Bayesian mixing model

  • 文章类型: Journal Article
    弓形虫,寄生的原生动物,可能会感染大多数温血动物,包括人类和食肉动物.我们的研究集中在Valdivian温带雨林的外来入侵的美国水貂(Neogalevison)和家猫(Feliscatus),智利。主要目标是调查他们在瓦尔迪维亚河流域的饮食习惯与弓形虫暴露之间的关系。为了检测弓形虫暴露,使用ELISA分析了49只家猫和40只美国水貂的血清样本,并对vibrissae的δ15N和δ13C进行了稳定的同位素分析,以确定这两个物种的饮食习惯。使用广义线性混合效应模型探索弓形虫暴露与饮食习惯之间的关系。与血清阳性的家猫相比,弓形虫血清阳性的美国水貂表现出更广泛的猎物范围。两组之间的饮食重叠最小。家猫暴露于弓形虫与饮食中的任何同位素值或猎物都没有显着关联。在美国水貂中,我们发现日粮中家鸡(Gallusgallusdomesticus)的比例与弓形虫暴露的高δ15N值正相关。这表明国内物种的猎物与人为区域有关,以及高营养级猎物的消耗,可能有助于美国水貂暴露弓形虫。相反,与以前的假设相反,在这两种物种中,啮齿动物的消费与弓形虫暴露没有显着关联。我们的发现强调了进一步研究以研究Valdivian温带雨林中弓形虫传播动力学中营养相互作用的重要性。
    UNASSIGNED: Toxoplasma gondii, a parasitic protozoan, may infect most warm-blooded animals, including humans and carnivores. Our study focused on alien-invasive American minks (Neogale vison) and domestic cats (Felis catus) in the Valdivian Temperate Rainforest, Chile. The main goal was to investigate the relationship between their dietary habits and T. gondii exposure in the Valdivia River watershed. To detect T. gondii exposure, blood serum samples from 49 domestic cats and 40 American minks were analyzed using an ELISA, and stable isotope analysis of δ15N and δ13C from vibrissae was performed to determine the dietary habits of both species. Relationships between T. gondii exposure and dietary habits were explored using generalized linear mixed-effects models. American minks that were T. gondii seropositive exhibited a broader prey range compared to seropositive domestic cats, with minimal dietary overlap between the two groups. Exposure of domestic cats to T. gondii had no significant association with any isotope value or prey item in their diet. In American minks, we found a positive and significant association between the proportion of Domestic chicken (Gallus gallus domesticus) in the diet and high δ15N values with T. gondii exposure. This suggests that domestic species prey related to anthropogenic areas, and the consumption of high-trophic-level prey, may contribute to T. gondii exposure in American minks. Conversely, contrary to previous hypotheses, consumption of rodents showed no significant association with T. gondii exposure in either species. Our findings emphasize the importance of further research to investigate trophic interactions in the transmission dynamics of T. gondii in the Valdivian Temperate Rainforest.
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  • 文章类型: English Abstract
    Elucidating the seasonal patterns of water sources for dominant species in the sub-tropical humid mountainous forest, analyzing the eco-hydrological complementarity and competition mechanisms among coexisting species, investigating the responses of plant water utilization to precipitation, could provide a theoretical basis for vegetation restoration and management. Based on the stable hydrogen and oxygen isotope technique, we analyzed the δ2H and δ18O characteristics of precipitation, xylem water from Pinus massoniana and Quercus variabilis, and soil water from 0-100 cm depth in Mount Lushan, China. The MixSIAR model, Levins index, and PS index were used to calculate the relative contribution rate of each water source, the hydrological niche breadth, and niche overlap of P. massoniana and Q. variabilis. The results showed that, in the wet season (March to July), P. massoniana primarily utilized soil water from the 0-20 cm and 20-40 cm depths, while Q. variabilis primarily utilized that from the 20-40 cm and 40-60 cm depths. During the dry season (August to September), P. massoniana and Q. variabilis utilized 40-60 cm and 60-80 cm of soil water, respectively, resulting in an increase in the depth of water absorption. In the early growing season (March to April) and the late growing season (September), there was a high hydrological niche overlap between P. massoniana and Q. variabilis, resulting in intensitive water competition. In the middle of the growing season (May to August), the water source was adequately allocated, and the hydrolo-gical niche was segregated to meet the high transpiration demand. Q. variabilis primarily utilized soil water from a depth of 60-80 cm and 60-80 cm before a precipitation event, and from a depth of 0-20 cm and 20-40 cm after the event. In contrast, P. massoniana primarily utilized soil water from a depth of 0-20 cm and 20-40 cm both before and after a precipitation event. In conclusion, water utilization patterns of P. massoniana and Q. variabilis exhibited a seasonal trend, with shallow water uptake during the rainy season and deep water uptake during the dry season. These species are capable of efficiently allocating water resources during the peak growth season, and their root systems actively respond to change in soil moisture level. They have strong adaptability to extreme precipitation events and exhibit remarkable water conservation capabilities.
