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Developing a neuro–fuzzy system to classify drainage sub-basins according to erosion processes on the Island of Lefkas, Greece 根据希腊莱夫卡斯岛的侵蚀过程,开发一种神经模糊系统对流域子盆地进行分类
Q4 Earth and Planetary Sciences Pub Date : 2018-12-28 DOI: 10.21094/RG.2018.025
N. Evelpidou, T. Gournelos, A. Karkani, Eirini Kardara
In this paper we attempt to classify drainage sub-basins according to their erosion risk. We have adopted a multistep procedure to face this problem. The input variables were introduced into a GIS – platform. These variables were the vulnerability of the surface rocks to erosion, topographic variations, vegetation cover, land use and drainage basin characteristics. We constructed a fuzzy inference mechanism to pre-process the input variables. Next we used neural–network technology to process the input variables. The system was trained to ‘learn’ and classify the input data. The output of this procedure was a classification of the sub-drainage basins related to their risk of erosion. This neuro–fuzzy system was applied to the island of Lefkas (Greece).
本文试图根据侵蚀风险对流域进行分类。我们采取了多步骤处理这个问题。将输入变量引入到GIS平台中。这些变量包括地表岩石对侵蚀的脆弱性、地形变化、植被覆盖、土地利用和流域特征。构建了模糊推理机制对输入变量进行预处理。接下来,我们使用神经网络技术来处理输入变量。该系统被训练为“学习”并对输入数据进行分类。这一程序的结果是根据侵蚀风险对次流域进行分类。该神经模糊系统应用于Lefkas岛(希腊)。
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引用次数: 1
Quantifying water erosion hazard in central Tunisia A case study: the Leben watershed 突尼斯中部水土流失危害的量化研究——以黎巴嫩流域为例
Q4 Earth and Planetary Sciences Pub Date : 2018-12-28 DOI: 10.21094/RG.2018.041
Chokri Bedoui
This study was performed in order to quantify soil erosion in the arid lands of central Tunisia. To do this we used geographic information systems, remote sensing and the RUSLE prediction model. While the study area is characterized by reduced rainfall quantities and therefore a low R factor, other factors such as high soil erodibility, low vegetation cover and steep slopes resulted in locally high erosion rates. Indeed, the calculation of RUSLE factors revealed values between 0 and 731 tones×ha-1×year-1 with an average of 3.84 tones×ha-1×year-1. Whereas most catchment lands have low levels, the relief surrounding the catchment has relatively high rates due to the high value of slopes, the skeletal soils that compose them, but also due to the absence of protection, reforestation or crop management. This study also showed that despite their small extension compared to the watershed, main streams sectors, and especially their banks, record the highest erosion rates mainly due to the flow accumulation in the downstream sectors. Relative protection of the piedmont, which has saved them from higher erosion, can only be considered efficient and sustainable if the upstream hillsides are also protected. The comparison with previous studies carried out in Tunisia shows similarities in the results of some of them, considering the natural geographical variation of the R factor.
进行这项研究是为了量化突尼斯中部干旱地区的土壤侵蚀。为此,我们使用了地理信息系统、遥感和RUSLE预测模型。虽然研究区域的特点是降雨量少,因此R因子低,但其他因素,如高土壤可蚀性,低植被覆盖和陡峭的斜坡,导致当地的高侵蚀率。的确,RUSLE因子的计算显示了0到731 tones×ha-1×year-1之间的值,平均值为3.84 tones×ha-1×year-1。虽然大多数集水区土地的水位较低,但集水区周围的地形起伏率相对较高,这是由于斜坡的高价值,构成它们的骨架土壤,但也由于缺乏保护、再造林或作物管理。该研究还表明,尽管与流域相比,干流部门,特别是其堤岸的延伸幅度较小,但由于下游部门的流量积累,其侵蚀率最高。山前的相对保护使山前免受更严重的侵蚀,但只有在上游山坡也受到保护的情况下,才能被认为是有效和可持续的。与以前在突尼斯进行的研究比较表明,考虑到R因子的自然地理差异,其中一些研究的结果相似。
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引用次数: 0
Permafrost investigations in Iezer Mountains, Southern Carpathians 南喀尔巴阡山脉伊泽尔山脉的永久冻土调查
Q4 Earth and Planetary Sciences Pub Date : 2018-12-15 DOI: 10.21094/RG.2018.033
R. Popescu
This paper assesses the possibility of permafrost occurrence in Iezer Mountains using field observations, GIS analysis and thermal investigations in the field. Rock glaciers as the main mountain permafrost footprint in the landscape are mapped using cross validation from two independent inventories, analysed and classified in terms of size, altitude, morphology, air temperature and vegetation cover. Measurements of spring temperatures, bottom temperature of snow (BTS) and continuous (near) ground surface temperature (GST) were applied to check for permafrost presence. Autumn temperature of 20 alpine springs are analysed and grouped by their source, temperature and apparent discharges. BTS was applied on 3 sites from the upper part of Colților Valley in 2012 and 2018 along GST in Tambura scree in 2012–2018 period. 16 rock glaciers are considered to exist in Iezer Massif, a much smaller number than previously assumed. We argue that several other landforms are rock–ice features and should be inventoried and analysed in corresponding with minimal past permafrost creep. Rock glaciers are poorly developed and have a faded morphology because of low debris availability, short periods of time with favourable climates and less supportive mountain morphometry. Alpine springs indicate possible permafrost occurrence in one rock glacier and one talus slope and BTS reveal sporadic patches of permafrost down to 1900 m asl in Colților Valley. GST supports the multiannual stability of permafrost indicating BTS on a multiannual scale and suggests the great importance of autumn–early winter temperatures and snow interplay for ground cooling and permafrost maintenance. We argue that 11 rock glaciers from Iezer Mountains are probably inactive. MAGST of 1.1 – 3.2 °C suggest a strong thermal gradient in the blocky layer if permafrost is truly present. Alpine screes possibly underlain by permafrost seem not to be disturbed by any modern climate changes.
