GSTDTAP  > 资源环境科学
DOI10.1029/2018WR022525
Probabilistic Forecasting of Nitrogen Dynamics in Hyporheic Zone
Boso, Francesca1; Marzadri, Alessandra2; Tartakovsky, Daniel M.1
2018-07-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2018
卷号54期号:7页码:4417-4431
文章类型Article
语种英语
国家USA; Italy
英文摘要

Nitrification-denitrification processes in the hyporheic zone control the dynamics of dissolved inorganic nitrogen (DIN) species and can lead to production of nitrous oxide, which contributes to the greenhouse effect. We consider DIN dynamics in an advection-dominated regime, wherein transport and reactions occur along streamlines crossing hyporheic sediments. Our focus is on the impact of uncertainty in both stream water quality and rate constants of the subsurface reactions on predictions of DIN concentrations. We derive equations for a joint probability density function (PDF), and corresponding marginal PDFs and cumulative distribution functions (CDFs), of the species concentrations. Their derivation requires a novel closure, which depends on the mean and (co) variance of the species concentrations. We use streamline coordinates to reduce the dimensionality of the PDF/CDF equations and, hence, the computational effort of solving them. For the sake of completeness, we also present similar equations in Cartesian coordinates. By providing a complete probabilistic description of species concentrations at the bedform scale, our PDF/CDF equations allow one to evaluate the impact of random spatiotemporal variability in the inputs on the DIN dynamics. They yield physically based prior distributions for data assimilation and can be deployed to guide measurement campaigns by identifying regions with the largest predictive uncertainty.


英文关键词uncertainty nitrogen stochastic random PDF method
领域资源环境
收录类别SCI-E
WOS记录号WOS:000442502100014
WOS关键词ADVECTIVE-REACTIVE TRANSPORT ; PDF EQUATIONS ; POROUS-MEDIA ; BED FORMS ; STREAM ; EXCHANGE ; DENITRIFICATION ; FLOW ; GROUNDWATER ; ECOSYSTEMS
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
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/21935
专题资源环境科学
作者单位1.Stanford Univ, Dept Energy Resources Engn, Stanford, CA 94305 USA;
2.Univ Trento, Dept Civil Environm & Mech Engn, Trento, Italy
推荐引用方式
GB/T 7714
Boso, Francesca,Marzadri, Alessandra,Tartakovsky, Daniel M.. Probabilistic Forecasting of Nitrogen Dynamics in Hyporheic Zone[J]. WATER RESOURCES RESEARCH,2018,54(7):4417-4431.
APA Boso, Francesca,Marzadri, Alessandra,&Tartakovsky, Daniel M..(2018).Probabilistic Forecasting of Nitrogen Dynamics in Hyporheic Zone.WATER RESOURCES RESEARCH,54(7),4417-4431.
MLA Boso, Francesca,et al."Probabilistic Forecasting of Nitrogen Dynamics in Hyporheic Zone".WATER RESOURCES RESEARCH 54.7(2018):4417-4431.
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