Landsat

Landsat
  • 文章类型: Journal Article
    由于城市化的加剧,新领域的发展,建造新的房屋和建筑物以及不受控制的垃圾场(UDS)正在成为沙特阿拉伯地方当局面临的挑战。UDS对公众构成健康风险,可能会恶化他们周围的环境,并降低正在进行的开发区域的价值。地方市政当局依靠实地调查和公民报告。这可能是低效的,因为UDS经常被发现太晚,和补救它们可能是昂贵的。这项研究旨在评估沙特阿拉伯东部省两个城市的UDS状况,Dammam和HaferAl-Batin,利用卫星图像分类评价技术。评估包括绘制UDS位置图,并研究在这些垃圾场中发现的材料的光谱反射率。该研究提供了在更广泛的研究区域中总共约13.01km2的62个UDS位置的映射。使用遥感进行UDS检测,然后进行地面实况调查和使用光谱辐射计进行原位测量。此外,研究了21种常用沉积UDS材料的光谱反射率,并为这些材料创建了一个光谱库,供地方当局将来使用。
    Due to increased urbanization, the development of new areas, construction of new houses and buildings and uncontrolled dumpsites (UDSs) are becoming a challenge facing local authorities in Saudi Arabia. UDSs pose health risks to the public, potentially deteriorating the environment around them and reducing the value of ongoing development areas. The local municipalities rely on field surveys and citizen reports. This can be inefficient because UDSs are often discovered too late, and remediating them can be costly. This study aimed to assess the conditions of UDSs in two cities in the Eastern Province of Saudi Arabia, Dammam and Hafer Al-Batin, using satellite image classification assessment techniques. The assessment included mapping the UDS locations and studying the spectral reflectance of the materials found in these dumpsites. The study provided a mapping of 62 UDS locations totalling around 13.01 km2 in the broader study area. UDS detections using remote sensing were followed by ground truthing and in situ measurements using a spectroradiometer. In addition, the spectral reflectance of 21 commonly deposited UDS materials was studied, and a spectral library was created for these materials for future use by local authorities.
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  • 文章类型: Journal Article
    在这个技术进步中,我们描述了一种新的方法来改善遥感植被绿色测量的生态解释,该方法涉及在阿拉斯加中部布鲁克斯山脉639公里处采样24,395Landsat像素(30m)。该方法远远超出了传统的基于绘图的采样的空间尺度,从而更彻底地将地面观测与卫星测量联系起来。我们的示例数据集说明,沿着北方-北极边界,Landsat归一化植被指数(NDVI)最大的植被高于1米,伍迪,和落叶;而NDVI较低的植被往往较短,常绿,或非木质的。野外方法和相关分析推动了利用与遥感图像分辨率紧密匹配的空间尺度收集的野外样本,通过地面植被观测为卫星数据提供信息的努力。
    In this Technical Advance, we describe a novel method to improve ecological interpretation of remotely sensed vegetation greenness measurements that involved sampling 24,395 Landsat pixels (30 m) across 639 km of Alaska\'s central Brooks Range. The method goes well beyond the spatial scale of traditional plot-based sampling and thereby more thoroughly relates ground-based observations to satellite measurements. Our example dataset illustrates that, along the boreal-Arctic boundary, vegetation with the greatest Landsat Normalized Difference Vegetation Index (NDVI) is taller than 1 m, woody, and deciduous; whereas vegetation with lower NDVI tends to be shorter, evergreen, or non-woody. The field methods and associated analyses advance efforts to inform satellite data with ground-based vegetation observations using field samples collected at spatial scales that closely match the resolution of remotely sensed imagery.
