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Mapping bedrock topography: a seismic refraction survey and landscape analysis in the Laramie Range, Wyoming 绘制基岩地形:怀俄明州拉勒米山脉的地震折射调查和景观分析
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-07-11 DOI: 10.3389/frwa.2023.1057725
Rachel Kaitlyn Uecker, B. Flinchum, W. Holbrook, B. Carr
Physical, chemical, and biological processes create and maintain the critical zone (CZ). In weathered and crystalline rocks, these processes occur over 10–100 s of meters and transform bedrock into soil. The CZ provides pore space and flow paths for groundwater, supplies nutrients for ecosystems, and provides the foundation for life. Vegetation in the aboveground CZ depends on these components and actively mediates Earth system processes like evapotranspiration, nutrient and water cycling, and hill slope erosion. Therefore, the vertical and lateral extent of the CZ can provide insight into the important chemical and physical processes that link life on the surface with geology 10–100 s meters below. In this study, we present 3.9 km of seismic refraction data in a weathered and crystalline granite in the Laramie Range, Wyoming. The refraction data were collected to investigate two ridges with clear contrasts in vegetation and slope. Given the large contrasts in slope, aspect, and vegetation cover, we expected large differences in CZ structure. However, our results suggest no significant differences in large-scale (>10 s of m) CZ structure as a function of slope or aspect. Our data appears to suggest a relationship between LiDAR-derived canopy height and depth to fractured bedrock where the tallest trees are located over regions with the shallowest depth to fractured bedrock. After separating our data by the presence or lack of vegetation, higher P-wave velocities under vegetation is likely a result of higher saturation.
物理、化学和生物过程创造并维持临界区。在风化和结晶岩石中,这些过程发生在10-100米深的地方,把基岩变成土壤。CZ为地下水提供孔隙空间和流动路径,为生态系统提供养分,为生命提供基础。地上CZ的植被依赖于这些成分,并积极调节蒸散发、养分和水循环、坡面侵蚀等地球系统过程。因此,CZ的垂直和横向范围可以深入了解将地表生命与地下10-100米的地质联系起来的重要化学和物理过程。在这项研究中,我们展示了怀俄明州拉勒米山脉风化和结晶花岗岩中3.9公里的地震折射数据。利用折射率数据对植被和坡度对比明显的两个山脊进行了研究。考虑到坡度、坡向和植被覆盖的巨大差异,我们预计CZ结构会有很大差异。然而,我们的研究结果表明,大尺度(bbb10s m) CZ结构在坡度或坡向上没有显著差异。我们的数据似乎表明,激光雷达得出的冠层高度与裂缝基岩深度之间存在关系,其中最高的树木位于裂缝基岩深度最浅的区域。根据有无植被对数据进行分离后,植被下较高的纵波速度可能是较高饱和度的结果。
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引用次数: 0
Analyzing scenarios and designing initiatives toward just transitions: coproducing knowledge with(in) the dried fish sector in the Indian Sundarbans 分析情景和设计方案,以实现公正的过渡:与印度孙德尔本斯的干鱼部门共同生产知识
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-07-06 DOI: 10.3389/frwa.2023.1043628
Raktima Ghosh, Jenia Mukherjee, Aishik Bandyopadhyay, S. Chatterjee, Anuradha Choudry, Poulami Ghosh, Souradip Pathak, Amrita Sen, Priyadarsini Sinha
The south-western fringe of the Indian Sundarbans hosts a number of fish drying collectives that are exposed to a bundle of mutually reinforcing social-ecological-institutional risks. Despite its wide contribution to local-regional food security and livelihoods, dried fish production has received little attention in research and policy circles so far. As part of the Social Sciences and Humanities Research Council (SSHRC) sponsored Dried Fish Matters global partnership project, our research team seeks to address this lack in two ways: (i) delineating knowledge base through a systematic literature review on intersecting social-ecological and sociohydrological dimensions of integrated fisheries and fish drying practices, and (ii) employing a knowledge co-production approach that involves participation of dry-fishers, researchers, fishworkers' forum (partner organization), and scientists for meaningful understandings about the constraints and potentials in the sector. In this essay, we applied a three-step methodology to arrive at a crisscrossing conceptual, empirical, and collective understandings on the 'invisible' dried fish value chain in the Indian Sundarbans. With detailed lessons from the field, our interdisciplinary research team acts as a liaison among the groups to build a collaborative space for interactions, recognize prevalent adaptive practices and identify pathways toward short-, intermediate-, and long-term co-interventions through which fish drying practices can be more effectively improvised upon and up scaled. The essay lays out detailed insights and sensible recommendations from the knowledge co-production workshop, organized as a part of solution-focused participatory research on climate-resilient and gender-aware dried fish practices in the Indian Sundarbans. In light of the collective observations on the complex problems and reflections on needs-driven initiatives, the authors advocate for collaborative research praxes in forging just transitions for the less explored dried fish sector.