本文采用野外观测、GIS分析和野外热调查等方法,对伊泽尔山区多年冻土发生的可能性进行了评价。岩石冰川作为景观中主要的山地永久冻土足迹,使用来自两个独立清单的交叉验证来绘制,并根据大小、海拔、形态、气温和植被覆盖进行分析和分类。测量春季温度、雪底温度(BTS)和连续(近)地表温度(GST)来检查永久冻土的存在。对20个高山温泉的秋季温度进行了分析,并按其来源、温度和表观流量进行了分组。2012 - 2018年期间,BTS沿着Tambura screen的GST,于2012年和2018年在Colților Valley上部的3个地点应用。据认为,在伊泽地块存在16个岩石冰川,比之前假设的要少得多。我们认为,其他几种地貌是岩石-冰特征,应该与最小的过去永久冻土蠕变相对应地进行盘点和分析。岩石冰川发育不良,由于可利用的碎屑较少,有利气候的时间较短,以及较少支持的山地形态,因此具有褪色的形态。高山泉水表明在一个岩石冰川和一个坡面可能存在永久冻土带,而BTS显示在Colților山谷海拔1900米以下有零星的永久冻土带。GST支持多年冻土的多年稳定性,在多年尺度上表明BTS,并表明秋冬初气温和雪的相互作用对地面冷却和永久冻土的维持非常重要。我们认为,来自以泽山脉的11个岩石冰川可能是不活跃的。1.1 - 3.2°C的MAGST表明,如果真正存在永久冻土,块状层中存在强烈的热梯度。可能被永久冻土覆盖的高山碎石似乎没有受到任何现代气候变化的干扰。
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引用次数: 3
Recent landslides from Iași Metropolitan Area Iași大都会区最近发生的山体滑坡
Q4 Earth and Planetary Sciences Pub Date : 2018-12-15 DOI: 10.21094/RG.2018.030
Mihai Niculiță, Valeriu Stoilov-Linu, Nicușor Necula
The creation and analysis of landslide inventories is the basic approach for starting the landslide hazard to risk analysis chain analysis. In order to perform this kind of analysis for the Iași Municipality (North–eastern Romania) we created based on aerial imagery and LiDAR data a landslide inventory of the landslide events that happened in the last 100 years. In total, we identified and delineated 518 landslide events: 51.5% translational slides, 19.7% slumps (rotational slides), 17% flowslides and 11.8% flows. The majority (74%) of the landslides events happened between 1956 and 1984, those before 1956 representing 16%, while those triggered after 1984 representing 10%. This situation reflects the very humid period between 1960 and 1990, when the majority of the landslide events were triggered. Beside the typology we have also identified the triggering factors and we can conclude that rainstorms coupled with previous rainy years were the main triggering factors, especially for Holocene old and relict landslides in areas with land use and anthropic disturbances created by the built up area expansion. The analysis of the landslide area frequency density is showing that the shape of the distribution curve is similar with what was reported in the literature, which is signaling that this inventory can be used further in landslide susceptibility modelling and validation. Further analysis of these events can also pinpoint scenarios for vulnerability and riskanalysis.
