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Examining seasonal trends in sediment source contributions in an intensely cultivated Midwestern sub-watershed using Bayesian un-mixing

机译:在使用贝叶斯未混合中审查沉积物源贡献的季节性趋势促进中西部分水岭

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This study aims to shed some light on the dynamics of sediment source contributions in the South Amana Sub-Watershed (SASW) in Iowa, USA, at a seasonal scale. Field studies were performed periodically from April to August 2007, in which sediment source and eroded samples were collected from the uplands and the stream network. The δ~(13)C and δ~(15)N signatures of the samples were obtained via mass spectrometry and used as "fingerprints" to identify the different contributing sources. For sources that were not sampled, literature values of δ~(13)C and δ~(15)N from similar systems in the region were adopted. Un-mixing of the eroded samples using the tracer signatures was achieved with an enhanced version of an existing Bayesian, Markov Chain Monte Carlo (MCMC) model, structured to well represent the intensely cultivated SASW system. Balance in sediment source contributions shifted between upland and in-streams sources over the season. Preliminary results from the study confirm observations from other studies that hydrological factors and sediment availability significantly affect the relative contributions of upland and in-stream sources. In addition, the study shows that canopy cover vs. bare soil plays an important role and should be taken into consideration when performing un-mixing studies designed to identify sediment sources.
机译:本研究旨在以季节性规模阐明美国爱荷华州爱荷华州南部亚洲分水岭(SASW)的沉积物源贡献的动态。从4月至2007年4月期间定期进行现场研究,其中从高地和流网络收集沉积物来源和侵蚀样品。通过质谱法获得样品的δ〜(13)C和δ〜(15)n次标记,并用作“指纹”以识别不同的贡献来源。对于未采样的来源,采用来自该地区类似系统的δ〜(13)C和δ〜(15)n的文献值。使用示踪剂签名的侵蚀样品的未混合通过现有贝叶斯,Markov链蒙特卡罗(MCMC)模型的增强版本,结构化为强烈栽培的SASW系统。沉积物源贡献的平衡在季节普隆和流媒体源之间转移。研究结果来自其他研究的观察结果,即水文因子和沉积物可用性显着影响高地和流源的相对贡献。此外,该研究表明,在进行旨在识别沉积物来源时,Canopy覆盖范围与裸土壤发挥着重要作用,并应考虑到旨在识别沉积物来源的联合混合研究。

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