, each of which is implemented in a single modelling paradigm, the design of hybrid models looks to exploit the potential from a range of approaches and tools. Coded within a single programming environment, the international diffusion of technological innovation is used as a case study to highlight hybrid simulation model design and implementation. An integrated hybrid simulation design that incorporates feedback between modules in a continuous, fluid, process is employed to develop a model comprising two SD modules and one AB module. The predictions from the hybrid model are compared to known outcomes regarding the national adoption of mobile telephony, fixed internet and fixed broadband. We conclude with some thoughts on the design of hybrid simulation models.
机译:探索了混合模型增强现实世界仿真的潜力。尽管此类模型的设计范围很大,但这里的重点是在定义的体系结构框架内将基于代理的(AB)和系统动力学(SD)建模结合在一起。包含许多模块,每个模块都在单个建模范例中实现,混合模型的设计希望从各种方法和工具中挖掘潜力。在单个编程环境中进行编码,以技术创新的国际传播为例,重点研究混合仿真模型的设计和实现。采用集成的混合仿真设计,该设计在一个连续的流体过程中合并了模块之间的反馈,从而开发了一个包含两个SD模块和一个AB模块的模型。将混合模型的预测结果与有关移动电话,固定互联网和固定宽带的全国采用的已知结果进行比较。最后,我们对混合仿真模型的设计进行了一些思考。

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