Everglades

大沼泽地
  • 文章类型: Journal Article
    加强对隐蛇的检测对于保护和管理策略的发展至关重要;然而,寻找提供足够检测的方法仍然具有挑战性。对于某些物种来说,检测蛇的问题可能特别成问题,比如佛罗里达大沼泽地的入侵缅甸蟒蛇(Pythonbivittatus)。
    使用多种调查方法,我们预测我们检测蟒蛇的能力,使用活的哺乳动物诱饵(驯养的兔子;Oryctolaguscuniculus)可以增强较大的蛇和所有其他蛇。具体来说,我们用视觉调查,蟒蛇探测犬,和延时游戏摄像机来确定家养兔子是否是有效的诱饵。
    延时游戏摄像机检测到的蛇(n=375,治疗=245,控制=130)几乎是视觉调查(n=10)的40倍。我们在治疗笔(有诱饵)上记录了21个独立的蟒蛇检测结果,在对照笔(无诱饵)上记录了一个检测结果。此外,我们发现了更大的蛇,与对照围栏相比,在治疗围栏中检测到所有其他蛇的可能性分别为165%和74%,分别。延时相机检测到的蛇几乎是视觉调查的40倍;我们没有用蟒蛇检测犬检测到任何蟒蛇。
    我们的研究提供了令人信服的证据,证明通过将活体哺乳动物诱饵与延时游戏相机耦合,可以改善对蛇的检测。尽管对较小的蛇物种的鉴定有限,这是由于像素分辨率,这可以通过改变相机焦距来改善。对于具有独特图案的较大蛇,这种方法有可能用于识别独特的个体,从而使研究人员能够估计种群动态.
    UNASSIGNED: Enhancing detection of cryptic snakes is critical for the development of conservation and management strategies; yet, finding methods that provide adequate detection remains challenging. Issues with detecting snakes can be particularly problematic for some species, like the invasive Burmese python (Python bivittatus) in the Florida Everglades.
    UNASSIGNED: Using multiple survey methods, we predicted that our ability to detect pythons, larger snakes and all other snakes would be enhanced with the use of live mammalian lures (domesticated rabbits; Oryctolagus cuniculus). Specifically, we used visual surveys, python detection dogs, and time-lapse game cameras to determine if domesticated rabbits were an effective lure.
    UNASSIGNED: Time-lapse game cameras detected almost 40 times more snakes (n = 375, treatment = 245, control = 130) than visual surveys (n = 10). We recorded 21 independent detections of pythons at treatment pens (with lures) and one detection at a control pen (without lures). In addition, we found larger snakes, and all other snakes were 165% and 74% more likely to be detected at treatment pens compared to control pens, respectively. Time-lapse cameras detected almost 40 times more snakes than visual surveys; we did not detect any pythons with python detection dogs.
    UNASSIGNED: Our study presents compelling evidence that the detection of snakes is improved by coupling live mammalian lures with time-lapse game cameras. Although the identification of smaller snake species was limited, this was due to pixel resolution, which could be improved by changing the camera focal length. For larger snakes with individually distinctive patterns, this method could potentially be used to identify unique individuals and thus allow researchers to estimate population dynamics.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    形态异速测图,大小对形态变异的影响,进化生物学家非常感兴趣,目前用于野生动物生态学等领域,以指导管理和保护。我们评估了南佛罗里达州大沼泽地生态系统中的美国短吻鳄(Alligatormississippiensis)形态静态测速,美国使用一个强大的数据集(约22年),并调查了性别的影响,栖息地,和采样面积对形态关系的影响。回归模型显示出非常有力的证据,表明变量之间存在线性关系,解释了数据中92%或以上的变化。大多数性状与大小的关系(评估的11个中有8个)显示出高度异形(正异形),与等轴的斜率偏差在0.1到0.2个单位之间,而其他三种关系是等距的。采样面积,栖息地的类型,在较小程度上,性别影响了几种关系的异速系数(斜率和截距),可能是由于不同的景观和生态系统动态变化以及性二态性。我们从物种生物学的角度讨论了我们的发现,以及我们的结果在生态系统恢复和物种保护方面的有用性。最后,我们在使用性状-长度关系推断人群营养健康状况和人口统计学时提供建议.