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  • 文章类型: Journal Article
    湖泊地表水温度(LSWT)在评估水生生态系统的健康中起着至关重要的作用。LSWT的变化会显著影响身体,化学,和湖泊内的生物过程。这项研究调查了洞庭湖地表水温度的长期变化,中国。从1988年到2022年,使用Landsat热红外图像检索了LSWT,并通过原位观测进行了验证。分析了LSWT和近地表气温(NSAT)的变化特征以及LSWT的空间分布特征。此外,量化了不同气象因素对LSWT的贡献率。结果表明,对卫星得出的温度的准确性评估表明Nash-Sutcliffe效率系数(NSE)为0.961,表明可以准确检索水温。从1988年到2022年,洞庭湖的年平均LSWT和NSAT均呈增长趋势,类似的升温速度。它们都在1997年发生突变,并且在11年和4年的时间尺度上具有主要时期。NSAT的变化是导致LSWT变化的重要因素之一。在众多气象因素中,NSAT与LSWT呈显著相关(R=0.822,α<0.01)。此外,NSAT对LSWT的贡献率最高,达67.5%。洞庭湖内LSWT的分布表现出空间变化,夏季,与东部相比,西部的LSWT更高,而冬季西部LSWT较低。这项研究的结果可以为湖泊的长期热力状况提供科学的理解,并有助于推进可持续的湖泊管理。
    Lake surface water temperature (LSWT) plays a crucial role in assessing the health of aquatic ecosystems. Variations in LSWT can significantly impact the physical, chemical, and biological processes within lakes. This study investigates the long-term changes in surface water temperature of the Dongting Lake, China. The LSWT is retrieved using Landsat thermal infrared imageries from 1988 to 2022 and validated with in situ observations, and the change characteristics of LSWT and near-surface air temperature (NSAT) as well as the spatial distribution characteristics of LSWT are analyzed. Additionally, the contribution rates of different meteorological factors to LSWT are quantified. The results show that the accuracy assessment of satellite-derived temperatures indicates a Nash-Sutcliffe efficiency coefficient (NSE) of 0.961, suggesting an accurate retrieval of water temperature. From 1988 to 2022, both the annual average LSWT and NSAT of Dongting Lake exhibit an increasing trend, with similar rates of warming. They both undergo a mutation in 1997 and have the main periods on the 11-year and 4-year time scales. The changes in NSAT emerge as one of the important factors contributing to variations in LSWT. Among the multiple meteorological factors, NSAT exhibits a significant correlation with LSWT (R = 0.822, α < 0.01). Furthermore, NSAT accounts for the highest contribution rate to LSWT, amounting to 67.5%. The distribution of LSWT within Dongting Lake exhibits spatial variations, with higher LSWT observed on the west part compared to the east part during summer, while lower LSWT occurs on the west part during winter. The findings of this study can provide a scientific understanding for the long-term thermal regimes of lakes and help advance sustainable lake management.
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  • 文章类型: Journal Article
    湖泊地表水温度(LSWT)影响湖泊生态系统中的关键生物地质过程,越来越多的证据表明,近几十年来,全球范围内的LSWT上升,未来的热模式变化预计将是全球变暖的主要后果。在区域范围内,评估近期趋势和预测影响需要来自多个湖泊的数据,但是长期的现场监测项目很少,尤其是在山区。在这项工作中,我们建议结合使用5个小型(<0.5km2)高海拔(1880-2680masl)比利牛斯湖的五年(2017-2022年)的现场数据。夏季常见时期(2017-2022年)的原位和卫星衍生数据的比较显示出明显较高的相关系数(r=0.94,p<0.01),表示两个数据源之间的稳健关系。均方根误差范围为1.8°C至3.9°C,而平均绝对误差范围为1.6°C至3.6°C。我们应用了获得的原位卫星方程。(2017-2022)自1985年以来的Landsat5、7和8/9数据,以使用原位数据重建五个研究湖泊的夏季表面温度,并重建四个没有原位监测数据的其他湖泊。1985-2022年重建的LSWT在所有湖泊中均呈上升趋势。此外,基于沉积物岩心研究的古火山学重建表明,在过去的几十年中,有机碳积累发生了巨大变化,比利牛斯湖的沉积物通量和生物生产力。我们的研究代表了对比利牛斯山脉高山湖泊进行的首次全面调查,该调查将野外监测数据与卫星衍生的温度记录进行了比较。结果证明了卫星衍生的LSWT对小湖泊表面温度的可靠性,并提供了一种在没有监测调查的情况下改善湖泊LSWT的工具。
    Lake Surface Water Temperature (LSWT) influences critical bio-geological processes in lake ecosystems, and there is growing evidence of rising LSWT over recent decades worldwide and future shifts in thermal patterns are expected to be a major consequence of global warming. At a regional scale, assessing recent trends and anticipating impacts requires data from a number of lakes, but long term in situ monitoring programs are scarce, particularly in mountain areas. In this work, we propose the combined use of satellite-derived temperature with in situ data