    阐明亚热带湿润山地林区针阔混交林优势种水分来源的季节规律,解析共生植物水文生态位分配与竞争机制,探究植物水分利用对降水的响应,可为指导植被经营管理提供理论参考。本研究以庐山山区马尾松与栓皮栎混交林为对象,基于氢氧稳定同位素技术,分析降水、马尾松和栓皮栎木质部水及0~100 cm土壤水的δ2H和δ18O特征,采用MixSIAR模型、Levins指数和PS指数分别计算各水源的相对贡献率、马尾松与栓皮栎的水文生态位宽度和生态位重叠度。结果表明: 丰水期(3—7月)马尾松主要利用0~20和20~40 cm土壤水,栓皮栎主要利用20~40和40~60 cm土壤水,但在枯水期(8—9月)马尾松和栓皮栎分别转而利用40~60和60~80 cm土壤水,根系吸水深度增加。生长季早期(3—4月)和末期(9月)马尾松与栓皮栎水文生态位重叠度高,水分竞争激烈,生长季中期(5—8月)合理分配水源,水文生态位分离以满足高蒸腾需求。栓皮栎在降水事件前主要利用60~80和80~100 cm土壤水,降水后利用0~20和20~40 cm土壤水,但马尾松在降水事件前后均主要利用0~20和20~40 cm土壤水。综上,马尾松与栓皮栎的水分利用来源呈现“雨季浅,旱季深”的季节规律,能在生长旺季合理分配水源,根系吸水积极响应土壤水分动态,对极端降水的适应性强,具有较强的水源涵养能力。.
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  • 文章类型: Journal Article
    水库中的氮污染和富营养化是全球环境地球化学关注的问题。经过污染处理的水库中仍然存在偶尔的藻华。缺乏氮源和命运的定量证据限制了长期稳定的生态安全管理。这项工作应用了一种综合分区映射的方法,稳定同位素(δ18OH2O,δ15N硝酸盐,δ18硝酸酯,和δ13C-DIC)和贝叶斯同位素模型,以分析氮对保护良好的储层的贡献和来源的区域和季节差异。δ18硝酸酯的值以及NO3-和δ13C-DIC之间的正相关关系表明,硝化作用是河流中NO3-的主要产生。尽管反硝化仅在少数地点存在。MixSIAR模型耦合NO3-/Cl-指标的结果表明,在旱季,生活污水贡献了较高的河流NO3-负荷(68.6±10.6%)。在雨季,上流域硝酸盐的主要来源是氨和尿素肥料(47.5%和40.3%)。虽然生活污水仍然是下游地区(密集住宅区)的主要贡献者,指出雨水和污水排水管网可能存在的问题。结果表明,在下游地区,污水的收集和处理是当务之急。非点源污染控制和污水处理厂升级对于控制两个上游地区的硝酸盐污染至关重要。这些发现为准确的氮污染可追溯性和确定次区域的处理优先事项提供了新的见解,并在类似需要进一步控制氮污染的情况下促进其他保护良好的流域的管理。
    Nitrogen pollution and eutrophication in reservoirs is a global environmental geochemical concern. Occasional algal blooms still exist in reservoirs that have undergone pollution treatment. The lack of quantitative evidence of nitrogen sources and fate limits long-term stable ecological safety management. This work applied an approach integrated zonal mapping, stable isotopes (δ18OH2O, δ15Nnitrate, δ18Onitrate, and δ13C-DIC) and a Bayesian isotope model to analyze regional and seasonal differences in the contribution and sources of nitrogen to a well-protected reservoir. The values of δ18Onitrate and the positive relationship between NO3- and δ13C-DIC suggested that nitrification was the primary NO3- production in the rivers. While Denitrification was present at only a few sites. Results of the MixSIAR model coupled the NO3-/Cl- indicator revealed that the domestic sewage contributed high riverine NO3- loading (68.6 ± 10.6 %) in the dry season. In the wet season, the main nitrate sources of upper watershed were ammonia and carbamide fertilizers (47.5 % and 40.3 %). While the domestic sewage was still the major contributor of downstream region (a dense residential area), indicating possible problems with rainwater and sewage drainage networks. The results implied that the colleting and treatment of sewages were the priority in downstream region, and non-point source pollution control and wastewater treatment plant upgrading were essential to control nitrate pollution in the two upstream regions. These findings provide new insights into precise nitrogen pollution traceability and identification of treatment priorities in the sub-region, and promote the management other well-protected watershed in similar need of further nitrogen contamination control.