在印度孙德尔本斯的西南边缘,有许多晒鱼集体,它们面临着一系列相互加强的社会生态制度风险。尽管干鱼生产对地方-区域粮食安全和生计做出了广泛贡献,但迄今为止,研究和政策界对其关注甚少。作为社会科学与人文研究理事会(SSHRC)赞助的干鱼问题全球伙伴关系项目的一部分,我们的研究团队试图通过两种方式解决这一问题:(i)通过对综合渔业和鱼类干燥实践的交叉社会生态和社会水文维度的系统文献综述来描述知识基础,以及(ii)采用涉及干渔民、研究人员、渔业工人论坛(伙伴组织)和科学家参与的知识共同生产方法,以对该部门的限制和潜力进行有意义的理解。在本文中,我们采用了三步方法,对印度孙德尔本斯“看不见的”干鱼价值链进行了交叉的概念、经验和集体理解。我们的跨学科研究团队从实地获得了详细的经验教训,作为各小组之间的联络人,建立一个协作空间,进行互动,认识普遍的适应性实践,并确定短期、中期和长期共同干预的途径,通过这些途径,鱼类干燥实践可以更有效地即兴发挥并扩大规模。这篇文章列出了知识联合生产研讨会的详细见解和合理建议,该研讨会是针对印度孙德尔本斯地区气候适应性和性别意识干鱼做法的以解决方案为重点的参与性研究的一部分。鉴于对复杂问题的集体观察和对需求驱动倡议的反思,作者主张在为较少探索的干鱼部门锻造公正过渡方面开展合作研究实践。
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引用次数: 0
Economic, environmental, and social sustainability of Alternate Wetting and Drying irrigation for rice in northern Italy 意大利北部水稻干湿交替灌溉的经济、环境和社会可持续性
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-07-06 DOI: 10.3389/frwa.2023.1213047
O. Gharsallah, M. Rienzner, A. Mayer, Darya Tkachenko, S. Corsi, Rina Vuciterna, M. Romani, A. Ricciardelli, Elisa Cadei, M. Trevisan, L. Lamastra, A. Tediosi, D. Voccia, A. Facchi
Italy is Europe's leading rice producer, with over half of total production almost totally concentrated in the north-western part of the Padana plain. In this area, rice irrigation has traditionally been carried out by wet seeding and continuous flooding. The replacement of this technique with the dry seeding and delayed flooding in the last 15 years brought economic benefits to farmers but also strong impacts to the water resource system of the area, characterized by a strong interaction between irrigation and shallow aquifer levels. Wet seeding and Alternate Wetting and Drying (AWD) could be seen as an alternative irrigation strategy; however, its environmental, economic and social sustainability must be investigated before supporting the dissemination of this “water-saving” irrigation technique over the territory in cooperation with decision-makers and water resource managers. In this paper, the results of an experimental activity carried out in a platform established in the main Italian rice district to compare three irrigation strategies (wet seeding and traditional flooding—WFL, dry seeding and delayed flooding from around the 3-leaf stage—DFL, wet seeding and alternated wetting and drying from the tillering stage—AWD) and data further provided by the farm holder (agronomic inputs and economic costs for the three options) were used to assess their economic and environmental sustainability through an assessment procedure based on quantitative indicators. Interviews with rice growers in the area were used to identify barriers to the adoption of AWD and subsequently propose ways to overcome them. AWD proved to be economically viable and to reduce the irrigation need in the peak month (June) without significantly affecting rice yield or quality (cadmium and arsenic content in rice grain). Additionally, it guarantees the recharging of the phreatic aquifer in the first period of the irrigation season, while reducing the methane (CH4) emissions, facing another significant environmental challenge of rice cultivation. Rice growers in the region stated their willingness to adopt AWD, although they would need technical, technological and financial support. The assessment procedure adopted in this paper proved to be effective for comparing rice irrigation techniques and is available for further studies.
