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EVOLUTIONARY COMPUTATION AND MODELING OF NATURAL PHENOMENA: AN APPLICATION TO LAVA FLOWS

机译:天然现象的进化计算与建模:熔岩流的应用

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A Parallel Master-Slave Genetic Algorithm has been applied to evolve a two dimensional Cellular Automata model for lava flow simulation. A new quantitative measure for the evaluation of the simulations result with respect to the real event has been defined and employed as fitness function. It compares both the areal extension and the temporal duration of the simulated event with respect the real one. The 2001 Etnean Nicolosi (Italy) case study has been considered for model calibration, while the validation has been performed by considering further cases of study, which differ both in duration and emission rate. Results have confirmed both the goodness of the simulation model and of the calibration algorithm. Eventually a possible application related to Civil Defence purposes is briefly described and proposed as a future development.
机译:并行主从遗传算法已应用于演化了一种用于熔岩流模拟的二维蜂窝自动机模型。对真实事件进行了评估的新定量测量结果已经定义和使用作为健身功能。它比较了尊重真实的区域的扩展和模拟事件的时间持续时间。 2001年Etnean Nicolosi(意大利)案例研究已被考虑用于模型校准,而通过考虑进一步的研究案例,验证是在持续时间和排放率不同的情况下进行的。结果证实了仿真模型和校准算法的良善性。最终将简要描述和提出与民防目的相关的可能申请作为未来的发展。

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