    Morphometric allometry, the effect of size on morphological variation, has been of great interest for evolutionary biologist and is currently used in fields such as wildlife ecology to inform management and conservation. We assessed American alligator (Alligator mississippiensis) morphological static allometry across the Greater Everglades ecosystem in South Florida, United States using a robust dataset (~ 22 years) and investigated effects of sex, habitat, and sampling area on morphological relationships. Regression models showed very strong evidence of a linear relationship between variables explaining equal to or above 92% of the variation in the data. Most trait-size relationships (8 out of 11 assessed) showed hyperallometry (positive allometry) with slope deviations from isometry between 0.1 and 0.2 units while the other three relationships were isometric. Sampling area, type of habitat, and in a lesser extent sex influenced allometric coefficients (slope and intercept) across several relationships, likely as result of differing landscapes and ecosystem dynamic alterations and sexual dimorphism. We discuss our findings in terms of the biology of the species as well as the usefulness of our results in the context of ecosystem restoration and conservation of the species. Finally, we provide recommendations when using trait-length relationships to infer population nutritional-health condition and demographics.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    汞(Hg)是一种有毒金属,容易以气体或颗粒形式释放到大气中。由于汞对人体接触有严重的健康影响,这是它积累的一个主要问题。佛罗里达州南部是美国汞高沉积的地区。它已经进入佛罗里达州南部的环境超过56MY。在过去的3000到8000年里,汞在大沼泽地的泥炭地积累,其中沉积了约42.3公吨汞。沉积在大沼泽地的前工业汞来源来自大气,由撒哈拉灰尘和海洋逃避组成。排水和大沼泽地的农业发展,和其他混合土地用途导致泥炭数量减少了65.7%,因此,在大约133年的时间内向佛罗里达州南部的环境释放了大约28公吨的汞。自然和人为火灾都促进了汞的释放。目前,佛罗里达州南部环境中汞的释放范围在994.9至1249千克/年之间。目前进入佛罗里达环境的汞的最大来源是大气综合来源,包括撒哈拉沙漠的灰尘,气溶胶,海洋喷雾,和海洋通量/规避为257.1-514.2千克/年。大沼泽地泥炭地和大火中汞的再动员量约为215千克/年。其他主要贡献者包括废物转化为能源焚化炉(204.1千克/年),医疗废物和火化焚化炉(159.7+千克/年),和水泥厂烟囱排放(150.6公斤/年)。少量排放包括机动车辆的燃料排放,垃圾填埋场的气体排放,沥青路面,和可能的其他人。没有关于糖业大沼泽地受控火灾的数据,这与汞对环境的整体泥炭地损失有关。汞影响了佛罗里达州南部的野生动物,记录了鱼类的过量浓度,鸟,和顶级捕食者。汞在动物中的生物积累导致通过法规(最大总负荷)以减少对野生动植物的影响,并向消费者发出警告,以避免食用被认为受到污染的鱼类。尚未对佛罗里达州南部大气汞的沉积进行充分研究,以确定其影响最大的地方。在最近的一项研究中,发现汞在自然环境中积聚在柳树的叶子上。在佛罗里达州南部,尚未进行有关对人类健康的潜在影响的重要研究,应该根据降雨中汞的高沉降率和已知的含高浓度汞的有机沉积物的回收来启动。
    Mercury (Hg) is a toxic metal that is easily released into the atmosphere as a gas or a particulate. Since Hg has serious health impacts based on human exposure, it is a major concern where it accumulates. Southern Florida is a region of high Hg deposition in the United States. It has entered the southern Florida environment for over 56 MY. For the past 3000 to 8000 years, Hg has accumulated in the Everglades peatlands, where approximately 42.3 metric tons of Hg was deposited. The pre-industrial source of mercury that was deposited into the Everglades was from the atmosphere, consisting of combined Saharan dust and marine evasion. Drainage and the development of the Everglades for agriculture, and other mixed land uses have caused a 65.7% reduction in the quantity of peat, therefore releasing approximately 28 metric tons of Hg into the southern Florida environment over a period of approximately 133 years. Both natural and man-made fires have facilitated the Hg release. The current range in mercury release into the southern Florida environment lies between 994.9 and 1249 kg/yr. The largest source of Hg currently entering the Florida environment is from combined atmospheric sources, including Saharan dust, aerosols, sea spray, and ocean flux/evasion at 257.1-514.2 kg/yr. The remobilization of Hg from the Everglades peatlands and fires is approximately 215 kg/yr. Other large