for a five-year period (2017-2022) from 5 small (<0.5km2) high altitude (1880-2680 masl) Pyrenean lakes. The comparison of in situ and satellite-derived data in a common period (2017-2022) during the summer season showed a notably high (r = 0.94, p < 0.01) correlation coefficient, indicative of a robust relationship between the two data sources. The root mean square errors ranged from 1.8 °C to 3.9 °C, while the mean absolute errors ranged from 1.6 °C to 3.6 °C. We applied the obtained in situ-satellite eq. (2017-2022) to Landsat 5, 7 and 8/9 data since 1985 to reconstruct the summer surface temperature of the five studied lakes with in situ data and to four additional lakes with no in situ monitoring data. Reconstructed LSWT for the 1985-2022 showed an upward trend in all lakes. Moreover, paleolimnological reconstructions based on sediment cores studies demonstrate large changes in the last decades in organic carbon accumulation, sediment fluxes and bioproductivity in the Pyrenean lakes. Our research represents the first comprehensive investigation conducted on high mountain lakes in the Pyrenees that compares field monitoring data with satellite-derived temperature records. The results demonstrate the reliability of satellite-derived LSWT for surface temperatures in small lakes, and provide a tool to improve the LSWT in lakes with no monitoring surveys.
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  • 文章类型: Journal Article
    草原为社会提供重要的生态系统服务,包括生物多样性,水安全,侵蚀控制,和饲料生产。草原也很容易受到干旱的影响,在不确定的气候变化下赋予他们未来的活力。然而,草原对干旱的反应还不清楚,特别是对于异质的中欧草原。我们在这里通过使用Landsat/Sentinel-2的新型遥感数据集与气候重新分析数据配对,量化草地对干旱的时空敏感性来填补这一空白。具体来说,我们量化了1985年至2021年在精细空间尺度和国家范围(德国)的年度草地活力。我们通过测试草地生命力与常见干旱指数之间的统计上牢固的联系,分析了草地对干旱的敏感性。鉴于12种草地生境类型的生物和非生物特征不同,我们还探索了干旱敏感性的时空变化。草原活力图显示了过去干旱期间草原活力的大规模减少。2018-2019年前所未有的干旱是自20世纪80年代中期以来最大的多年活力下降。草原活力始终与干旱(R2=.09-.22)相结合,蒸气压力不足解释了活力。这表明高大气需水量,正如在最近的干旱和热浪事件中观察到的那样,对中欧的草原活力有重大影响。我们发现,随着时间的推移,干旱敏感性显着增加,在大气需水量极高的时期检测到最高的敏感性,这表明,随着气候变化的持续,干旱对草原的影响变得越来越严重。草地干旱敏感性的空间变异性与不同的生境类型有关,从干燥和中等到潮湿栖息地的敏感性下降。我们的研究提供了第一个大规模的,长期的,以及中欧草原干旱敏感性增加的空间明确证据。随着气候变化下的复合干旱和热浪上升,大规模的草原生命力丧失,如2018-2019年,未来将变得更有可能。
    Grasslands provide important ecosystem services to society, including biodiversity, water security, erosion control, and forage production. Grasslands are also vulnerable to droughts, rendering their future vitality under climate change uncertain. Yet, the grassland response to drought is not well understood, especially for heterogeneous Central European grasslands. We here fill this gap by quantifying the spatiotemporal sensitivity of grasslands to drought using a novel remote sensing dataset from Landsat/Sentinel-2 paired with climate re-analysis data. Specifically, we quantified annual grassland vitality at fine spatial scale and national extent (Germany) from 1985 to 2021. We analyzed grassland sensitivity to drought by testing for statistically robust links between grassland vitality and common drought indices. We furthermore explored the spatiotemporal variability of drought sensitivity for 12 grassland habitat types given their different biotic and abiotic features. Grassland vitality maps revealed a large-scale reduction of grassland vitality during past droughts. The unprecedented drought of 2018-2019 stood out as the largest multi-year vitality decline since the mid-1980s. Grassland vitality was consistently coupled to drought (R2 = .09-.22) with Vapor Pressure Deficit explaining vitality best. This suggests that high atmospheric water demand, as observed during recent compounding drought and heatwave events, has major impacts on grassland vitality in Central Europe. We found a significant increase in drought