意大利是欧洲主要的大米生产国,其总产量的一半以上几乎全部集中在帕达纳平原的西北部。在这个地区,水稻灌溉传统上是通过湿播和连续淹水来进行的。在过去的15年里,旱作播种和延迟洪水取代了这种技术,为农民带来了经济效益,但也对该地区的水资源系统产生了强烈的影响,其特点是灌溉与浅层含水层之间存在强烈的相互作用。湿播和干湿交替灌溉(AWD)可以看作是一种替代灌溉策略;但是,必须先对其环境、经济和社会的可持续性进行调查,然后再与决策者和水资源管理人员合作,支持在领土上传播这种“节水”灌溉技术。在本文中,在意大利主要水稻区建立的一个平台上进行了一项试验活动,以比较三种灌溉策略(湿播和传统淹水- wfl,干播和三叶期左右延迟淹水- dfl)的结果。通过基于定量指标的评估程序,利用湿播种和分蘖期交替干湿(awd)以及农场主进一步提供的数据(三种方案的农艺投入和经济成本)来评估其经济和环境可持续性。通过对该地区水稻种植者的采访,确定了采用AWD的障碍,并随后提出了克服这些障碍的方法。AWD被证明是经济上可行的,并且在高峰月份(6月)减少灌溉需求,而不会显著影响水稻产量或质量(稻米中镉和砷的含量)。此外,它保证了灌溉季第一阶段潜水含水层的补给,同时减少了甲烷(CH4)的排放,面临着水稻种植的另一个重大环境挑战。该地区的水稻种植者表示,他们愿意采用AWD,尽管他们需要技术、技术和财政支持。本文所采用的评价方法是比较水稻灌溉技术的有效方法,可供进一步研究。
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引用次数: 0
Riverine organic matter functional diversity increases with catchment size 河流有机质功能多样性随流域面积的增加而增加
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-07-05 DOI: 10.3389/frwa.2023.1087108
R. Danczak, V. Garayburu-Caruso, L. Renteria, Sophia A. McKever, Opal C. Otenburg, S. Grieger, Kyongho Son, M. Kaufman, Stephanie Fulton, J. A. Roebuck, A. Myers‐Pigg, J. Stegen
A large amount of dissolved organic matter (DOM) is transported to the ocean from terrestrial inputs each year (~0.95 Pg C per year) and undergoes a series of abiotic and biotic reactions, causing a significant release of CO2. Combined, these reactions result in variable DOM characteristics (e.g., nominal oxidation state of carbon, double-bond equivalents, chemodiversity) which have demonstrated impacts on biogeochemistry and ecosystem function. Despite this importance, however, comparatively few studies focus on the drivers for DOM chemodiversity along a riverine continuum. Here, we characterized DOM within samples collected from a stream network in the Yakima River Basin using ultrahigh-resolution mass spectrometry (i.e., FTICR-MS). To link DOM chemistry to potential function, we identified putative biochemical transformations within each sample. We also used various molecular characteristics (e.g., thermodynamic favorability, degradability) to calculate a series of functional diversity metrics. We observed that the diversity of biochemical transformations increased with increasing upstream catchment area and landcover. This increase was also connected to expanding functional diversity of the molecular formula. This pattern suggests that as molecular formulas become more diverse in thermodynamics or degradability, there is increased opportunity for biochemical transformations, potentially creating a self-reinforcing cycle where transformations in turn increase diversity and diversity increase transformations. We also observed that these patterns are, in part, connected to landcover whereby the occurrence of many landcover types (e.g., agriculture, urban, forest, shrub) could expand DOM functional diversity. For example, we observed that a novel functional diversity metric measuring similarity to common freshwater molecular formulas (i.e., carboxyl-rich alicyclic molecules) was significantly related to urban coverage. These results show that DOM diversity does not decrease along stream networks, as predicted by a common conceptual model known as the River Continuum Concept, but rather are influenced by the thermodynamic and degradation potential of molecular formula within the DOM, as well as landcover patterns.