contributors include waste to energy incinerators (204.1 kg/yr), medical waste and crematory incinerators (159.7+ kg/yr), and cement plant stack discharge (150.6 kg/yr). Minor emissions include fuel emissions from motorized vehicles, gas emissions from landfills, asphalt plants, and possible others. No data are available on controlled fires in the Everglades in sugar farming, which is lumped with the overall peatland loss of Hg to the environment. Hg has impacted wildlife in southern Florida with recorded excess concentrations in fish, birds, and apex predators. This bioaccumulation of Hg in animals led to the adoption of regulations (total maximum loads) to reduce the impacts on wildlife and warnings were given to consumers to avoid the consumption of fish that are considered to be contaminated. The deposition of atmospheric Hg in southern Florida has not been studied sufficiently to ascertain where it has had the greatest impacts. Hg has been found to accumulate on willow tree leaves in a natural environment in one recent study. No significant studies of the potential impacts on human health have been conducted in southern Florida, which should be started based on the high rates of Hg fallout in rainfall and known recycling for organic sediments containing high concentrations of Hg.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    水流量(排放)可以通过影响水性污染物的浓度和运输来影响水质。放电对管理运河中磷(P)和颗粒浓度的影响,使用浓度-放电(C-Q)关系进行描述,悬浮和沉降颗粒的积累,以及这些颗粒和床层沉积物的物理化学特征。对C-Q关系的分段回归分析显示,斜率拐点表示阈值,其中P行为从低放电变为高放电。C-Q关系通常在较高的放电下显示较高的浓度。在研究的四条下大沼泽地运河中的三条中,长期(1995-2019年)较低时间分辨率数据(每日至每周)足以描述放电对P浓度的影响.然而,在一个网站,L-29运河,更高的时间分辨率数据(几周内的几分钟到几小时),来自声学传感器,是产生C-Q关系所必需的。在L-29运河,排放影响了运输,沉降,和沉积物积累在离S333流入结构的距离处。沉积物捕集器显示出更高的排放量,导致更多的悬浮颗粒积累,这些颗粒被运输并沉降到下游。一般来说,L-29运河下游表层沉积物有机质较多,比上游站点更低的堆积密度和更高的TP,反映放电的长期影响。了解放电对颗粒和相关营养素的影响,特别是在导致浓度增加的放电阈值,可以告知管理运河的运营,以减少下游敏感生态系统的污染物负荷。
    Water flow (discharge) can affect water quality by influencing the concentration and transport of waterborne contaminants. The effects of discharge on phosphorus (P) and particle concentrations in managed canals, were described using concentration-discharge (C-Q) relationships, accumulation of suspended and settling particles, and the physicochemical characteristics of these particles and bed sediments. Piecewise regression analysis on C-Q relationships revealed slope inflections that denoted thresholds, where P-behavior changed from low to high discharge. The C-Q relationships generally showed higher concentrations at higher discharges. In three of the four Lower Everglades canals studied, long-term (1995-2019) lower temporal resolution data (daily to weekly) was adequate to describe the influence of discharge on P concentrations. However, in one site, the L-29 Canal, higher temporal resolution data (minutes to hours over weeks), derived from acoustic sensors, was necessary to produce C-Q relationships. In the L-29 Canal, discharge affected the transport, settling, and sediment accrual at distances from the S333 inflow structure. Sediment traps showed higher discharge led to a greater accumulation of suspended particles that were transported and settled farther downstream. Generally, downstream surface sediments in the L-29 Canal had greater organic matter, lower bulk density and higher TP than those of the upstream site, reflecting long-term effects of discharge. Understanding the effects of discharge on particles and associated nutrients, especially at discharge thresholds that lead to concentration increases, can inform the operation of managed canals to reduce contaminant loading to downstream sensitive ecosystems.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    2017年9月,飓风伊尔玛登陆南佛罗里达,对西南海岸的红树林造成了巨大的破坏。飓风强度风和整个地区的高风暴潮相结合,导致树冠落叶,破碎的树枝,和倒下的树木。评估红树林结构的变化是重要的,因为红树林结构的损失或变化会导致它们提供的生态系统服务的损失。在这项研究中,我们使用激光雷达遥感技术和现场数据来评估飓风伊尔玛对南佛罗里达红树林的破坏。激光雷达数据提供了使用3D高分辨率数据调查红树林变化的机会,以评估飓风在不同树结构级别引起的变化。使用激光雷达数据结合现场观测,我们能够在大沼泽地国家公园内的鲨鱼河和哈尼河上的区域尺度上模拟地上坏死(AGN;枯树)。鲨鱼河河口和下游段的AGN估计值较高,哈尼河下游段的估计值较高,在鲨鱼河观察到更高的影响。平均AGN估计值在鲨鱼河为46毫克/公顷,在哈尼河为38毫克/公顷,生物量平均损失29%,与受飓风伊尔玛影响的其他地区和我们研究地区以前的干扰相比,显示出重大破坏。