sensitivity over time with highest sensitivities detected in periods of extremely high atmospheric water demand, suggesting that drought impacts on grasslands are becoming more severe with ongoing climate change. The spatial variability of grassland drought sensitivity was linked to different habitat types, with declining sensitivity from dry and mesic to wet habitats. Our study provides the first large-scale, long-term, and spatially explicit evidence of increasing drought sensitivities of Central European grasslands. With rising compound droughts and heatwaves under climate change, large-scale grassland vitality loss, as in 2018-2019, will thus become more likely in the future.
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  • 文章类型: Journal Article
    环境异质性在局部尺度上对物种和群落的功能特征产生重大影响。环境过渡带,比如在稀树草原森林的边界,当受到小气候的急剧变化时,可以充当生态紧张的区域。对于放热生物,比如蜥蜴,环境温度直接影响生理能力,一些物种使用不同的温度调节策略,对当地气候条件产生不同的反应,进而影响物种的发生和群落动态。在全球变暖的背景下,这些不同的策略赋予了不同类型的脆弱性以及灭绝的风险。为了评估物种的脆弱性并了解环境变化之间的关系,一个物种和群落结构的耐热性,对亚马逊西南部两个国家公园的森林-稀树草原过渡区的蜥蜴群落进行了采样,并对其热功能特征进行了表征。然后,我们调查了两个环境预测因子如何塑造群落结构和功能热变化(即,当地估计的微气候和遥感估计的植被结构)。发现通过遥感获得的冠层表面反射率值比通过微气候变量更强烈地预测了群落结构。环境温度不是影响物种发生的最重要因素,并且在生态热性状上的变化证明了在家庭一级的分类学层次结构中的模式。这种模式可能表明进化史有间接影响这些功能特征的趋势。考虑到热耐受范围和增温耐受性的估计,与温度调节器相比,热变形蜥蜴可能更脆弱,并且由于全球变暖而灭绝的风险更大。后者,更多与开放环境相关,似乎利用了它们较低的脆弱性,并在过渡期间发生在两种栖息地类型中,在这些过渡地区,适应森林的热变形蜥蜴可能会竞争激烈,并进一步增加灭绝和脆弱性的风险。
    Environmental heterogeneity poses a significant influence on the functional characteristics of species and communities at local scales. Environmental transition zones, such as at the savanna-forest borders, can act as regions of ecological tension when subjected to sharp variations in the microclimate. For ectothermic organisms, such as lizards, environmental temperatures directly influence physiological capabilities, and some species use different thermoregulation strategies that produce varied responses to local climatic conditions, which in turn affect species occurrence and community dynamics. In the context of global warming, these various strategies confer different types of vulnerability as well as risks of extinction. To assess the vulnerability of a species and understand the relationships between environmental variations, thermal tolerance of a species and community structure, lizard communities in forest-savanna transition areas of two national parks in the southwestern Amazon were sampled and their thermal functional traits were characterized. Then, we investigated how community structure and functional thermal variation were shaped by two environmental predictors (i.e., microclimates estimated locally and vegetation structure estimated from remote sensing). It was found that the community structure was more strongly predicted by the canopy surface reflectance values obtained via remote sensing than by microclimate variables. Environmental temperatures were not the most important factor affecting the occurrence of species, and the variations in ecothermal traits demonstrated a pattern within the taxonomic hierarchy at the family level. This pattern may indicate a tendency for evolutionary history to indirectly influence these functional features. Considering the estimates of the thermal tolerance range and warming tolerance, thermoconformer lizards are likely to be more vulnerable and at greater risk of extinction due to global warming than thermoregulators. The latter, more associated with open environments, seem to take advantage of their lower vulnerability and occur in both habitat types across the transition, potentially out-competing and further increasing the risk of extinction and vulnerability of forest-adapted thermoconformer lizards in these transitional areas.