大量溶解的有机物(DOM)每年从陆地输入输送到海洋(~0.95 Pg C /年),并经历一系列的非生物和生物反应,造成大量的CO2释放。综上所述,这些反应产生了不同的DOM特征(例如碳的标称氧化态、双键当量、化学多样性),这些特征已经证明对生物地球化学和生态系统功能有影响。然而,尽管如此,相对较少的研究关注沿河流连续体DOM化学多样性的驱动因素。在这里,我们使用超高分辨率质谱(即FTICR-MS)对从亚基马河流域的河流网络中收集的样品中的DOM进行了表征。为了将DOM化学与潜在功能联系起来,我们确定了每个样品中假定的生化转化。我们还使用不同的分子特性(例如,热力学有利性,可降解性)来计算一系列功能多样性指标。生物化学转化的多样性随着上游流域面积和土地覆被的增加而增加。这种增加也与分子式功能多样性的扩大有关。这种模式表明,当分子式在热力学或可降解性方面变得更加多样化时,生化转化的机会就会增加,从而可能形成一个自我强化的循环,在这个循环中,转化反过来增加多样性,多样性又增加转化。我们还观察到,这些模式在一定程度上与土地覆盖有关,许多土地覆盖类型(如农业、城市、森林、灌木)的出现可以扩大DOM的功能多样性。例如,我们观察到一种新的功能多样性度量与常见淡水分子式(即富含羧基的脂环分子)的相似性与城市覆盖率显著相关。这些结果表明,DOM多样性并不像河流连续统概念(River Continuum Concept)所预测的那样,沿着河流网络减少,而是受到DOM内部分子式的热力学和降解潜力以及土地覆盖模式的影响。
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引用次数: 0
Reconciling critical zone science with ecosystem and soil science—a personal-scientist perspective 调和临界带科学与生态系统和土壤科学——个人科学家的观点
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-07-05 DOI: 10.3389/frwa.2023.1196465
K. Lohse
The critical zone has been the subject of much discussion and debate as a term in the ecosystem, soil and earth system science communities, and there is a need to reconcile how this term is used within these disciplines. I suggest that much like watershed and soil ecosystems, the critical zone is an ecosystem and is defined by deeper spatial and temporal boundaries to study its structure and function. Critical zone science, however, expands the scope of ecosystem and soil science and more fully embraces the integration of earth sciences, ecology, and hydrology to understand key mechanisms driving critical zone functions in a place-based setting. This integration of multiple perspectives and expertise is imperative to make new discoveries at the interface of these disciplines. I offer solid examples highlighting how critical zone science as an integrative science contributes to ecosystem and soil sciences and exemplify this emerging field.
作为生态系统、土壤和地球系统科学界的一个术语,临界带一直是讨论和辩论的主题,有必要在这些学科中协调这个术语的使用方式。与流域生态系统和土壤生态系统一样,临界带也是一个生态系统,并通过更深的时空边界来定义其结构和功能。然而,关键带科学扩展了生态系统和土壤科学的范围,更全面地涵盖了地球科学、生态学和水文学的整合,以了解在基于地点的环境中驱动关键带功能的关键机制。这种多种观点和专业知识的整合对于在这些学科的界面上做出新的发现是必不可少的。我提供了坚实的例子,突出了关键区域科学作为一门综合科学对生态系统和土壤科学的贡献,并举例说明了这一新兴领域。
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引用次数: 0
Exploring the determinants of organic matter bioavailability through substrate-explicit thermodynamic modeling 通过底物显式热力学模型探索有机物生物利用度的决定因素
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-07-04 DOI: 10.3389/frwa.2023.1169701
Firnaaz Ahamed, Y. You, A. Burgin, J. Stegen, Timothy Scheibe, Hyun‐Seob Song
Microbial decomposition of organic matter (OM) in river corridors is a major driver of nutrient and energy cycles in natural ecosystems. Recent advances in omics technologies enabled high-throughput generation of molecular data that could be used to inform biogeochemical models. With ultrahigh-resolution OM data becoming more readily available, in particular, the substrate-explicit thermodynamic modeling (SXTM) has emerged as a promising approach due to its ability to predict OM degradation and respiration rates from chemical formulae of compounds. This model implicitly assumes that all detected organic compounds are bioavailable, and that aerobic respiration is driven solely by thermodynamics. Despite promising demonstrations in previous studies, these assumptions may not be universally valid because OM degradation is a complex process governed by multiple factors. To identify key drivers of OM respiration, we performed a comprehensive analysis of diverse river systems using Fourier-transform ion cyclotron resonance mass spectrometry OM data and associated respiration measurements collected by the Worldwide Hydrobiogeochemistry Observation Network for Dynamic River Systems (WHONDRS) consortium. In support of our argument, we found that the incorporation of all compounds detected in the samples into the SXTM resulted in a poor correlation between the predicted and measured respiration rates. The data-model consistency was significantly improved by the selective use of a small subset (i.e., only about 5%) of organic compounds identified using an optimization method. Through a subsequent comparative analysis of the subset of compounds (which we presume as bioavailable) against the full set of compounds, we identified three major traits that potentially determine OM bioavailability, including: (1) thermodynamic favorability of aerobic respiration, (2) the number of C atoms contained in compounds, and (2) carbon/nitrogen (C/N) ratio. We found that all three factors serve as “filters” in that the compounds with undesirable properties in any of these traits are strictly excluded from the bioavailable fraction. This work highlights the importance of accounting for the complex interplay among multiple key traits to increase the predictive power of biogeochemical and ecosystem models.