    In September 2017, Hurricane Irma made landfall in South Florida, causing a great deal of damage to mangrove forests along the southwest coast. A combination of hurricane strength winds and high storm surge across the area resulted in canopy defoliation, broken branches, and downed trees. Evaluating changes in mangrove forest structure is significant, as a loss or change in mangrove forest structure can lead to loss in the ecosystems services that they provide. In this study, we used lidar remote sensing technology and field data to assess damage to the South Florida mangrove forests from Hurricane Irma. Lidar data provided an opportunity to investigate changes in mangrove forests using 3D high-resolution data to assess hurricane-induced changes at different tree structure levels. Using lidar data in conjunction with field observations, we were able to model aboveground necromass (AGN; standing dead trees) on a regional scale across the Shark River and Harney River within Everglades National Park. AGN estimates were higher in the mouth and downstream section of Shark River and higher in the downstream section of the Harney River, with higher impact observed in Shark River. Mean AGN estimates were 46 Mg/ha in Shark River and 38 Mg/ha in Harney River and an average loss of 29% in biomass, showing a significant damage when compared to other areas impacted by Hurricane Irma and previous disturbances in our study region.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    沿海湿地,比如大沼泽地,由于全球气候变化,越来越多地受到压力源的影响,这些压力源可能会改变其现有的生态过程。他们的土壤微生物群包括对生物地球化学循环很重要的生物种群,但是持续的压力会扰乱社区的组成,导致功能变化。大沼泽地的湿地具有不同的盐度水平,这意味着它们含有具有多种耐盐性和微生物功能的微生物群落。因此,在淡水和微咸沼泽中追踪压力对这些种群的影响至关重要。该研究通过利用下一代测序(NGS)构建基线土壤微生物群落来解决这一问题。通过对每个过程中涉及的微生物功能基因进行测序,研究了碳和硫循环,mcrA和dsrA功能基因,分别。引入盐水超过两年,以观察长期干扰(例如海水入侵)后发生的分类学变化。观察到,盐水剂量增加了淡水泥炭土壤中亚硫酸盐的减少,并减少了微咸泥炭土壤中的甲基营养。这些发现通过证明在诸如盐水入侵之类的干扰之前和之后,土壤质量的变化如何影响群落,从而增加了对微生物群的理解。
    Coastal wetlands, such as the Everglades, are increasingly being exposed to stressors that have the potential to modify their existing ecological processes because of global climate change. Their soil microbiomes include a population of organisms important for biogeochemical cycling, but continual stresses can disturb the community\'s composition, causing functional changes. The Everglades feature wetlands with varied salinity levels, implying that they contain microbial communities with a variety of salt tolerances and microbial functions. Therefore, tracking the effects of stresses on these populations in freshwater and brackish marshes is critical. The study addressed this by utilizing next generation sequencing (NGS) to construct a baseline soil microbial community. The carbon and sulfur cycles were studied by sequencing a microbial functional gene involved in each process, the mcrA and dsrA functional genes, respectively. Saline was introduced over two years to observe the taxonomic alterations that occurred after a long-term disturbance such as seawater intrusion. It was observed that saltwater dosing increased sulfite reduction in freshwater peat soils and decreased methylotrophy in brackish peat soils. These findings add to the understanding of microbiomes by demonstrating how changes in soil qualities impact communities both before and after a disturbance such as saltwater intrusion.