Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1029/2020WR029466 |
Advancing Space-Time Simulation of Random Fields: From Storms to Cyclones and Beyond | |
Simon Michael Papalexiou; Francesco Serinaldi; Emilio Porcu | |
2021-05-24 | |
发表期刊 | Water Resources Research
![]() |
出版年 | 2021 |
英文摘要 | Realistic stochastic simulation of hydro-environmental fluxes in space and time, such as rainfall, is challenging yet of paramount importance to inform environmental risk analysis and decision making under uncertainty. Here, we advance random field simulation by introducing the concepts of general velocity fields and general anisotropy transformations. This expands the capabilities of the so-called Complete Stochastic Modeling Solution (CoSMoS) framework enabling the simulation of random fields preserving: (1) any non-Gaussian marginal distributions, (2) any spatiotemporal correlation structure, (3) general advection expressed by velocity fields with locally varying speed and direction, and (4) locally varying anisotropy. We also introduce new copula-based spatiotemporal correlation structures and provide conditions guaranteeing their positive definiteness. To illustrate the potential of CoSMoS, we simulate random fields with complex patterns and motion mimicking rainfall storms moving across an area, spiraling fields resembling weather cyclones, fields converging to (or diverging from) a point, and colliding air masses. The proposed methodology is implemented in the freely available CoSMoS R package. |
领域 | 资源环境 |
URL | 查看原文 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/328747 |
专题 | 资源环境科学 |
推荐引用方式 GB/T 7714 | Simon Michael Papalexiou,Francesco Serinaldi,Emilio Porcu. Advancing Space-Time Simulation of Random Fields: From Storms to Cyclones and Beyond[J]. Water Resources Research,2021. |
APA | Simon Michael Papalexiou,Francesco Serinaldi,&Emilio Porcu.(2021).Advancing Space-Time Simulation of Random Fields: From Storms to Cyclones and Beyond.Water Resources Research. |
MLA | Simon Michael Papalexiou,et al."Advancing Space-Time Simulation of Random Fields: From Storms to Cyclones and Beyond".Water Resources Research (2021). |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论