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  • 文章类型: Journal Article
    三角洲是水文动态景观,河流洪水创造了提供重要服务的生产性生态系统的马赛克。洪水政权,然而,容易受到上游人为活动的影响,气候变化和地貌过程。破译多种潜在压力源在洪水制度变化中的作用对于制定适当的适应性和缓解策略至关重要,但需要比通常从仪器和观测记录中获得的更广泛的时空尺度上的水文变异性知识。在全球公认的和平阿萨巴斯卡三角洲(加拿大),时间,洪水减少和栖息流域水位下降的规模和原因仍然是调查的重点。在这里,我们采用了小说\'paleofloodscapes\',从沉积物元素浓度的贝叶斯混合模型指纹的地理空间插值生成,量化三角洲洪水在过去140年中的变化。结果表明,三角洲的洪水在和平河水流的水力发电调节之前几十年开始下降,与它不一致,不受管制的阿萨巴斯卡河洪水的影响比受管制的和平河下降得更多。一个关键的发现是,当河流上的冰塞事件与三角洲的开放排水网络中相对较高的水平面同时发生时,栖息盆地就会发生广泛的洪水。在不了解开放排水水位的情况下,如果仅从对和平河水文数据和气候记录的分析得出,则对栖息盆地洪水状况的推断变化可能不准确。古洪水景观表明,上升的沉积物输送到拟建堰的位置,由1982年的自然河流撕脱引起的,可能会破坏堰的预期目的。最近的古风景观,大范围洪水后不久,从湖面沉积物采样中开发出来,证明了该方法作为景观水文监测工具的价值,并且很容易转移到其他洪泛区来跟踪洪水政权的变化。
    Deltas are hydrologically dynamic landscapes where river floodwaters create a mosaic of productive ecosystems that provide important services. The flood regime, however, is vulnerable to upstream anthropogenic activities, climate change and geomorphic processes. Deciphering the roles of multiple potential stressors on flood regime change is critical for developing appropriate adaptive and mitigative strategies but requires knowledge of hydrological variability at broader scales of space and time than is typically available from instrumental and observational records. At the globally recognized Peace-Athabasca Delta (Canada), the timing, magnitude and causes of reduced flooding and drawdown of perched basin water levels remain an intense focus of investigation. Here we employ novel \'paleofloodscapes\', generated from geospatial interpolation of Bayesian mixing model fingerprinting of sediment elemental concentrations, to quantify variation in the delta\'s flood regime during the past ~140 years. Results reveal that flooding of the delta began to decline several decades before hydroelectric regulation of Peace River flow, not coincident with it, and the influence of floodwaters from the unregulated Athabasca River has declined more than the regulated Peace River. A key discovery is that widespread flooding of perched basins occurs when ice-jam events on the river(s) coincide with a relatively high water-plane in the delta\'s open-drainage network. Without knowledge of open-drainage water levels, inferred change to the flood regime of perched basins may be inaccurate when derived solely from analyses of Peace River hydrometric data and climatic records. The paleofloodscapes illustrate that rising sediment delivery caused by a natural river avulsion in 1982 may undermine the intended purpose of a proposed weir installation. The most recent paleofloodscape, developed from lake surface sediment sampling shortly after widespread flooding, demonstrates the value of the approach as a landscape hydrological monitoring tool, and is readily transferrable to other floodplains to track flood regime change.
