Validation and sensitivity analysis of the FLEXPART model using the Kincaid experiment data

Huanting Li , Li Yang , Yinglu Cao , Xinpeng Li , Sheng Fang
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Abstract

FLEXPART, a Lagrangian particle dispersion model, is widely used in atmospheric dispersion and nuclear emergency response studies. However, a systematic sensitivity analysis of this model is still lacking. This study, which utilizes meteorological data output from the WRF model (with 1 km spatial resolution and 1 h temporal resolution) to drive the FLEXPART model, validates FLEXPART using the Kincaid experiment data and assesses its sensitivity to key parameters: particle number, lower bound of the turbulence intensity, and grid size. The simulation results demonstrate that the model adequately reproduces the plume dispersion pattern and covers most monitoring stations. Furthermore, the numerical results show high consistency with the observational data (FAC2: 0.50; FB: −0.22; NMSE: 1.01). The sensitivity results indicate that the particle number and the grid size significantly influence the model performance. It is recommended to use a particle number of 1000 particles/min, a lower bound of the turbulence intensity of (0.6, 0.6, 0.3) m/s, a horizontal grid size of 100 m, and a vertical grid size of 10 m for similar scenarios. These findings offer actionable guidance for parameter selection in nuclear emergency scenarios and similar dispersion studies, supporting improved model reliability and applicability.
使用Kincaid实验数据对FLEXPART模型进行验证和灵敏度分析
FLEXPART是一种拉格朗日粒子弥散模型,广泛应用于大气弥散和核应急研究中。然而,目前还缺乏对该模型的系统敏感性分析。本研究利用WRF模式输出的气象数据(空间分辨率为1 km,时间分辨率为1 h)驱动FLEXPART模型,利用金凯德实验数据验证FLEXPART模型,并评估其对关键参数(颗粒数、湍流强度下界和网格大小)的敏感性。模拟结果表明,该模型能较好地再现烟羽扩散模式,并能覆盖大部分监测站。此外,数值结果与观测资料具有较高的一致性(FAC2: 0.50;弗拉维奥-布里亚托利:−0.22;NMSE: 1.01)。灵敏度结果表明,颗粒数和网格尺寸对模型性能有显著影响。类似场景下,建议颗粒数为1000粒/min,湍流强度下界为(0.6,0.6,0.3)m/s,水平网格尺寸为100m,垂直网格尺寸为10m。这些发现为核应急情景和类似扩散研究中的参数选择提供了可操作的指导,支持提高模型的可靠性和适用性。
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