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  • 文章类型: Journal Article
    苏打水湖是一些生产力最高的水生生态系统。1它们的碱性盐水维持着独特的浮游植物群落2,3,并为包括无脊椎动物在内的高度专业化的生物多样性提供了重要的栖息地,特有鱼类,和小火烈鸟(腓尼基亚斯小调)。1,4超过四分之三的小火烈鸟居住在东非的苏打湖5;然而,人口在下降。6下降可归因于他们高度专业化的蓝细菌饮食7和对对气候波动和流域退化高度敏感的苏打湖喂养栖息地网络的依赖。8,9,10,11,12然而,由于缺乏原位水质和水文数据以及对这些水域的不定期监测,因此尚未评估不断变化的栖息地可用性。13此处,我们将卫星地球观测和较小火烈鸟丰度观测相结合,以量化东非22个苏打湖几十年来生产力和生态系统健康的时空趋势。我们发现,较小的火烈鸟分布最好用浮游植物生物量来解释,食物供应的指标。然而,时间序列分析显示,从1999年到2022年,浮游植物生物量显着下降,这很可能是由于湖泊水位的大幅上升所致。生产力的下降降低了健康苏打湖生态系统的可用性,最著名的是赤道肯尼亚和坦桑尼亚北部。我们的研究结果凸显了东非小火烈鸟和其他苏打湖生物多样性的脆弱性。特别是在气候变化下预测降雨量增加的情况下.14,15,16在没有改进湖泊监测和流域管理实践的情况下,苏打水湖生态系统可能会被超越其环境容忍度。视频摘要.
    Soda lakes are some of the most productive aquatic ecosystems.1 Their alkaline-saline waters sustain unique phytoplankton communities2,3 and provide vital habitats for highly specialized biodiversity including invertebrates, endemic fish species, and Lesser Flamingos (Phoeniconaias minor).1,4 More than three-quarters of Lesser Flamingos inhabit the soda lakes of East Africa5; however, populations are in decline.6 Declines could be attributed to their highly specialized diet of cyanobacteria7 and dependence on a network of soda lake feeding habitats that are highly sensitive to climate fluctuations and catchment degradation.8,9,10,11,12 However, changing habitat availability has not been assessed due to a lack of in situ water quality and hydrology data and the irregular monitoring of these waterbodies.13 Here, we combine satellite Earth observations and Lesser Flamingo abundance observations to quantify spatial and temporal trends in productivity and ecosystem health over multiple decades at 22 soda lakes across East Africa. We found that Lesser Flamingo distributions are best explained by phytoplankton biomass, an indicator of food availability. However, timeseries analyses revealed significant declines in phytoplankton biomass from 1999 to 2022, most likely driven by substantial rises in lake water levels. Declining productivity has reduced the availability of healthy soda lake ecosystems, most notably in equatorial Kenya and northern Tanzania. Our results highlight the increasing vulnerability of Lesser Flamingos and other soda lake biodiversity in East Africa, particularly with increased rainfall predicted under climate change.14,15,16 Without improved lake monitoring and catchment management practices, soda lake ecosystems could be pushed beyond their environmental tolerances. VIDEO ABSTRACT.