河流廊道中有机物的微生物分解是自然生态系统中营养和能量循环的主要驱动因素。组学技术的最新进展使分子数据的高通量生成成为可能,可用于为生物地球化学模型提供信息。特别是,随着超高分辨率OM数据变得越来越容易获得,底物显式热力学建模(SXTM)已经成为一种很有前途的方法,因为它能够根据化合物的化学式预测OM降解和呼吸速率。该模型隐含地假设所有检测到的有机化合物都是生物可利用的,有氧呼吸完全由热力学驱动。尽管在以前的研究中有很好的证明,但这些假设可能并不普遍有效,因为OM降解是一个由多个因素控制的复杂过程。为了确定OM呼吸的关键驱动因素,我们使用傅里叶变换离子回旋共振质谱OM数据和全球动态河流系统水文生物地球化学观测网络(WHONRS)联盟收集的相关呼吸测量数据,对不同的河流系统进行了全面分析。为了支持我们的论点,我们发现将样本中检测到的所有化合物掺入SXTM会导致预测呼吸率和测量呼吸率之间的相关性较差。通过选择性使用使用优化方法鉴定的有机化合物的一小部分(即仅约5%),数据模型的一致性得到了显著改善。通过随后对化合物子集(我们认为是生物可利用的)与全套化合物的比较分析,我们确定了可能决定OM生物利用度的三个主要特征,包括:(1)有氧呼吸的热力学有利性,(2)化合物中所含C原子的数量,以及(2)碳/氮(C/N)比。我们发现,这三个因素都起到了“过滤器”的作用,因为在任何这些特征中具有不良性质的化合物都被严格排除在生物可利用部分之外。这项工作强调了考虑多种关键性状之间复杂相互作用的重要性,以提高生物地球化学和生态系统模型的预测能力。
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引用次数: 0
Bacterial populations in different parts of domestic drinking water systems are distinct and adapted to the given ambient temperatures 生活饮用水系统不同部分的细菌种群是不同的,并适应给定的环境温度
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-07-03 DOI: 10.3389/frwa.2023.1119951
Benjamin Meyer, M. Pannekens, A. Soares, Lara I. Timmermann, Alexander J. Probst, M. Hippelein, B. Bendinger, A. Nocker
Drinking water enters buildings with a given microbiological community composition. Within premise plumbing systems, the drinking water is subject to very different conditions and temperatures. Whereas part of the water stays cold, another part is heated to provide hot water. In this study, drinking water samples were taken at different locations in four buildings that had central heating circles and that were equipped with ultrafiltration modules. The latter were intended to keep bacterial numbers low. When studying the increase in bacterial concentrations in these water samples using regrowth tests at different incubation temperatures, a temperature-dependence could be observed. Bacteria in cold water samples propagated best when incubated at 22°C, but often poorly at 36°C and not at all at 50°C. Bacteria in hot water samples showed the reverse behavior and grew best when incubated at 50°C, whereas growth at 22°C was poor or associated with a long growth lag. Water samples from distal taps in periphery locations used for retrieving both cold and hot water showed intermediate growth behaviors. Results suggest the existence of different temperature-adapted bacterial populations within domestic drinking water systems. The finding was supported by sequence data revealing distinct differences in the microbiomes between cold and hot water samples. Abundant bacterial groups in hot water included Deinococci, Kryptonia, Ignavibacteria, Nitrospiria, Gemmatimonadetes and different genera of Gammaproteobacteria. Stagnation of hot water at 50°C, 55°C, or 60°C furthermore shaped the microbiome in different ways indicating that small temperature differences can have a substantial impact on the bacterial communities. Graphical Abstract
饮用水进入具有特定微生物群落组成的建筑物。在房屋管道系统内,饮用水受到非常不同的条件和温度的影响。一部分水保持低温,另一部分则被加热以提供热水。在这项研究中,在四栋配有中央供暖循环和超滤模块的建筑的不同位置采集了饮用水样本。后者旨在降低细菌数量。当使用不同培养温度下的再生测试来研究这些水样中细菌浓度的增加时,可以观察到温度依赖性。冷水样品中的细菌在22°C下培养时繁殖最好,但在36°C下通常繁殖较差,在50°C下根本繁殖不到。热水样品中的细菌表现出相反的行为,在50°C下培养时生长最好,而在22°C下生长较差或与长时间的生长滞后有关。用于回收冷水和热水的外围位置的远端水龙头的水样显示出中等生长行为。结果表明,在生活饮用水系统中存在不同的温度适应性细菌种群。这一发现得到了序列数据的支持,序列数据揭示了冷水和热水样本之间微生物组的明显差异。热水中丰富的细菌群包括Deinococci、Kryptonia、Ignavibacteria、Nitrospiria、Gemmatimonadetes和Gammaproteobacteria的不同属。热水在50°C、55°C或60°C时的停滞进一步以不同的方式塑造了微生物组,这表明微小的温差会对细菌群落产生重大影响。图形摘要
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引用次数: 1
Performance comparison of physics-based and machine learning assisted multi-fidelity methods for the management of coastal aquifer systems 基于物理和机器学习辅助的海岸含水层系统高保真度管理方法的性能比较
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-06-30 DOI: 10.3389/frwa.2023.1195029
G. Kopsiaftis, Maria Kaselimi, Eftychios E. Protopapadakis, A. Voulodimos, A. Doulamis, N. Doulamis, A. Mantoglou