滑坡清单的建立和分析是开展滑坡危险性连锁分析的基本途径。为了对Iași市(罗马尼亚东北部)进行此类分析,我们根据航空图像和激光雷达数据创建了过去100年中发生的滑坡事件的滑坡清单。我们总共识别和描绘了518次滑坡事件:51.5%的平移滑动、19.7%的滑塌(旋转滑动)、17%的流滑和11.8%的流滑。大多数(74%)山体滑坡事件发生在1956年至1984年之间,1956年之前的占16%,1984年之后引发的占10%。这种情况反映了1960年至1990年期间非常潮湿的时期,当时引发了大多数滑坡事件。除了类型学之外,我们还确定了触发因素,我们可以得出结论,暴雨加上以前的雨季是主要的触发因素,特别是在土地利用和建成区扩张造成的人类干扰地区的全新世和残余滑坡。对滑坡区频率密度的分析表明,分布曲线的形状与文献中报道的相似,这表明该清单可以进一步用于滑坡易感性建模和验证。对这些事件的进一步分析还可以确定漏洞和风险分析的场景。
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引用次数: 6
Landslide susceptibility assessment using the maximum entropy model in a sector of the Cluj–Napoca Municipality, Romania 利用最大熵模型在罗马尼亚克卢日-纳波卡市某地区进行滑坡易感性评价
Q4 Earth and Planetary Sciences Pub Date : 2018-12-13 DOI: 10.21094/rg.2018.039
A. Kerekes, S. Poszet, A. Gál
The administrative territory of Cluj–Napoca, due to its specific geological and geomorphological characteristics and anthropic activities, has been affected for a long time by landslides. Thus, it becomes necessary to analyse affected areas with different spatial methods, with the aim of generating landslide susceptibility maps. In this research, we studied the most prone area of the city, the Becaș stream watershed, situated in the Southern part of the municipality. The aim of this paper is to generate a valid susceptibility map, to be able to raise awareness about the existing situation: due to human induced activities and rapid urban growth, the peripheral part of Cluj–Napoca becomes more and more prone to mass–movements. We used the maximum entropy (MaxEnt) model, which was fed with accurate information on the existing landslides and seven landslide–causing factors: slope, aspect, land–use, depth of fragmentation, geology and plan– and profile curvature. The results confirm that the most influential factors are the land use and slope–angle, affected in a large degree by human activities. The accuracy of the generated map was verified using the AUC method, proving a very good performance (0.844) of the applied model.
克卢日-纳波卡行政区域由于其特殊的地质地貌特征和人类活动,长期以来一直受到山体滑坡的影响。因此,有必要用不同的空间方法分析受影响的地区,以生成滑坡易感性图。在这项研究中,我们研究了该市最容易发生这种情况的地区,即位于该市南部的becancu溪流流域。本文的目的是生成一个有效的易感性地图,以提高人们对现有情况的认识:由于人类活动和城市的快速增长,克卢日-纳波卡的外围地区越来越容易发生群众运动。我们使用了最大熵(MaxEnt)模型,该模型提供了现有滑坡和七个滑坡成因因素的准确信息:坡度、坡向、土地利用、破碎化深度、地质、平面和剖面曲率。研究结果表明,土地利用和坡度是影响耕地面积的主要因素,受人类活动的影响较大。使用AUC方法验证了生成地图的准确性,证明了所应用模型的性能非常好(0.844)。
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引用次数: 11
Modelling flood hazard at Paratrechos/Peritsi stream, Naxos Island (Cyclades, Greece) 希腊基克拉迪群岛纳克索斯岛Paratrechos/Peritsi河的洪水灾害模拟
Q4 Earth and Planetary Sciences Pub Date : 2018-11-15 DOI: 10.21094/rg.2018.035
N. Evelpidou, Niki Polykreti, A. Karkani, Eirini Kardara, S. Seferli, Theofilos Valsamidis
Flash floods are one of the most significant natural hazards in the Mediterranean, affecting most basins in the region. Flash floods usually occur in ephemeral streams after particularly heavy rainfall. Although the average annual rainfall in the Cycladic islands (Greece) does not exceed 400 mm, flash floods are frequent, since most of that rainfall is often concentrated in few but very intense events. The case study is the drainage basin of Paratrechos or Peritsi stream in Naxos Island. This particular basin was selected due to the recorded flood events, the stream's proximity to the city that intensifies the flood impact, the slopes' gradient abrupt changes and the diverse infiltration rate of the geological formations. Furthermore, some parts of the basin are intact by human activities, while others are severely affected. This study investigates the relationship between rain and runoff through Unitary Hydrographs, in order to estimate and evaluate the flood potential of the aforementioned hydrologic basin and to determine the causes of the hazard and vulnerability. The Clark method was implemented and its results were further evaluated by field measurements.