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    汞(Hg)是一种全球分布的污染物。它对鸟类繁殖的亚致命影响已被用作污染和潜在人口影响的指标。然而,研究通常使用可能不代表整个生殖周期的单一终点.为了估计现场条件下汞暴露的时间和净累积效应,我们使用了超过11年的观测数据,这些数据来自佛罗里达大沼泽地在时间和空间上变化的食物可获得性和汞暴露下繁殖的1200个大白鹭巢。我们收集了鱼类生物量和可用性的测量值(每年>100个位置),并使用了四个代表整个繁殖周期的禽类繁殖终点。我们通过添加估计的汞对产卵前失败的影响来计算净生殖损失,离合器尺寸,孵化成功和雏鸟生存,以应对食物供应和汞暴露。为了验证和评估观察性白鹭研究的结果,我们对圈养繁殖白朱雀的数据进行了相同的分析,这些数据通过实验暴露于汞和随意食物超过3年。我们发现高汞暴露的大白鹭后代大量(>50%)减少(18μg/gdwTHg雏鸟羽毛,~0.7μg/gww全蛋THg)和高食物可用性,甚至更大的减少(高达100%)与高汞暴露和低食物。时间和不同终点对整体生殖失败的相对贡献随食物供应而变化。产卵前的失败与所有食物供应有关,在高食物供应期间(约占总损失的70%)最重要。在高食物下,孵化后的失败随着暴露的增加而适度增加(约占总损失的10%),在低食物下,孵化失败占主导地位(约占总损失的50%)。随意饲喂的圈养白宜必思的失败模式与高食物供应下的大白鹭相似,但总程度不同。我们建议,a)汞在自由放养动物中的净生殖效应可能远高于使用单一终点的研究中通常报告的效应,b)汞的影响大小在不同的端点之间差异很大,c)食物的可获得性是汞暴露时间和净影响的强大驱动因素。
    Mercury (Hg) is a globally distributed pollutant. Its sub-lethal effects on reproduction of birds have been used as indicators of contamination and of potential demographic effects. However, studies typically used single endpoints that might not be representative of entire reproductive cycle. To estimate timing and net cumulative effects of Hg exposure under field conditions, we used observational data over 11 years from >1200 nests of great egrets breeding under temporally and spatially varying food availability and Hg exposures in the Florida Everglades. We collected measures of fish biomass and availability (>100 locations annually) and used four avian reproductive endpoints that represented the entire breeding cycle. We calculated net reproductive loss by adding estimated Hg effects on failures prior to egg laying, clutch size, hatching success and nestling survival in response to food availability and Hg exposure. To validate and assess results of the observational egret study, we ran the same analyses with data of captive breeding white ibises experimentally exposed to Hg with ad libitum food over 3 years. We found large (>50 %) reductions in great egret offspring with high Hg exposure (18 μg/g dw THg nestling feather, ~0.7 μg/g ww whole egg THg) and high food availability, and even larger reductions (up to 100 %) with high Hg exposure and low food. Timing and the relative contribution of different endpoints to overall reproductive failure varied with food availability. Failures prior to egg laying were relevant at all food availabilities and proportionally most important during high food availability (~70 % of total losses). Under high food, post-hatching failures increased moderately with increasing exposure (~10 % of total losses), and under low food, hatching failures became dominant (~50 % of total losses). Patterns of failure of captive white ibis fed ad libitum resembled those of great egrets under high food availability but differed in total magnitude. We suggest that, a) net reproductive effects of Hg in free-ranging animals are probably much higher than generally reported in studies using single endpoints, b) Hg effect sizes vary considerably among different endpoints and c) food availability is a strong driver of timing and net effects of Hg exposure.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    由于大气沉积升高以及系统甲基化和快速生物积累的倾向,汞(Hg)污染在佛罗里达大沼泽地一直是一个持续存在的问题。鉴于美国周边大气中汞浓度的下降,以及减少向大沼泽地生态系统释放养分的努力,评估汞动力学在时间和空间尺度上的反应至关重要。这项研究使用多媒体方法(水和生物群)来检查该地区最南端76个站点网络中的汞和甲基汞(MeHg)动态,大沼泽地国家公园(ENP)从2008年到2018年。基质中的汞浓度表明,空气,水,和系统中的生物群有着千丝万缕的联系。基质的时间模式主要由公园的水文和气候变化驱动,没有观察到2008年至2018年大气汞沉积下降的证据。与美国其他地区不同。在鲨鱼河(SRS)中,过量的溶解有机碳和硫酸盐也一致地从上坡路输送,并且没有证据表明在研究期间下降。在SRS中,地表水中的甲基汞浓度与常驻鱼类之间存在很强的正相关关系。在ENP(SRS,马什,Coastal),对甲基汞动力学的地球化学控制存在不同和突出的区域,易受较高甲基汞生物累积的影响,特别是在SRS和沿海地区。这项研究表明,溶解的有机碳和硫酸盐负荷对整个ENP中甲基汞的时空分布具有强烈影响。重要的是,改善水质和流速是近30年大沼泽地恢复计划的两个关键恢复目标,如果实现了,这项研究表明,将导致减少甲基汞的产生和暴露。