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  • 文章类型: English Abstract
    Carbonaceous aerosols are an important component of fine particulate matter (PM2.5) in the atmosphere, having great impacts on air quality, human health, and the climate. In this study, PM2.5 samples were collected from November 2017 to October 2018 in a background site of Guangxi Province to investigate the potential impacts of biomass burning, an essential source of carbonaceous aerosols, on carbonaceous aerosols. Further, the composition of carbonaceous aerosols, sugar compounds, and the light absorption coefficient (babs) of water-soluble brown carbon (BrC) were also conducted. Considering the effect of the degradation of atmospheric levoglucosan (LG), the concentration of the corrected LG was quantified using the aging of air masses (AAM) index. Then, the contribution of biomass burning (BB) to organic carbon (OC) [BB-OC] was quantified using the corrected LG-derived molecular tracer method combined with the Bayesian mixing model. Here, we further explored the potential sources of water-soluble BrC using correlation analysis. In this research, the mean AAM index was 0.40±0.28 during the study period, indicating that the atmospheric LG had undergone a photochemical degradation process. The characteristic ratio combined with the Bayesian mixing model indicated that the crop straw (i.e., corn, rice, and sugarcane straw) was the dominant biomass fuel type in the Guangxi Region, contributing 22%, 23%, and 18% of OC without the correction of LG and 16%, 21%, and 17% with the corrected LG concentration, respectively. The neglection of LG degradation led to the underestimation of BB-OC, in which the BB-OC values with and without correction were 49.0% and 21.1%, respectively. Here, the annual mean babs of water-soluble BrC was (8.7±10.7) Mm-1, and its main sources were BB, fossil fuel combustion, and vegetation emission.
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  • 文章类型: Journal Article
    地表水硝酸盐(NO3-)污染是一个全球性的环境问题,对流域生态系统造成严重后果,危害人类健康。确定不同来源的NO3-的影响至关重要,特别是来自上游的水。水化学和多同位素示踪剂的组合(δ11B,δ15N-NO3-,和δ18O-NO3-)用于确定北九龙江(NJLR)的NO3-来源及其转化,中国东南部。调查结果显示,NO3-,平均占溶解无机氮(DIN)的87.1%,是氮物种的主要化学形式。NO3-双稳定同位素的积分,δ11B,水化学表明,NO3-主要由污水贡献,土壤氮素(SN),和铵(NH4+)通过沉淀或肥料。污水和土壤硝酸盐来源的贡献几乎相等,并且远高于NJLR流域其他来源的贡献。不同来源的贡献因季节和空间而异。肥料和污水(M&S)是夏季和秋季的主要来源,占60.9±8.5%和47.3±7.9%,分别。然而,在春季和冬季,NO3-肥料是主要来源。在本研究中,建议将上游的NO3-流入作为额外的最终成员,以确定其在中游和下游的贡献。上游NO3-的贡献是中下游的重要来源,占27.2±17.8%和42.9±21.9%,分别。从中游到下游,本地NO3贡献份额的明显下降意味着污染物来源和区域环境责任的结构变化。因此,追踪硝酸盐来源并量化其贡献对于澄清流域精确的当地氮管理的环境责任至关重要。
    Nitrate (NO3-) contamination of surface water is a global environmental problem that has serious consequences for watershed ecosystems and endangers human health. It is crucial to identify influences of different sources of NO3-, especially the incoming water from upper reaches. A combination of hydrochemistry and multi-isotope tracers (δ11B, δ15N-NO3-, and δ18O-NO3-) were used to determine NO3- sources and their transformation the North Jiulong River (NJLR), Southeast China. The findings revealed that NO3-, which accounted for an average of 87.1% of dissolved inorganic nitrogen (DIN), was the main chemical form of nitrogen species. The integration of dual stable isotopes of NO3-, δ11B, and hydrochemistry showed that NO3- was primarily contributed by sewage, soil nitrogen (SN), and ammonium (NH4+) via precipitation or fertilizers. The contributions from the sewage and soil nitrate source were almost equivalent and much higher than those from other sources in the NJLR watershed. The contributions from diverse sources varied seasonally and spatially. Manure and sewage (M&S) were the leading sources in the summer and autumn, accounting for 60.9 ± 8.5% and 47.3 ± 7.9%, respectively. However, NO3- fertilizers were the predominant source in the spring and winter. The NO3- inflow from upper reaches was proposed as an additional end-member to identify its contribution in the midstream and downstream in this study. The contributions of NO3- from the upper reaches were significant sources in the midstream and downstream, accounting for 27.2 ± 17.8% and 42.9 ± 21.9%, respectively. The obvious decline in local NO3-contribution shares from midstream to downstream implied structural changes in pollutant sources and regional environmental responsibility. Therefore, tracing nitrate sources and quantifying their contributions is critical for clarifying environmental responsibilities for precise local nitrogen management in watersheds.
