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EOT20: A new global empirical ocean tide model derived from multi-mission satellite altimetry. EOT20:基于多任务卫星测高的全球经验海潮模型。
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-2037
M. Hart-Davis, D. Dettmering, G. Piccioni, C. Schwatke, M. Passaro, F. Seitz

EOT20 is the latest in a series of empirical ocean tide (EOT) models derived using residual tidal analysis of multi-mission satellite altimetry at DGFI-TUM. The amplitudes and phases of seventeen tidal constituents are provided on a global 0.125-degree grid based on empirical analysis of eleven satellite altimetry missions. The EOT20 model shows significant improvements compared to the previous iteration of the global model (EOT11a) throughout the ocean, particularly in the coastal and shelf regions, due to the inclusion of more recent satellite altimetry data as well as more missions, the use of the updated FES2014 tidal model as a reference to estimated residual signals, the inclusion of the ALES retracker and improved coastal representation. In the validation of EOT20 using tide gauges and ocean bottom pressure data, these improvements in the model compared to EOT11a are highlighted with the root-square sum (RSS) of the eight major tidal constituents improving by ~3 cm for the entire global ocean with the major improvement in RSS (~3.5 cm) occurring in coastal regions (<1 km to the coast). Compared to the other global ocean tidal models, EOT20 shows a clear improvement of ~0.4 cm in RSS compared to the closest model (FES2014) in the global ocean. Compared to the FES2014 model, the RSS improvement in EOT20 is mainly seen in the coastal region (~0.45 cm) while in the shelf and open ocean regions these two models only vary in terms of RSS by ~0.005 cm. The significant improvement of EOT20, particularly in the coastal region, provides encouragement for the use of the EOT20 model as a tidal correction of satellite altimetry in coastal sea level research. 

EOT20是利用DGFI-TUM多任务卫星测高的剩余潮汐分析得出的一系列经验海潮(EOT)模型中的最新模型。基于11个卫星测高任务的经验分析,在全球0.125度网格上提供了17个潮汐分量的幅值和相位。与之前迭代的全球模型(EOT11a)相比,EOT20模型在整个海洋,特别是沿海和大陆架区域显示出显著的改进,这是由于包含了更多最新的卫星测高数据以及更多的任务,使用更新的FES2014潮汐模型作为估计残余信号的参考,包含了ALES回调器和改进的沿海表示。在使用潮汐计和海底压力数据对EOT20进行验证时,与EOT11a相比,该模式的这些改进是突出的,全球海洋8个主要潮汐成分的根平方根和(RSS)提高了~3厘米,其中沿海地区的RSS(~3.5厘米)改善最大(
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引用次数: 1
Modelling the climate change impact on the largest White Sea estuarine areas 模拟气候变化对最大的白海河口地区的影响
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-8274
E. Panchenko, A. Alabyan, I. Krylenko, S. Lebedeva
Possible sea level rise and changes in hydrological regime of rivers are the major threats to estuarine systems. The sensibility of hydrodynamic regime of the Northern Dvina delta and the Onega estuary under various scenarios of climate change has been investigated. Hydrodynamic models HEC-RAS (USA, US Army Corps of Engineers Hydrologic Engineering Center) and STREAM_2D (Russia, authors V.Belikov et.al.) were used for analysis of estuarine flow regime (variations of water levels, discharges and flow velocities throughout tidal cycles). Input runoff changes were simulated for different climate scenarios using ECOMAG model (Russia, author Yu.Motovilov) based on data of global climate models (GSM) of CMIP5 project for the White Sea region.
可能出现的海平面上升和河流水文状况的变化是对河口系统的主要威胁。研究了不同气候变化情景下北德维纳三角洲和奥涅加河口水动力变化的敏感性。水动力模型HEC-RAS(美国,美国陆军工程兵团水文工程中心)和STREAM_2D(俄罗斯,作者V.Belikov等)用于分析河口流态(整个潮汐周期中水位、流量和流速的变化)。以白海地区CMIP5项目全球气候模式(GSM)数据为基础,利用俄罗斯的ECOMAG模式(Yu.Motovilov)模拟了不同气候情景下的输入径流变化。
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引用次数: 0
Perspectives and limits on the use of commercial low-cost digital MEMS accelerometers in gravimetry 商业低成本数字MEMS加速度计在重力测量中的应用前景与限制
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-10360
A. Prato, F. Mazzoleni, A. Facello, C. Origlia, A. Schiavi, A. Germak