    Mercury (Hg) contamination has been a persistent concern in the Florida Everglades for over three decades due to elevated atmospheric deposition and the system\'s propensity for methylation and rapid bioaccumulation. Given declines in atmospheric Hg concentrations in the conterminous United States and efforts to mitigate nutrient release to the greater Everglades ecosystem, it was vital to assess how Hg dynamics responded on temporal and spatial scales. This study used a multimedia approach (water and biota) to examine Hg and methylmercury (MeHg) dynamics across a 76-site network within the southernmost portion of the region, Everglades National Park (ENP), from 2008 to 2018. Hg concentrations across matrices showed that air, water, and biota from the system were inextricably linked. Temporal patterns across matrices were driven primarily by hydrologic and climatic changes in the park and no evidence of a decline in atmospheric Hg deposition from 2008 to 2018 was observed, unlike other regions of the United States. In the Shark River Slough (SRS), excess dissolved organic carbon and sulfate were also consistently delivered from upgradient canals and showed no evidence of decline over the study period. Within the SRS a strong positive correlation was observed between MeHg concentrations in surface water and resident fish. Within distinct geographic regions of ENP (SRS, Marsh, Coastal), the geochemical controls on MeHg dynamics differed and highlighted regions susceptible to higher MeHg bioaccumulation, particularly in the SRS and Coastal regions. This study demonstrates the strong influence that dissolved organic carbon and sulfate loads have on spatial and temporal distributions of MeHg across ENP. Importantly, improved water quality and flow rates are two key restoration targets of the nearly 30-year Everglades restoration program, which if achieved, this study suggests would lead to reduced MeHg production and exposure.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    湿地蒸散量(ET)的准确预测对于理解水的耦合效应至关重要。碳,和陆地生态系统中的能量循环。在亚热带大柏树国家保护区(BCNP)的五个代表性湿地生态系统中进行了多年的涡流协方差(EC)塔ET测量,佛罗里达州(美国)提供了一个独特的机会来评估中分辨率成像光谱仪(MODIS)ET操作产品MOD16A2和高档塔测ET的性能,以生成本地/区域湿地ET图。我们开发了一种基于对象的机器学习集成方法,通过将塔式测得的ET与MODIS产品和气象变量的关键预测因子联系起来,来评估和绘制湿地ET。结果表明,MOD16A2在表征ET模式方面表现不佳,并且在估计Nash-Sutcliffe模型效率(NSE)小于0.5的四个湿地群落的ET方面表现不佳。相比之下,站点特定的机器学习集成模型具有较高的预测能力,所有EC站点的NSE均大于0.75.我们绘制了两个不同季节的ET率,并量化了预测多样性,以从基于模型的分析中确定更容易或更具挑战性的区域。通过机器学习升级范式将MODIS产品和其他数据集集成在一起,是用于本地湿地ET制图以指导区域水资源管理的有前途的工具。
    Accurate prediction of evapotranspiration (ET) in wetlands is critical for understanding the coupling effects of water, carbon, and energy cycles in terrestrial ecosystems. Multiple years of eddy covariance (EC) tower ET measurements at five representative wetland ecosystems in the subtropical Big Cypress National Preserve (BCNP), Florida (USA) provide a unique opportunity to assess the performance of the Moderate Resolution Imaging Spectroradiometer (MODIS) ET operational product MOD16A2 and upscale tower measured ET to generate local/regional wetland ET maps. We developed an object-based machine learning ensemble approach to evaluate and map wetland ET by linking tower measured ET with key predictors from MODIS products and meteorological variables. The results showed MOD16A2 had poor performance in characterizing ET patterns and was unsatisfactory for estimating ET over four wetland communities where Nash-Sutcliffe model Efficiency (NSE) was less than 0.5. In contrast, the site-specific machine learning ensemble model had a high predictive power with a NSE larger than 0.75 across all EC sites. We mapped the ET rate for two distinctive seasons and quantified the prediction diversity to identify regions easier or more challenging to estimate from model-based analyses. An integration of MODIS products and other datasets through the machine learning upscaling paradigm is a promising tool for local wetland ET mapping to guide regional water resource management.