In this work we investigate the performance of various lower-fidelity models of seawater intrusion in coastal aquifer management problems. The variable density model is considered as the high-fidelity model and a pumping optimization framework is applied on a hypothetical coastal aquifer system in order to calculate the optimal pumping rates which are used as a benchmark for the lower-fidelity approaches. The examined lower-fidelity models could be classified in two categories: (1) physics-based models, which include several widely used variations of the sharp-interface approximation and (2) machine learning assisted models, which aim to improve the efficiency of the SI approach. The Random Forest method was utilized to create a spatially adaptive correction factor for the original sharp-interface model, which improves its accuracy without compromising its efficiency as a lower-fidelity model. Both the original sharp-interface and Machine Learning assisted model are then tested in a single-fidelity optimization method. The optimal pumping rated which were calculated using the Machine Learning based SI model sufficiently approximate the solution from the variable density model. The Machine Learning assisted approximation seems to be a promising surrogate for the high-fidelity, variable density model and could be utilized in multi-fidelity groundwater management frameworks.
在这项工作中,我们研究了各种低保真度海水入侵模型在沿海含水层管理问题中的性能。将变密度模型视为高保真度模型,并将抽水优化框架应用于假设的海岸含水层系统,以计算最佳抽水率,该最佳抽水率用作高保真度方法的基准。所检查的低保真度模型可分为两类:(1)基于物理的模型,包括几种广泛使用的锐界面近似变体;(2)机器学习辅助模型,旨在提高SI方法的效率。随机森林方法用于为原始锐界面模型创建空间自适应校正因子,这提高了其精度,而不影响其作为低保真度模型的效率。然后,在单一保真度优化方法中测试原始清晰界面和机器学习辅助模型。使用基于机器学习的SI模型计算的最佳泵送额定值充分近似于可变密度模型的解。机器学习辅助近似似乎是高保真度可变密度模型的一种很有前途的替代方法,可用于高保真度地下水管理框架。
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引用次数: 2
Identifying strategies for adaptation of rural women to climate variability in water scarce areas 确定农村妇女适应缺水地区气候变化的战略
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-06-30 DOI: 10.3389/frwa.2023.1177684
Masoumeh Moayedi, D. Hayati
The current research aims to identify adaptation strategies adopted by rural women of Fars province in dealing with climate variability. This study is applied in terms of purpose, descriptive-correlational in terms of methodology, and field type in terms of data collection. The statistical population were rural women who were members of agricultural households in Fars province, which have been affected by climatic variability in four climatic zones: cold, mild, hot, and very hot. This study was conducted using survey method. A structured questionnaire was designed and its face and content validities were verified using experts' opinions. The size of the studied sample was estimated using Cochran's formula. For sampling, a combined stratified and cluster sampling method was used. Data were collected from 406 respondents from 32 villages in eight counties of Fars province. Then, the data was analyzed. In total, 43 adaptation strategies of rural women were classified in the form of four categories of strategies for development and diversification of income sources, cost management, social capital management, and environmental stress management. The most important adaptation strategy used by rural women against climatic changes has been the cost management strategy. The use of facilities and loans is the most important strategy among the cost management strategies that can lead to reducing the negative effects of climate variability on rural women. Then, the strategy of development and diversification of income sources, management of social capital, and management of environmental tensions were placed in the second to fourth places of adaptation strategies used by rural women under climate variability. The results of this study indicate that the rural women of Fars province are not only passive victims of climate changes, but they act actively and hope to adapt to sudden climate changes. Using prudent strategies, they employ their experience and expertise to reduce the adverse effects of climate variability.