The value of the acceleration due to gravity is of interest in a wide range of fields, from geophysics, geodesy, water-floor monitoring, and hazard forecasting to oil, gas and mineral exploration. For this purpose, relative or absolute gravimeters have been developed and used for decades. While absolute gravimeters are mainly used in monitoring stations or as reference, relative gravimeters are those actually used to determine the relative variations of the local gravitational field given their smaller dimension, lighter weight, and better reading resolution, despite the high costs and the difficulty in being used under severe environmental conditions. In the last years, the advent of micro-electromechanical-systems (MEMS), in particular MEMS accelerometers, has opened up the doors to new measuring possibilities at very low-costs. As a consequence, different international research groups focused their efforts to develop relative MEMS gravimeters and showed that this technology might be really useful for monitoring the gravitational field. However, their current production is limited to a few specimens and prototypes that cannot be exploited on a large scale at the present day. For this reason, this work investigates the possibilities and the limits in the use of commercial digital MEMS accelerometers as relative gravimeters. The digital MEMS accelerometers investigated in this work are two commercial low-cost digital MEMS accelerometers (STM, model LSM6DSR, and Sequoia, model GEA). The first is composed of an accelerometer sensor, a charge amplifier, and an analog-to-digital converter and is connected by a serial cable to a separated external microcontroller (ST, model 32F769IDISCOVERY), in which other electronic components are integrated. The second is composed of the sensing element and the analog-to-digital converter. Both are connected to the computer via USB cable. The two devices are included in a thermally insulated case, in which a resistive heater and a resistance thermometer (PT1000), connected in loop, are placed in order to guarantee temperature stability during use. The system, installed on a tilting table to ensure higher accuracy in the evaluation of local g, is calibrated in static conditions by comparison to the absolute gravimeter IMGC-02 at a specific measurement location at INRIM. Calibration is repeated several times over a period of a few weeks in order to evaluate repeatability, reproducibility and stability over time. Despite the promising future prospects of this technology, at present, the levels of precisions are low compared to the ones required by most of geodynamics applications.

重力加速度的价值在很多领域都很重要,从地球物理学、大地测量学、海底监测、灾害预测到石油、天然气和矿产勘探。为此目的,相对重力仪和绝对重力仪已经发展和使用了几十年。绝对重力仪主要用于监测站或作为参考,相对重力仪尺寸更小,重量更轻,读数分辨率更好,但成本高,难以在恶劣环境下使用。相对重力仪实际用于确定局部重力场的相对变化。在过去的几年里,微机电系统(MEMS)的出现,特别是MEMS加速度计,为低成本的新测量可能性打开了大门。因此,不同的国际研究小组集中精力开发相关的MEMS重力仪,并表明这项技术可能对监测重力场非常有用。然而,他们目前的生产仅限于少数标本和原型,目前还不能大规模开发。出于这个原因,这项工作研究了使用商用数字MEMS加速度计作为相对重力仪的可能性和局限性。本研究中研究的数字MEMS加速度计是两个商业低成本数字MEMS加速度计(STM,型号LSM6DSR和Sequoia,型号GEA)。第一个由加速度计传感器、电荷放大器和模数转换器组成,并通过串行电缆连接到一个分离的外部微控制器(ST,型号32f769iddiscovery),其中集成了其他电子元件。第二部分由传感元件和模数转换器组成。两者都通过USB线连接到计算机上。这两个设备都包含在一个隔热的外壳中,其中一个电阻加热器和电阻温度计(PT1000)环路连接,以保证使用过程中的温度稳定性。该系统安装在一个倾斜的工作台上,以确保在评估局部重力时具有更高的精度,在静态条件下通过与INRIM特定测量位置的绝对重力仪IMGC-02进行比较进行校准。校准在几周内重复多次,以评估随时间推移的可重复性、再现性和稳定性。尽管该技术具有良好的前景,但目前,与大多数地球动力学应用所需的精度相比,精度水平较低。
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引用次数: 0
National Green Infrastructure Facility – a specialised ‘living laboratory’ to assess the value of urban green infrastructure 国家绿色基础设施设施——一个专门的“生活实验室”,用于评估城市绿色基础设施的价值
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-12457
Daniel Green, R. Stirling, C. Walsh, E. Starkey, Alethea Walker, A. Yildiz, Narryn Thaman, R. Dawson

Green Infrastructure (GI) offers multiple and integrated benefits to urban areas, including relieving pressure on ‘grey’ infrastructure systems by locally managing surface runoff within cities to reduce the risk of urban flooding. Although the use of GI has been shown to attenuate flooding, monitored and quantifiable data determining the effectiveness of GI is imperative for supporting widespread adoption of GI within cities and to provide an evidence-base to inform the design and maintenance procedures of such systems and ultimately influence key decision makers .