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    人类世期间人类驱动的快速环境变化给许多植物和动物带来了极大的压力。与微生物的有益相互作用对于改善这些压力源和促进宿主生物提供的生态系统服务至关重要。叶面内生菌,存在于叶子中的微生物,基本上存在于所有植物中,可以提供重要的益处(例如,增强的耐旱性或对草食性的抵抗力)。然而,目前尚不清楚选择这些微生物群的非生物应激源的遗产效应对影响提供给宿主的应激改善程度有多重要。为了阐明叶面内生菌在寄主植物耐盐性中的作用,特别是如果在田间经历的盐度选择了更适合提高其宿主耐盐性的内生菌,我们结合了来自沿海大沼泽地30个地点的90个内生菌群落的田间收集,并进行了操纵性生长实验,以评估内生菌接种对寄主植物性能的影响。具体来说,我们在因子设计中种植了>350棵红色红树林(Rhizophoramangle)幼苗,该设计操纵了幼苗经历的盐度环境(淡水与盐水),引入田间收集的内生菌(活的与灭菌接种物),以及这些引入的内生菌经历的盐度胁迫的遗产,从无盐胁迫(千分之0[ppt]盐度)到高盐胁迫(40ppt)的环境。我们发现,在几乎所有检查的指标中,接种田间收集的内生菌都显着提高了红树林的表现(平均增加15%-20%)。这些有益的作用通常发生在内生菌在盐水中生长时。重要的是,我们的研究揭示了新的结果,即内生菌赋予的盐度耐受性取决于关键沿海基础物种的微生物组盐度遗产。盐胁迫的红树林接种了来自高盐度环境的内生菌微生物组,平均而言,以及生长在低胁迫淡水中的植物,而来自淡水环境的内生菌并不能缓解宿主的盐度胁迫。鉴于海平面上升带来的盐度压力越来越大,以及红树林等基础物种对生态系统服务的重要性,我们的结果表明,考虑内生植物关联及其盐度遗产可能对于成功恢复和管理沿海栖息地至关重要。
    The rapid human-driven changes in the environment during the Anthropocene have placed extreme stress on many plants and animals. Beneficial interactions with microorganisms may be crucial for ameliorating these stressors and facilitating the ecosystem services host organisms provide. Foliar endophytes, microorganisms that reside within leaves, are found in essentially all plants and can provide important benefits (e.g., enhanced drought tolerance or resistance to herbivory). However, it remains unclear how important the legacy effects of the abiotic stressors that select on these microbiomes are for affecting the degree of stress amelioration provided to their hosts. To elucidate foliar endophytes\' role in host-plant salt tolerance, especially if salinity experienced in the field selects for endophytes that are better suited to improve the salt tolerance of their hosts, we combined field collections of 90 endophyte communities from 30 sites across the coastal Everglades with a manipulative growth experiment assessing endophyte inoculation effects on host-plant performance. Specifically, we grew >350 red mangrove (Rhizophora mangle) seedlings in a factorial design that manipulated the salinity environment the seedlings experienced (freshwater vs. saltwater), the introduction of field-collected endophytes (live vs. sterilized inoculum), and the legacy of salinity stress experienced by these introduced endophytes, ranging from no salt stress (0 parts per thousand [ppt] salinity) to high salt stress (40 ppt) environments. We found that inoculation with field-collected endophytes significantly increased mangrove performance across almost all metrics examined (15%-20% increase on average), and these beneficial effects typically occurred when the endophytes were grown in saltwater. Importantly, our study revealed the novel result that endophyte-conferred salinity tolerance depended on microbiome salinity legacy in a key coastal foundation species. Salt-stressed mangroves inoculated with endophyte microbiomes from high-salinity environments performed, on average, as well as plants grown in low-stress freshwater, while endophytes from freshwater environments did not relieve host salinity stress. Given the increasing salinity stress imposed by sea level rise and the importance of foundation species like mangroves for ecosystem services, our results indicate that consideration of endophytic associations and their salinity legacy may be critical for the successful restoration and management of coastal habitats.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号