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  • 文章类型: Journal Article
    基于光谱响应的景观变化允许通过多样性显示植物覆盖变化,composition,生态连通性。分析了1986年至2021年Bijagual地块的时空植被动态,以衡量生态完整性,养护,和领土。确定的覆盖物是高开阔森林(霍夫),无林大陆(Dgnm)的茂密草原,牧场和农作物的马赛克(Mpc),泻湖(滞后),以及裸露和退化的土地(Bdl)。Bijagual地块面积为8574.1公顷。1986年,Dgnm占总面积的42.6%,其次是Mpc(32.8%)和Hof(24.5%);到2000年,Mpc和Hof增加(43.7和28.1%,分别),而Dgnm下降(28%);到2021年,Dgnm限制在东北地区,并继续下降(25.2%),Mpc占52.9%,Hof21.7%和Bdl0.1%。在连通性概率指数的三个分数中,只有dPCintra和dPCflux有助于生态连通性。Hof和Dgnm显示出具有生物群栖息地质量和可用性的斑块。在1986年至2021年之间,Dgnm损失了1489公顷(41%),Hof损失了239.5公顷(11%)。2021年,MPC取代了各种覆盖物(1722.2公顷;38%)。Bijagual具有受Mpc限制的宝贵的生物多样性潜力。由于生态系统的背景,需要区域规划和可持续的农业生态和生态旅游建议。
    Landscape changes based on spectral responses allow showing plant cover changes through diversity, composition, and ecological connectivity. The spatial and temporal vegetation dynamics of the Bijagual Massif from 1986 to 2021 were analyzed as a measure of ecological integrity, conservation, and territory. The covers identified were high open forest (Hof), dense grassland of non-wooded mainland (Dgnm), a mosaic of pastures and crops (Mpc), lagoons (Lag), and bare and degraded lands (Bdl). The Bijagual Massif has 8574.1 ha. In 1986, Dgnm occupied 42.6% of the total area, followed by Mpc (32.8%) and Hof (24.5%); by 2000, Mpc and Hof increased (43.7 and 28.1%, respectively), while Dgnm decreased (28%); by 2021, Dgnm was restricted to the northeastern zone and continued to decrease (25.2%), Mpc occupied 52.9%, Hof 21.7% and Bdl 0.1%. Of the three fractions of the connectivity probability index, only dPCintra and dPCflux contribute to ecological connectivity. Hof and Dgnm show patches with biota habitat quality and availability. Between 1986 and 2021, Dgnm lost 1489 ha (41%) and Hof 239.5 ha (11%). Mpc replaced various covers (1722.2 ha; 38%) in 2021. Bijagual has a valuable biodiversity potential limited by Mpc. Territorial planning and sustainable agroecological and ecotourism proposals are required due to the context of the ecosystems.