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  • 文章类型: Journal Article
    食物网是复杂的生态网络,揭示了生态系统中物种的相互作用和能量流动。关于森林溪流的普遍生态知识表明,它们的食物网基于异源碳,由来自邻近植被的有机物质的恒定供应和由于弱光条件而导致的初级生产有限的驱动。极端的气候干扰可以通过改变资源的可用性来破坏这些自然生态系统的动态,这导致食物网结构和功能的变化。这里,我们量化了流食物网对两个主要飓风(Irma和María,分别为5类和4类),于2017年9月袭击波多黎各。在两条热带森林溪流中(一阶和二阶),我们在飓风发生前6个月和之后2、9和18个月收集了生态系统和食物网数据。我们评估了结构(例如,树冠)和水文(例如,排放)生态系统的特征和监测的基础资源变化(即,藻类,生物膜,和落叶),消费者(例如,水生无脊椎动物,河岸消费者),并使用13C和15N的同位素组成应用了Layman的全社区指标。连续流排放测量表明,飓风没有引起极端水文事件。然而,冠层开放的六倍增加和相关的垃圾输入变化似乎引发了初级生产的增加。这些食物网主要基于飓风之前的陆地碳,但是大多数类群(包括阿提亚和西菲卡利斯虾,生物量最高的消费者)在飓风发生后的2个月内将食物来源转移到了自生碳。我们还发现了飓风极大地改变了食物网结构的证据,导致更短(即,较小的食物链长度),较窄(即,碳源多样性较低)食物网,以及增加营养物种包装。这项研究证明了飓风干扰如何改变溪流食物网,通过物理环境的变化将营养基础从异源资源改变为本地资源(即,冠层落叶)。由于气候变化,飓风变得更加频繁和严重,我们的发现极大地有助于我们理解在全球变化中维持森林河流营养相互作用的机制。
    Food webs are complex ecological networks that reveal species interactions and energy flow in ecosystems. Prevailing ecological knowledge on forested streams suggests that their food webs are based on allochthonous carbon, driven by a constant supply of organic matter from adjacent vegetation and limited primary production due to low light conditions. Extreme climatic disturbances can disrupt these natural ecosystem dynamics by altering resource availability, which leads to changes in food web structure and functioning. Here, we quantify the response of stream food webs to two major hurricanes (Irma and María, Category 5 and 4, respectively) that struck Puerto Rico in September 2017. Within two tropical forested streams (first and second order), we collected ecosystem and food web data 6 months prior to the hurricanes and 2, 9, and 18 months afterward. We assessed the structural (e.g., canopy) and hydrological (e.g., discharge) characteristics of the ecosystem and monitored changes in basal resources (i.e., algae, biofilm, and leaf litter), consumers (e.g., aquatic invertebrates, riparian consumers), and applied Layman\'s community-wide metrics using the isotopic composition of 13 C and 15 N. Continuous stream discharge measurements indicated that the hurricanes did not cause an extreme hydrological event. However, the sixfold increase in canopy openness and associated changes in litter input appeared to trigger an increase in primary production. These food webs were primarily based on terrestrially derived carbon before the hurricanes, but most taxa (including Atya and Xiphocaris shrimp, the consumers with highest biomass) shifted their food source to autochthonous carbon within 2 months of the hurricanes. We also found evidence that the hurricanes dramatically altered the structure of the food web, resulting in shorter (i.e., smaller food-chain length), narrower (i.e., lower diversity of carbon sources) food webs, as well as increased trophic species packing. This study demonstrates how hurricane disturbance can alter stream food webs, changing the trophic base from allochthonous to autochthonous resources via changes in the physical environment (i.e., canopy defoliation). As hurricanes become more frequent and severe due to climate change, our findings greatly contribute to our understanding of the mechanisms that maintain forested stream trophic interactions amidst global change.