The National Green Infrastructure Facility (NGIF) based in Newcastle-upon-Tyne, UK, is a purpose-built, publicly accessible, ‘living laboratory’ and demonstration site established in 2017, funded by the UK Collaboratorium for Research on Infrastructure and Cities. The NGIF explores how a wide range of green features such as trees, shrubs and soils can help reduce flooding in cities and make them more resilient and sustainable to future changes in climate and urban pressures. The facility hosts a number of novel GI features of varying scale, monitored with dense sensor networks to allow the in-situ measurement of key hydrological, climatic and biophysical variables (e.g. precipitation, temperature, soil moisture, water depth, runoff and outflow rates) which are able to provide quantified evidence of the hydrological performance of sustainable drainage systems (SuDS). Such systems generate detailed insights into how SuDS and nature-based solutions can be used to improve surface water management, optimise geo-energy for building heating/cooling and how systems can be used for urban water treatment.

GI features across the NGIF include an experimental  and fully functional swale, providing protection to the area of Newcastle-upon-Tyne in which the feature is located, 10 lysimeter bioretention cells, a series of rain-garden ‘ensembles’ and a monitored green roof system. All experimental features are subjected to prevalent environmental conditions and act as fully functional GI systems, but conditions can also be augmented and simulated to ensure that the GI features act as semi-controlled experimental systems to determine responses outside of the natural instrumented record. All environmental data is recorded at high temporal (< 5 minutes) and spatial resolution and is publicly accessible in real-time via the NGIF API.

This presentation provides an overview of the NGIF and discusses the current research activities taking place across the site. Data is presented from each of the GI systems to demonstrate and discuss their performance and responses during natural and simulated events, including extremes, and to assess their effectiveness in responding to localised changes in climate. Future research directions and collaborative opportunities are also highlighted.

绿色基础设施(GI)为城市地区提供了多重综合效益,包括缓解城市的压力。通过在当地管理城市地表径流来减少城市洪水风险的基础设施系统。虽然地理标志的使用已被证明可以减轻洪水,但确定地理标志有效性的监测和可量化数据对于支持在城市中广泛采用地理标志至关重要,并为此类系统的设计和维护程序提供证据基础,并最终影响关键决策者。位于英国泰恩河畔纽卡斯尔的国家绿色基础设施(NGIF)是一个专门建造的、可公开访问的生活实验室。该项目于2017年由英国基础设施和城市研究合作博物馆资助。NGIF探索了树木、灌木和土壤等广泛的绿色特征如何帮助减少城市洪水,并使其对未来气候变化和城市压力更具弹性和可持续性。该设施拥有许多不同尺度的新型地理特征,通过密集的传感器网络进行监测,以便对关键的水文、气候和生物物理变量(例如降水、温度、土壤湿度、水深、径流和流出率)进行现场测量,这些变量能够提供可持续排水系统(SuDS)水文性能的量化证据。这些系统提供了关于如何使用SuDS和基于自然的解决方案来改善地表水管理,优化建筑供暖/制冷地热能以及如何将系统用于城市水处理的详细见解。横跨NGIF的地理特征包括一个实验性的 和功能齐全的沼泽,为该特征所在的泰恩河畔纽卡斯尔地区提供保护,10个渗滤仪生物保留细胞,一系列雨花园‘还有一个绿色屋顶监控系统。所有的实验特征都受到普遍的环境条件的影响,并作为功能齐全的GI系统,但条件也可以增强和模拟,以确保GI特征作为半受控的实验系统,以确定自然仪器记录之外的响应。所有环境数据均以高时间(< 5分钟)和空间分辨率记录,并可通过NGIF API实时公开访问。本演讲提供了NGIF的概述,并讨论了该网站目前正在进行的研究活动。提供了来自每个GI系统的数据,以展示和讨论它们在自然和模拟事件(包括极端事件)期间的表现和响应,并评估它们在应对局部气候变化方面的有效性。展望了未来的研究方向和合作机会。
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引用次数: 2
Carbon sequestration in a Mediterranean olive orchard managed sustainably over a 20-year period 地中海橄榄园20年可持续管理的碳封存
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-1488
A. Sofo, L.S. Zurlo, Giuseppe Vitale, A. M. Palese

Olive is a widespread crop within Mediterranean area and Italy is one of the biggest producer of olives and oil in the world. From an environmental point of view, centered on carbon (C) sequestration, managing olive orchards sustainably is an urgent and actual issue.