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  • 文章类型: Journal Article
    湖泊富营养化在时间和位置上都是高度可变的,极大地制约了水资源的可持续发展。国家多尺度湖泊富营养化评价的缺乏限制了水质的针对性治理和可持续管理。在这项研究中,开发了一种遥感方法来捕获中国全国湖泊的营养状态指数(TSI)的40年动态。中国32%的湖泊(N=1925)是富营养化的,26%是贫营养的,发现了一个纵向图案,东部平原40年平均TSI为62.26,而青藏高原为23.72。在过去的四十年中进一步观察到下降趋势,相关性为-0.16,主要在青藏高原湖泊中发现(r>-0.90,p<0.01)。气候变化和人类活动的贡献是量化的,并且在湖泊地区之间有所不同,人为因素在东部平原湖泊中起着主导作用(88%,N=473),大型湖泊受到更复杂的驱动机制(≥3个驱动因素)。该研究拓展了富营养化监测的时空尺度,为加强湖泊管理和生态服务提供了重要依据。
    The lake eutrophication is highly variable in both time and location, and greatly restricts the sustainable development of water resources. The lack of national eutrophication evaluation for multi-scale lakes limits the pertinent governance and sustainable management of water quality. In this study, a remote sensing approach was developed to capture 40-year dynamics of trophic state index (TSI) for nationwide lakes in China. 32% of lakes (N = 1925) in China were eutrophic and 26% were oligotrophic, and a longitudinal pattern was discovered, with the 40-year average TSI of 62.26 in the eastern plain compared to 23.72 in the Tibetan Plateau. A decreasing trend was further observed in the past four decades with a correlation of -0.16, which was mainly discovered in the Tibetan Plateau lakes (r > -0.90, p < 0.01). The contribution of climate change and human activities was quantified and varied between lake zones, with anthropogenic factors playing a dominant role in the east plain lakes (88%, N = 473) and large lakes are subject to a more complex driving mechanism (≥ 3 driving factors). The study expands the spatiotemporal scale for eutrophication monitoring and provides an important base for strengthening lake management and ecological services.
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  • 文章类型: Journal Article
    气候变化对生态系统有无数的影响,但是它影响单个物种的机制很难确定。发现这种机制的一种策略是确定与生存或繁殖有关的特定生态因子,并确定该因子如何受到气候的影响。在这里,我们使用Landsat图像计算了1995年至2021年威斯康星州北部127个湖泊的水透明度,从而研究了透明度对水生视觉捕食者身体状况的影响。普通懒人(Gaviaimmer)。此外,我们研究了降雨和温度作为水透明度的潜在预测因子。身体质量强烈跟踪龙鸟七月的水透明度,主要在那个月生长,但在成年男性和女性中较弱。长期平均水透明度与雏鸡质量呈负相关,但与成年男性质量呈正相关,这表明,从长远来看,在一般清澈的湖泊中觅食的人享有良好的觅食条件,但在饲养小鸡时可能对清澈的扰动敏感。最后,雏鸡质量与码头密度呈正相关,也许是因为垂钓可以去除大鱼,从而增加小鸡赖以生存的小鱼的丰度。从1995年到2021年,水透明度本身大幅下降,与7月份的降雨量呈负相关,与七月气温呈正相关。我们的研究结果确定了长期和短期的水透明度是懒人觅食效率的有力预测因子,并暗示气候变化,通过水的透明度,深刻地影响了淡水生态系统。此外,我们的研究结果发现,最近水的透明度下降可能是导致普通懒虫种群减少的原因。
    Climate change has myriad impacts on ecosystems, but the mechanisms by which it affects individual species can be difficult to pinpoint. One strategy to discover such mechanisms is to identify a specific ecological factor related to survival or reproduction and determine how that factor is affected by climate. Here we used Landsat imagery to calculate water clarity for 127 lakes in northern Wisconsin from 1995 to 2021 and thus investigate the effect of clarity on the body condition of an aquatic visual predator, the common loon (Gavia immer). In addition, we examined rainfall and temperature as potential predictors of water clarity. Body mass tracked July water clarity strongly in loon chicks, which grow chiefly in that month, but weakly in adult males and females. Long-term mean water clarity was negatively related to chick mass but positively related to adult male mass, suggesting that loons foraging in generally clear lakes enjoy good foraging conditions in the long run but might be sensitive to perturbations in clarity during chick-rearing. Finally, chick mass was positively related to the density of docks, perhaps because angling removes large fishes and thus boosts the abundance of the small fishes on which chicks depend. Water clarity itself declined strongly from 1995 to 2021, was negatively related to July rainfall, and was positively related to July air temperature. Our findings identified both long-term and short-term water clarity as strong predictors of loon foraging efficiency, and suggest that climate change, through water clarity, impacts freshwater ecosystems profoundly. Moreover, our results identified the recent decrease in water clarity as a likely cause of population decline in common loons.
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