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  • 文章类型: Journal Article
    沉积物是环境演化证据的重要载体,它接收大量来自人为和自然来源的有机物质。在这项研究中,根据沉积年代学,粒度分布的垂直趋势,总有机碳(TOC)总氮(TN),和它们的稳定同位素(δ13C,对大亚湾西南部核电海沉积物岩心中的δ15N)进行了分析,并利用贝叶斯混合模型(MixSIAR)解析了近70年来不同来源有机质在沉积环境中的分布特征和贡献率。TOC,TN,δ13C,和δ15N范围从0.89到1.56%,0.09至0.2%,-22.3至-20.6‰,4.38至6.51‰,分别。沉积物中的有机物由陆地输入和海洋自生的混合物控制,来自陆地来源的有机物的比例增加,虽然来自海洋来源的沉积物芯减少,从1960年到2000年持续存在,但来自海洋来源的有机物仍然占主导地位。初级生产力提高的第一个迹象出现在1960年,这主要是由于农业活动。1980年代以后,大亚湾周围人口的快速增长,核电站的建设,水产养殖的兴起,工业基地的快速扩张都是改变大亚湾生态环境的主要因素。
    Sediment is an important carrier of evidence about environmental evolution which receives huge volumes of organic material originated from both anthropogenic and natural sources. In this study, based on sedimentary chronology, the vertical trends of particle size distribution, total organic carbon (TOC), total nitrogen (TN), and their stable isotopes (δ13C, δ15N) in the sediment core of the nuclear power sea in southwest Daya Bay were analyzed, and the distribution characteristics and contribution ratios of different sources of organic matter in the sedimentary environment over the past 70 years were resolved using a Bayesian mixing model (MixSIAR). TOC, TN, δ13C, and δ15N ranged from 0.89 to 1.56%, 0.09 to 0.2%, - 22.3 to - 20.6‰, and 4.38 to 6.51‰, respectively. The organic matter in the sediment is controlled by a mixture of terrestrial input and marine autochthonous, the proportion of organic matter from terrestrial sources increases, while that from marine sources decreases in the sediment core, which persists from 1960 to 2000, yet organic matter from marine sources still dominates. The first signs of increased primary productivity occurred in 1960, and it was primarily due to agricultural activity. After the 1980s, the rapid increase in population around Daya Bay, the construction of nuclear power plants, the rise of aquaculture, and the quick expansion of industrial bases were all major factors that changed the ecological environment of Daya Bay.
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  • 文章类型: Journal Article
    通过将潜在的水源分类为不同的端元并评估其对木质部水的贡献,稳定同位素已被广泛用于鉴定根水分吸收(RWU)。然而,端元(主要是土壤层)的估计贡献通常仅基于土壤水同位素的变化。可利用的土壤水分和根系分布是RWU的关键限制因素,但在水源分配中很少考虑。因此,我们根据平均土壤水同位素值比较了不同土壤层的相对贡献,以及由有效土壤含水量(AWC)和根重密度(RWD)加权的值,去锦鸡儿的RWU.我们得出了这些值(以下简称平均值和加权贡献,分别)使用三个贝叶斯混合模型(SIAR,simmr和MixSIAR)在三个水条件不同的地点。我们计算了均值和加权贡献(DC)之间的差异以及DC绝对值的累积(AADC),以分析它们之间的差异以及它们与AWC和RWD的关系。加权和平均贡献均因站点和模型而异。我们获得了以下AADC值:站点1-3分别为27%、8%和11%,使用SIAR;39、13和14%,分别,使用simmr;68、40和25%,分别,使用MixSIAR。当AWC≤6%时,我们检测到DC和RWD之间存在显著相关性,以及当AWC>6%时DC和AWC之间的显著相关性,表明RWD对DC的影响取决于土壤水分条件。根据我们的发现,由AWC和RWD加权的末端成员改变了水源分配相对于非加权末端成员的比例,而效果的大小与所使用的模型有关。因此,我们建议在使用δ2H和δ18O分配植物水源时,仔细考虑端元同位素的表征和模型选择。
    Stable isotopes have been widely used to identify root water uptake (RWU) by classifying potential water sources as distinct endmembers and evaluating their contributions to xylem water. However, the estimated contributions of endmembers (mainly soil layers) are usually based on variations in soil water isotopes alone. Available soil water and root distributions are key limiting factors of RWU but are rarely considered in water source apportionment. Thus, we have compared the relative contributions of distinct soil layers based on mean soil water isotope values, and values weighted by both available soil water content (AWC) and root weight density (RWD), to RWU of Caragana korshinskii. We derived these values (hereafter mean and weighted contributions, respectively) using three Bayesian mixing models (SIAR, simmr and MixSIAR) at three sites with different water conditions. We calculated the