This trial was done in a 2-ha olive orchard (Olea europaea L., cv. ‘Maiatica’; 70-year-old plants, with a distance of 8 × 8 m and NE orientation) located in Ferrandina (Southern Italy, Basilicata region; N 40°29’; E 16°28’). The soil is a sandy loam (Haplic Calcisol - WRB), with a mean bulk density of 1.30 g cm–3 and sediment as parental material. The major landform is plain, the slope form is classified as convex-straight and the gradient class as gently sloping (2-5%). Half of the orchard has been managed using sustainable agricultural practices (sustainable management, Sung) for 20 years (2000-2020). Trees were drip-irrigated from March to October with urban wastewater. A light pruning was carried out every year during winter. The soil was permanently covered by spontaneous self-seeding weeds, mowed twice a year. Cover crop residues and prunings were shredded and left along the row as mulch.

The other half of the orchard was kept as ‘control’ plot. It was rainfed and conducted with a locally conventional management (Cmng), according to the practices usually adopted by farmers. The Cmng was managed by tillage performed 2-3 times per year to control weeds. Intensive pruning was carried out every two years, but pruned residues were removed from the orchard. A mineral fertilization was carried out once per year, during the fruit set and pit hardening phase (early spring).

The average value (n = 5; 0-100 cm soil depth) of baseline soil organic carbon (SOC) stock (related to the Cmng) in the 20-year period was 4.79 t SOC ha–1, with an average additional SOC storage potential because of the adoption of the Smng of 0.15 t SOC ha–1 yr–1, and a SOC stock after 20 years of Smng of 7.75 t SOC ha–1 yr–1.

In the Smng system, soil acted as a significant sink for C, especially due to the supplies of the organic resources internal to the system. The Smng system, made up of mature olive trees, was also able to fix in its aboveground and belowground components, a > 2-times higher total amount of C than the Cmng. Spontaneous vegetation was the most important pool, sequestering about 35% of the total fixed C. Also pruning material had a substantial importance in C fixation. Emissions of CO2 eq per kg of olives, calculated according to the Life Cycle Assessment (LCA), were 0.08 kg in the Smng system a