目前的研究旨在确定法尔斯省农村妇女在应对气候变化方面采取的适应策略。本研究在目的、方法论方面的描述性相关性和数据收集方面的领域类型方面进行了应用。统计人口是法尔斯省农业家庭的农村妇女,这些家庭受到四个气候区气候变化的影响:寒冷、温和、炎热和酷热。本研究采用调查法进行。设计了一份结构化的问卷,并利用专家的意见验证了其表面和内容的有效性。使用Cochran公式估计研究样本的大小。抽样采用分层和整群抽样相结合的方法。数据来自法尔斯省8个县32个村庄的406名受访者。然后,对数据进行了分析。总共有43项农村妇女适应战略被分为四类:收入来源的发展和多样化战略、成本管理战略、社会资本管理战略和环境压力管理战略。农村妇女针对气候变化采用的最重要的适应战略是成本管理战略。使用设施和贷款是成本管理战略中最重要的战略,可以减少气候变化对农村妇女的负面影响。然后,收入来源的发展和多样化战略、社会资本的管理和环境紧张局势的管理被置于农村妇女在气候变化下使用的适应战略的第二至第四位。这项研究的结果表明,法尔斯省的农村妇女不仅是气候变化的被动受害者,而且她们积极行动,希望适应突如其来的气候变化。他们采用谨慎的策略,利用自己的经验和专业知识来减少气候变化的不利影响。
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引用次数: 1
Forecasting bacteriological presence in treated drinking water using machine learning 使用机器学习预测处理过的饮用水中细菌的存在
IF 2.9 Q2 WATER RESOURCES Pub Date : 2023-06-30 DOI: 10.3389/frwa.2023.1199632
Grigorios Kyritsakas, J. Boxall, V. Speight
A novel data-driven model for the prediction of bacteriological presence, in the form of total cell counts, in treated water exiting drinking water treatment plants is presented. The model was developed and validated using a year of hourly online flow cytometer data from an operational drinking water treatment plant. Various machine learning methods are compared (random forest, support vector machines, k-Nearest Neighbors, Feed-forward Artificial Neural Network, Long Short Term Memory and RusBoost) and different variables selection approaches are used to improve the model's accuracy. Results indicate that the model could accurately predict total cell counts 12 h ahead for both regression and classification-based forecasts—NSE = 0.96 for the best regression model, using the K-Nearest Neighbors algorithm, and Accuracy = 89.33% for the best classification model, using the combined random forest, K-neighbors and RusBoost algorithms. This forecasting horizon is sufficient to enable proactive operational interventions to improve the treatment processes, thereby helping to ensure safe drinking water.
提出了一种新的数据驱动模型,用于预测细菌的存在,以总细胞计数的形式,在饮用水处理厂流出的处理过的水中。该模型的开发和验证使用了一年中每小时在线流式细胞仪数据从一个运行的饮用水处理厂。比较了各种机器学习方法(随机森林、支持向量机、k近邻、前馈人工神经网络、长短期记忆和RusBoost),并使用不同的变量选择方法来提高模型的准确性。结果表明,该模型对于回归和基于分类的预测均能准确预测12 h前的细胞总数,使用k近邻算法的最佳回归模型的nse = 0.96,使用随机森林、k近邻和RusBoost算法的最佳分类模型的准确率= 89.33%。这一预测范围足以使我们能够采取主动的业务干预措施,改进处理过程,从而有助于确保安全的饮用水。
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引用次数: 1
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Frontiers in Water
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