differences between the mean and weighted contributions (DC) and the accumulation of the absolute value of DC (AADC) to analyse the differences between them and their relationships with AWC and RWD. Both the weighted and mean contributions varied with sites and models. We obtained the following AADC values: 27, 8 and 11 % for Sites 1-3, respectively, using SIAR; 39, 13 and 14 %, respectively, using simmr; 68, 40 and 25 %, respectively, using MixSIAR. We detected a significant correlation between DC and RWD when AWC ≤ 6 %, as well as a significant correlation between DC and AWC when AWC > 6 %, indicating that the influence of RWD on DC depended on soil water conditions. Based on our findings, endmembers weighted by AWC and RWD altered the proportion of water source allocation relative to non-weighted endmembers, while the magnitude of the effect was related to the model used. Thus, we suggest careful consideration of the characterisation of endmember isotopes and model selection when partitioning plant water sources using δ2H and δ18O.
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  • 文章类型: Journal Article
    黄土覆盖地区占全球陆地面积的10%。由于干燥的气候和厚厚的渗流带,地下水通量低,但储水量相对较大。因此,地下水补给机制很复杂,目前存在争议(例如,活塞流量或活塞和优先流量的双模式)。以中国黄土高原地区典型台地为例,本研究旨在考虑空间和时间,定性和定量评估地下水补给的形式/速率和控制。我们收集了498个降水,2014-2021年土壤水和地下水样品,用于水化学和同位素分析(Cl-,NO3-,δ18O,δ2H,3H和14C)。采用图形方法确定合适的模型以校正14C年龄。补给中表现出的双重模型:区域尺度的活塞流和局部尺度的优先流。活塞流在地下水补给中占主导地位,比例为77%-89%。优先流量随着地下水位深度的增加而逐渐下降,示踪剂的动力学证明,含水层的混合和分散效应限制了示踪剂在短时间尺度上捕获优先流的能力。在区域范围内,长期平均潜在补给(79±49毫米/年)接近实际补给(85±41毫米/年),表明非饱和区和饱和区之间的水力平衡。渗流带的厚度控制了补给形式,降水主导了潜在和实际补给率。土地利用变化也会影响点和场尺度的潜在补给率,但保持活塞流的主导地位。揭示的空间变化的补给机制可用于地下水建模,该方法可用于研究厚含水层的补给机制。
    The loess-covered region accounts for ∼10 % of global land surface. Because of dry climate and thick vadose zones, the subsurface water flux is low but the water storage is relatively large . As a result, the groundwater recharge mechanism is complicated and currently controversial (e.g., piston flow or dual mode with piston and preferential flow). Taking typical tablelands in China\'s Loess Plateau as example study area, this study aims to qualitatively and quantitively evaluate the forms/rates and controls of groundwater recharge considering space and time. We collected 498 precipitation, soil water and groundwater samples in 2014-2021 for hydrochemical and isotopic analysis (Cl-, NO3-, δ18O, δ2H, 3H and 14C). A graphical method was employed to determine appropriate model to correct 14C age. Dual model exhibited in the recharge: regional-scale piston flow and local-scale preferential flow. Piston flow dominated groundwater recharge with a proportion of 77 %-89 %. Preferential flow gradually declined with increasing water table depths, and the upper depth limit may be <40 m. The dynamics of tracers proved that mixing and dispersion effects of aquifers limited the ability of tracers to capture preferential flow at short-time scales. Long-term average potential recharge (79 ± 49 mm/year) was close to actual recharge (85 ± 41 mm/year) at the regional scale, indicating the hydraulic equilibrium between unsaturated and saturated zones. The thickness of vadose zone controlled recharge forms, and precipitation dominated the potential and actual recharge rates. Land-use change can also affect the potential recharge rates at point and field scales but maintain the dominance of piston flow. The revealed spatially-varied recharge mechanism is useful for groundwater modeling and the method can be referred for studying recharge mechanism in thick aquifers.
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