橄榄是地中海地区广泛种植的作物,意大利是世界上最大的橄榄和橄榄油生产国之一。从环境的角度来看,以碳(C)封存为中心,可持续管理橄榄园是一个紧迫而现实的问题。本试验在一个2公顷的橄榄园(Olea europaea L., cv。& # 8216; Maiatica& # 8217;;70年树龄,距离8 ×8米和东北方向)位于Ferrandina(意大利南部,Basilicata地区;N 40 & # 176; 29日& # 8217;;E 16 & # 176; 28 & # 8217;)。土壤为砂质壤土(Haplic Calcisol - WRB),平均堆积密度为1.30 g cm–3,母质为沉积物。主要地形为平原,坡度类型为凹凸直坡,坡度类型为缓坡(2-5%)。有一半的果园采用可持续农业实践(可持续管理,Sung)管理了20年(2000-2020年)。从3月到10月,用城市废水对树木进行滴灌。每年冬季进行一次轻修剪。土壤上常年覆盖着自生杂草,每年割两次草。覆盖作物的残余物和修剪物被切碎,留在垄上作为地膜。果园的另一半被保留为‘情节。它是根据农民通常采用的做法,采用当地传统管理(Cmng)进行的雨养。稻田采用每年2-3次的耕作管理,以控制杂草。每两年进行一次密集修剪,但修剪后的残留物从果园中清除。在坐果和果核硬化阶段(早春)每年进行一次矿物施肥。平均值(n = 5;20年期间基线土壤有机碳(SOC)储量(与cm相关)为4.79 t SOC ha–1,由于采用Smng,平均增加了0.15 t SOC ha–1年–1,Smng 20年后的SOC储量为7.75 t SOC ha–1年–1。在Smng系统中,土壤是一个重要的碳汇,特别是由于系统内部有机资源的供应。由成熟橄榄树组成的Smng系统也能够固定其地上和地下成分,其总碳含量比Cmng高2倍以上。自然植被是最重要的固碳库,固碳量约占总固碳量的35%。根据生命周期评估(LCA)计算,每公斤橄榄的二氧化碳当量排放量在Smng系统中为0.08千克,在Cmng系统中为0.11千克。除固碳外,施用Smng还显著提高了土壤的物理、化学和生物肥力,对植物和生产都有好处。可持续土壤和植物管理的应用使橄榄种植成为一项多功能的农村活动,不仅针对生产,还包括许多其他目标,如环境,景观美化,文化,社会和娱乐。
{"title":"Carbon sequestration in a Mediterranean olive orchard managed sustainably over a 20-year period","authors":"A. Sofo, L.S. Zurlo, Giuseppe Vitale, A. M. Palese","doi":"10.5194/EGUSPHERE-EGU21-1488","DOIUrl":"https://doi.org/10.5194/EGUSPHERE-EGU21-1488","url":null,"abstract":"<p>Olive is a widespread crop within Mediterranean area and Italy is one of the biggest producer of olives and oil in the world. From an environmental point of view, centered on carbon (C) sequestration, managing olive orchards sustainably is an urgent and actual issue.</p><p>This trial was done in a 2-ha olive orchard (<em>Olea europaea</em> L., cv. &#8216;Maiatica&#8217;; 70-year-old plants, with a distance of 8 &#215; 8 m and NE orientation) located in Ferrandina (Southern Italy, Basilicata region; N 40&#176;29&#8217;; E 16&#176;28&#8217;). The soil is a sandy loam (Haplic Calcisol - WRB), with a mean bulk density of 1.30 g cm<sup>&#8211;3</sup> and sediment as parental material. The major landform is plain, the slope form is classified as convex-straight and the gradient class as gently sloping (2-5%). Half of the orchard has been managed using sustainable agricultural practices (sustainable management, <em><sub>Sung</sub></em>) for 20 years (2000-2020). Trees were drip-irrigated from March to October with urban wastewater. A light pruning was carried out every year during winter. The soil was permanently covered by spontaneous self-seeding weeds, mowed twice a year. Cover crop residues and prunings were shredded and left along the row as mulch.</p><p>The other half of the orchard was kept as &#8216;control&#8217; plot. It was rainfed and conducted with a locally conventional management (<em>C</em><sub>mng</sub>), according to the practices usually adopted by farmers. The <em>C</em><sub>mng</sub> was managed by tillage performed 2-3 times per year to control weeds. Intensive pruning was carried out every two years, but pruned residues were removed from the orchard. A mineral fertilization was carried out once per year, during the fruit set and pit hardening phase (early spring).</p><p>The average value (<em>n</em> = 5; 0-100 cm soil depth) of baseline soil organic carbon (SOC) stock (related to the <em>C</em><sub>mng</sub>) in the 20-year period was 4.79 t SOC ha<sup>&#8211;1</sup>, with an average additional SOC storage potential because of the adoption of the <em>S</em><sub>mng</sub> of 0.15 t SOC ha<sup>&#8211;1</sup> yr<sup>&#8211;1</sup>, and a SOC stock after 20 years of <em>S</em><sub>mng</sub> of 7.75 t SOC ha<sup>&#8211;1</sup> yr<sup>&#8211;1</sup>.</p><p>In the <em>S</em><sub>mng</sub> system, soil acted as a significant sink for C, especially due to the supplies of the organic resources internal to the system. The <em>S</em><sub>mng</sub> system, made up of mature olive trees, was also able to fix in its aboveground and belowground components, a > 2-times higher total amount of C than the <em>C</em><sub>mng</sub>. Spontaneous vegetation was the most important pool, sequestering about 35% of the total fixed C. Also pruning material had a substantial importance in C fixation. Emissions of CO<sub>2</sub> eq per kg of olives, calculated according to the Life Cycle Assessment (LCA), were 0.08 kg in the <em>S</em><sub>mng</sub> system a","PeriodicalId":22413,"journal":{"name":"The EGU General Assembly","volume":"54 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88555155","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Missing data completion in wastewater network databases: the added-value of Graph Convolutional Neural Networks. 污水管网数据库缺失数据补全:图卷积神经网络的附加值。
Pub Date : 2021-03-03 DOI: 10.5194/egusphere-egu21-8350
Yassine Bel-Ghaddar, C. Delenne, N. Chahinian, Ahlame Begdouri, Abderrahmane Seriai

Wastewater networks are mandatory for urbanization. Their management, which includes reparation and expansion operations, requires precise information about their underground components, mainly pipes. For hydraulic  modelling purposes, the characteristics of the nodes and pipes in the model must be fully known via specific, complete and consistent attribute tables. However, due to years of service and interventions by different actors, information about the attributes and characteristics associated with the various objects constituting a network are not  properly  tracked and reported. Therefore, databases related to wastewater networks, when available, still suffer from a large amount of missing data.