山洪暴发是地中海地区最严重的自然灾害之一,影响到该地区的大多数盆地。山洪暴发通常发生在暴雨过后短暂的溪流中。虽然基克拉迪群岛(希腊)的年平均降雨量不超过400毫米,但山洪暴发是经常发生的,因为大部分降雨往往集中在少数但非常强烈的事件中。本研究以纳克索斯岛Paratrechos或Peritsi河流域为例。选择这个特殊的盆地是因为有记录的洪水事件,河流靠近城市,加剧了洪水的影响,斜坡的梯度突变和地质构造的不同渗透速率。此外,盆地的某些部分未受人类活动的影响,而其他部分则受到严重影响。本研究通过统一的水文曲线来研究降雨和径流之间的关系,以估计和评价上述水文流域的洪水潜力,并确定其危害和脆弱性的原因。采用Clark方法,并通过现场测量对其结果进行了进一步评价。
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引用次数: 0
Recognition of erosion risk areas using Neural Network Technology: an application to the Island of Corfu 利用神经网络技术识别侵蚀风险区域:在科孚岛的应用
Q4 Earth and Planetary Sciences Pub Date : 2018-10-15 DOI: 10.21094/RG.2018.020
T. Gournelos, N. Evelpidou, A. Karkani, Eirini Kardara
There is a wide range of alternative approaches to study erosion processes. In this paper, we describe the construction of a model based on the interaction of Geographical Information System (GIS) and Artificial Neural Networks (ANN). The neural model uses supervised competitive learning process. The whole process begins with the digitization of collected data and the definition of the input variables, such as slope form and gradient, susceptibility to erosion and protective cover. The input variables are transformed into the erosion risk output variable using the neural model. The last stage is the development of a map of erosion risk zones. As a case study the island of Corfu (Ionian Sea, Greece) was chosen, which consists of lithologies very vulnerable to erosion and receives considerable amounts of rainfall, especially in comparison to the rest of Greece. Finally, the whole model was validated and its proper function was confirmed by field data observations.
有广泛的替代方法来研究侵蚀过程。本文描述了基于地理信息系统(GIS)和人工神经网络(ANN)交互作用的模型构建。神经模型采用监督竞争学习过程。整个过程从收集数据的数字化和输入变量的定义开始,如斜坡的形状和坡度,对侵蚀的敏感性和保护层。利用神经网络模型将输入变量转化为侵蚀风险输出变量。最后一个阶段是绘制侵蚀危险区地图。作为一个案例研究,选择了科孚岛(希腊爱奥尼亚海),它的岩性非常容易受到侵蚀,并且与希腊其他地区相比,降雨量相当大。最后,对整个模型进行了验证,并通过实测资料验证了模型的功能。
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引用次数: 2
Simplifying a deltaic labyrinth: anthropogenic imprint on river deltas 简化三角洲迷宫:河流三角洲上的人为印记
Q4 Earth and Planetary Sciences Pub Date : 2018-09-25 DOI: 10.21094/RG.2018.023
Ş. Constantinescu, Mihnea Tănăsescu
The information contained by historical maps provides a good source of understanding the complex transformation of a deltaic environment by human activity. Using the Danube delta as an example, here we show that a  artographic diagnosis for river deltas is based on four main steps that outline the learning stages for every similar area: 1) exploring coasts (for the early stages of the portolan and Ptolemaic maps); 2) exploring depths (for the succeeding imperial and military maps which focused on the access along the deltaic distributaries); 3) exploring deltaic networks (when economic and ecological reasons led to detailed topographic maps based on field measurements and aerial photos); 4) ecological protectionism (when ecological reasons dictate land use patterns and determine land use change). This synopsis is applicable to other river deltas with some adaptations imposed by the local context. We interpret the four stages in the description of the Delta as resting on and further reinforcing the power of the centre to dictate the uses of the periphery. We further argue that the way the territory is lived by local inhabitants is continuously marginalized and effaced. This stands in the way of future adaptive strategies.
历史地图所包含的信息为理解人类活动对三角洲环境的复杂转变提供了一个很好的来源。以多瑙河三角洲为例,我们在这里展示了河流三角洲的制图诊断是基于四个主要步骤,这些步骤概述了每个类似区域的学习阶段:1)探索海岸(波托兰和托勒密地图的早期阶段);2)勘探深度(用于后续的帝国和军事地图,这些地图主要关注沿三角洲分布的通道);3)探索三角洲网络(当经济和生态原因导致基于野外测量和航空照片的详细地形图时);4)生态保护主义(生态原因决定土地利用方式和土地利用变化)。这一概要也适用于其他河流三角洲,并根据当地环境进行了一些调整。我们将三角洲描述中的四个阶段解释为依赖并进一步加强中心对外围使用的权力。我们进一步认为,当地居民的生活方式不断被边缘化和抹去。这阻碍了未来的适应性策略。
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引用次数: 6
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Revista de Geomorfologie
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