A wastewater network constitutes a graph composed of nodes and edges. Nodes represent manholes, equipment, repairs, etc. while edges represent pipes. Each of the nodes and edges has a set of properties in the form of attributes such as diameters of the pipes. In this work, we seek to complete the missing attributes of wastewater networks using machine learning techniques. The main goal is to make use of the graph structures in the learning process, taking into consideration the topology and the relationships between their components (nodes and edges) to predict missing attribute values.

Graph Convolutional Network models (GCN) have gained a lot of attention in recent years and achieved state of the art in many applications such as chemistry. These models are applied directly on graphs to perform diverse machine learning tasks. We present here the use of GCN models such as ChebConv to complete the missing attribute values of two datasets (1239 and 754 elements) extracted from the wastewater networks of  Montpellier and Angers Metropolis in France. To emphasize the importance of the graph structure in the learning process and thus on the quality of the predictions, GCNs' results are benchmarked against non-topological neural networks. The application on diameter value completion, indicates that using the structure of the wastewater network in the learning process has a significant impact on the prediction results especially for minority classes. Indeed, the diameter classes are very heterogeneous in terms of number of elements with a highly majority class and several classes with few elements. Non-topological neural networks always fail to predict these classes and affect the majority class value to every missing diameter, yielding a perfect precision for this class but a null one for all the others. On the contrary, the ChebConv model precision is slightly lower (0.93) for the majority class but much higher (increases from 0.3 to 0.81) for other classes, using only the structure of the graphs. The use of other available information in the learning process may enhance these results.

污水管网是城市化的必由之路。他们的管理,包括维修和扩建操作,需要精确的地下组成部分的信息,主要是管道。对液压# 160;为了建模,必须通过特定的、完整的和一致的属性表来充分了解模型中节点和管道的特征。然而,由于多年的服务和不同参与者的干预,与构成网络的各种对象相关的属性和特征的信息并不是 适当的# 160;跟踪# 160;报道。因此,与污水管网相关的数据库在可用的情况下,仍然存在大量的数据缺失。污水管网是由节点和边组成的图。节点表示人孔、设备、维修等,而边缘表示管道。每个节点和边都有一组属性(如管道直径)。在这项工作中,我们试图使用机器学习技术来完成废水网络的缺失属性。主要目标是在学习过程中利用图结构,考虑拓扑及其组件(节点和边)之间的关系来预测缺失的属性值。近年来,图卷积网络模型(GCN)得到了广泛的关注,并在化学等许多应用领域取得了先进的进展。这些模型直接应用于图来执行各种机器学习任务。我们在这里展示了使用GCN模型(如ChebConv)来完成从废水网络中提取的两个数据集(1239和754个元素)的缺失属性值。法国的蒙彼利埃和昂热。为了强调图结构在学习过程中的重要性以及预测的质量,GCNs的结果与非拓扑神经网络进行了基准测试。在直径值补全上的应用表明,在学习过程中使用废水网络的结构对预测结果有显著影响,特别是对少数班级。实际上,直径类别在元素数量方面是非常不均匀的,一个类别的元素非常多,几个类别的元素很少。非拓扑神经网络总是无法预测这些类,并影响每个缺失直径的大多数类值,从而为该类提供完美的精度,但为所有其他类提供零精度。相反,仅使用图的结构,大多数类的ChebConv模型精度略低(0.93),但其他类的ChebConv模型精度要高得多(从0.3增加到0.81)。在学习过程中使用其他可用信息可能会增强这些结果。
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引用次数: 0
Challenges in the sampling and characterisation of mining residues for CRMs recovery CRMs回收中采矿残留物取样和表征的挑战
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-4734
A. Guatame-García, M. Buxton, S. Kasmaee, F. Tinti, Rachel Horta Arduin, Aina Mas Fons, F. Bodénan, J. Schick
The recent Circular Economy Action Plan for Europe 1 considers mine waste a secondary source of minerals. These deposits contain potentially economic concentrations of Critical Raw Materials (CRMs), such as Al, Li, Co and REE, which are strategic for the global economy and energy transition. However, there are significant knowledge and technological gaps that hinder their successful recovery. The INCO-Piles 2020 project 2 is currently working on the recapitulation, establishment and development of innovative technologies for the sustainable extraction of CRMs from the residuals of mining activities, focusing on Regional Innovation Scheme (RIS) strategic areas. The project includes the definition of potential applications, best practices, and the promotion of technology transfer through round tables that count with international experts' participation.
最近的《欧洲循环经济行动计划1》认为矿山废物是矿物的二次来源。这些矿床含有关键原材料(CRMs)的潜在经济浓度,如铝、锂、钴和稀土,对全球经济和能源转型具有战略意义。然而,存在重大的知识和技术差距,阻碍了它们的成功恢复。INCO-Piles 2020项目2目前致力于概括、建立和开发创新技术,以从采矿活动的残留物中可持续提取crm,重点关注区域创新计划(RIS)战略领域。该项目包括确定潜在的应用、最佳做法以及通过有国际专家参与的圆桌会议促进技术转让。
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引用次数: 0
Regional-scale analysis of dune-beach systems using Google Earth Engine 基于谷歌Earth Engine的区域尺度沙丘-海滩系统分析
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-12923
M. Latella, A. Luijendijk, C. Camporeale
Coastal sand dunes provide a large variety of ecosystem services, among which the inland protection from marine floods. Nowadays, this protection is fundamental, and its importance will further increase in the future due to the rise of the sea level and storm violence induced by climate change. Despite the crucial role of coastal dunes and their potential application in mitigation strategies, the phenomenon of the coastal squeeze, which is mainly caused by the urban sprawl, is progressively reducing the extents of the areas where dune can freely undergo their dynamics, thus dramatically impairing their capability of providing ecosystem services.
沿海沙丘提供了多种生态系统服务,其中包括保护内陆免受海洋洪水的侵袭。如今,这种保护是基本的,由于海平面上升和气候变化引起的风暴暴力,其重要性将在未来进一步增加。尽管沿海沙丘具有关键作用及其在缓解战略中的潜在应用,但主要由城市扩张引起的沿海挤压现象正在逐步缩小沙丘可自由承受其动态变化的区域的范围,从而大大削弱了它们提供生态系统服务的能力。
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引用次数: 0
Magnetic field turbulence studies aboard the China Seismo-Electromagnetic Satellite and related ground based phenomena 中国地震电磁卫星上的磁场湍流及相关地面现象研究
Pub Date : 2021-03-03 DOI: 10.5194/EGUSPHERE-EGU21-14321
K. Schwingenschuh, W. Magnes, X. Shen, Jindong Wang, B. Cheng, Bin Zhou, A. Pollinger, C. Hagen, R. Lammegger, M. Ellmeier, Christoph Schirninger, H. Eichelberger, M. Boudjada, B. Besser, M. Delva, I. Jernej, Ö. Aydogar
Magnetic field turbulence studies aboard the China SeismoElectromagnetic Satellite and related ground based phenomena Konrad Schwingenschuh1, Werner Magnes1, Xuhui Shen2, Jindong Wang3, Bingjun Cheng3, Bin Zhou 3 , Andreas Pollinger 1 , Christian Hagen 1 , Roland Lammegger 4 , Michaela Ellmeier 4 , Christoph Schirninger 1 , Hans U. Eichelberger 1 , Mohammed Y. Boudjada 1 , Bruno P. Besser 1 , Magda Delva 1 , Irmgard Jernej 1 , and Özer Aydogar 1
中国地震电磁卫星上的磁场湍流及相关地面现象研究Konrad schwingenschu1, Werner Magnes1, shenxuhui 2,王进东3,程炳军3,周宾3,Andreas Pollinger 1, Christian Hagen 1, Roland Lammegger 4, Michaela Ellmeier 4, Christoph Schirninger 1, Hans U. Eichelberger 1, Mohammed Y. Boudjada 1, Bruno P. Besser 1, Magda Delva 1, Irmgard Jernej 1, Özer Aydogar 1
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引用次数: 0
Evolution of strain patterns in deforming upper plates in subduction zones: the case study of Cretaceous extension in the Iranian plateau 俯冲带上板块变形的应变模式演化:以伊朗高原白垩纪伸展为例
Pub Date : 2021-03-03 DOI: 10.5194/egusphere-egu21-11949
Tiphaine Larvet, L. Le Pourhiet, P. Agard

Existing plate tectonic models rely on two essential features: (1) rigid tectonic plates and (2) very narrow plate boundaries where all deformation is localized. On the world geological map, plate boundaries are materialized by lines. Subduction plate boundaries, however, affect domains several hundred kilometers wide. In the upper plate of subduction zones, this deformation can result in the formation of orogenic-like compressive structures or extensional back-arc basins. In both cases, the respective contributions of slab movements, far-field stresses (i.e., boundary conditions) and tectonic inheritance in localizing strain in the upper plate are not yet well understood.

Located in the upper plate of the Late Triassic to Oligocene Neotethys subduction, the Iranian plateau records a long-lived convergence history, with numerous episodes of intraplate deformation. We herein focus on the Cretaceous back-arc opening (e.g., formation of the Nain-Baft marginal basin), whose possible triggers include a change in internal slab dynamics and/or regional-scale convergence dynamics (e.g., kinematics of the Neotethyan subduction, ridge subduction, opening of peripheral basins such as the Caspian Sea).

The Iranian plateau is part of a composite continental lithosphere made of blocks detached from Gondwana during the Paleozoic. It preserves evidence for structures inherited from the Precambrian Panafrican orogeny, as well as thinning and shortening during the opening and closure of the Paleotethys (during the Devonian and Late Triassic, respectively). Important lateral contrasts are observed after the Neotethys Permian rifting: the southwestern part (Sanandaj-Sirjan Zone) was thinned and filled with volcanic products, whereas the northeastern part (Kopeh-Dag and Yadz block) was thickened during the Late Triassic Cimmerian event. From NW to SE, deformation was also likely partitioned across large-scale strike-slip faults such as the Doruneh fault. These imprints make it difficult to assess the nature and extent of lateral heterogeneities in the crust, and in particular the variation of Moho depths prior to the Cretaceous extension.

In order to determine which parameters controlled the deformation of the Iranian upper plate, ultimately leading to localized back-arc extension along the Nain-Baft basin (i.e., SE of the Doruneh fault), we designed a parametric numerical study using the thermo-mechanical code pTatin2D, in which metamorphic reactions were implemented to model the subduction process realistically. Model results are evaluated based on the evolution of strain in the upper plate, in particular the characteristic size (~500 km) and duration of back-arc deformation (~30 Ma of extension prior to closure of this domain). The importance of structural inheritance is assessed by imposing either (1) a prexisiting crustal scale fault, (2) a partially t

现有的板块构造模型依赖于两个基本特征:(1)刚性构造板块和(2)非常狭窄的板块边界,所有变形都是局部化的。在世界地质图上,板块边界用线条表示。然而,俯冲板块边界影响着几百公里宽的区域。在俯冲带的上板块,这种变形可形成类似造山带的压缩构造或伸展弧后盆地。在这两种情况下,板块运动、远场应力(即边界条件)和构造继承对上部板块局部应变的各自贡献尚未得到很好的理解。伊朗高原位于晚三叠世至渐新世新特提斯俯冲的上板块,记录了一个长期的辐合史,并发生了多次板内变形。本文将重点研究白垩纪弧后张开(例如,nen - baft边缘盆地的形成),其可能的触发因素包括内部板块动力学和/或区域尺度收敛动力学的变化(例如,新特提斯俯冲运动、脊状俯冲运动、里海等周边盆地的张开)。伊朗高原是古生代从冈瓦纳分离出来的块体组成的复合大陆岩石圈的一部分。它保存了从前寒武纪泛非造山运动中继承下来的结构证据,以及古特提斯时期(分别在泥盆纪和晚三叠世)的打开和关闭期间变薄和缩短的证据。在新特提斯二叠世裂谷期之后,观察到重要的横向对比:西南部分(sanandaji - sirjan带)变薄并充满火山产物,而东北部分(Kopeh-Dag和Yadz地块)在晚三叠世辛里纪事件期间变厚。从NW到SE,变形也可能被分割成多鲁纳(Doruneh)等大型走滑断层。这些印记使得评估地壳横向非均质性的性质和程度,特别是白垩纪伸展之前莫霍深度的变化变得困难。为了确定哪些参数控制了伊朗上板块的变形,最终导致了沿Nain-Baft盆地(即Doruneh断层的东南)的局部弧后伸展,我们设计了一个参数数值研究,使用热力学代码pTatin2D,其中实施变质反应来真实地模拟俯冲过程。模型结果是根据上部板块应变的演变,特别是特征尺寸(~500 km)和弧后变形的持续时间(该区域关闭前的~30 Ma的延伸)来评估的。构造继承的重要性是通过施加(1)现有的地壳尺度断层,(2)部分增厚(3)或变薄的地壳来评估的。这些不同的测试可以为白垩纪伊朗高原上板块的变形提出初步的地球动力学设想。
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