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Classification of mineral components of granitoid rocks by using methods of digital petrography and machine learning 基于数字岩石学和机器学习方法的花岗岩类岩石矿物成分分类
Pub Date : 2020-05-29 DOI: 10.33581/2521-6740-2020-1-75-85
Елена Анатольевна Василёнок
Machine learning methods have begun to be used in petrography relatively recently. However, thanks to the rapid programming development, more powerful algorithms and tools appear, the use of which to solve petrographic tasks hasn’t yet been considered. That’s why the purpose of this work was to use modern machine learning methods to identify mineral components from macro images of rock samples, as well as to use digital image processing methods. This article presents the method of determination of quantitative characteristics and the method of classification of minerals on macro images of rocks. An open source program for analyzing and processing images ImageJ, and its plugin Trainable Weka Segmentation were used as a toolkit. Macro images are obtained by scanning polished granite samples. Seven macro images of various representatives of the granites were selected for the experiment. Training with a teacher was conducted, where the decision tree method was used for classification. Based on this data set, classes were created for each of the rock-forming minerals: quartz (Q), potassium feldspar (Fps), plagioclase (Pl) and biotite (Bi). Regions of interest were prepared and stored in one database on the basis of which the classifier was trained. Based on the obtained classification data, masks of each mineral were created. A quantitative analysis was performed based on these masks: the percentage content and amount of grains of each mineral were determined. Results are presented in tabular and graphical forms. 
机器学习方法最近才开始在岩石学中使用。然而,由于编程的快速发展,出现了更强大的算法和工具,但尚未考虑使用它们来解决岩石学任务。这就是为什么这项工作的目的是使用现代机器学习方法从岩石样本的宏观图像中识别矿物成分,以及使用数字图像处理方法。本文介绍了岩石宏观图像定量特征的确定方法和矿物分类方法。使用图像分析和处理的开源程序ImageJ及其插件Trainable Weka Segmentation作为工具包。通过扫描抛光后的花岗岩样品,获得了宏观图像。实验选取了7幅花岗岩代表的宏观图像。与老师一起进行培训,其中使用决策树方法进行分类。基于该数据集,对每种形成岩石的矿物进行了分类:石英(Q)、钾长石(Fps)、斜长石(Pl)和黑云母(Bi)。感兴趣的区域被准备并存储在一个数据库中,分类器在此基础上进行训练。根据获得的分类数据,创建每种矿物的掩模。根据这些掩模进行定量分析:确定每种矿物的百分比含量和颗粒数量。结果以表格和图形形式呈现。
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引用次数: 0
The current climate changes in Belarusian Polesje region: factors, consequences, projections 当前白俄罗斯波列谢地区的气候变化:因素、后果和预测
Pub Date : 2020-05-29 DOI: 10.33581/2521-6740-2020-1-3-13
Ирина Сергеевна Данилович, В И Мельник, Беате Гейер
The study presents the pattern of climatic changes in the region of the Belarusian Polesje in current period and shows peculiarities of agricultural conditions on drained peat bogs during last decades. Also the climatic projections in the study region are presented with emphasize on agricultural indices. The climate changes in the region are synchronized with a global climate warming, and expressed more significant on the natural than drained areas. But at the same time a severe and extreme conditions for vegetation growth are more evident on the drained peat bogs. The precipitation sums exceeding have been noticed in the eastern part of the Belarusian Polesje in comparison with western part. The amelioration, deforestation and decrease of underlying surface roughness have led to wind speed growth and decrease of precipitation. The observed climate change tendencies will be kept in the current century. The growth of air temperature will continue, the largest deviations of the air temperature will be noticed in winter season. The deviations of minimal temperature will exceed deviations of maximal and mean temperature. The precipitation wills growth, but deviations will be heterogeneous during the current century. The largest growth of precipitation will be observed in winter season due to the rainfall of moderate intensity increase. But in the same time the duration of the drought periods will increase in summer.
该研究报告介绍了白俄罗斯波列谢地区当前时期气候变化的模式,并显示了过去几十年来排干的泥炭沼泽农业条件的特点。并对研究区气候进行了预测,重点对农业指标进行了预测。该地区气候变化与全球气候变暖具有同步性,且在自然地区表现出比干旱区更显著的变化。但与此同时,排水泥炭沼泽植被生长的严峻和极端条件更为明显。与西部地区相比,白俄罗斯波勒舍河东部地区的降水总量明显超过西部地区。改良、森林砍伐和下垫面粗糙度的降低导致了风速的增加和降水的减少。观测到的气候变化趋势将在本世纪保持不变。气温将继续增长,冬季气温偏差最大。最低温度的偏差将超过最高温度和平均温度的偏差。降水将会增加,但本世纪的偏差将是不均匀的。由于中等强度降水增加,冬季降水增幅最大。但与此同时,夏季干旱期的持续时间将会增加。
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引用次数: 4
Types of underfit stream valleys on the territory of Belarus 白俄罗斯境内不同类型的河流峡谷
Pub Date : 2019-11-29 DOI: 10.33581/2521-6740-2019-2-108-120
T. Kalicki, A. Sanko, Yury Yu. Trifonov
According to the materials of geological and geomorphological mapping and the results of the analysis of remote sen sing data (ERS), the authors identify several types of valleys of underfit rivers in Belarus. They differ from each other according to their relief, features of sediment accumulation and stages of postglacial evolution of river valleys. Their sections are located in the section of the meltwater valleys and within outwash plains. Authors distinguish: Dnieperian type (one active and one dead channel of the valley), Drutian type (narrow fluvial and wide non-fluvial zones within one valley, the valley bends may resemble the channel bends of the palaeo-river that formed the valley), West Berezinian type with erosion and non-erosion variant (all stages of river development are presented – from braided channels through large mean ders to small meanders), the Palaeo-Islochian type (dead river channels, including meandering on the outwash plains).
根据地质地貌填图资料和遥感数据分析结果,确定了白俄罗斯欠拟合河流流域的几种类型。它们在地形起伏、沉积特征和冰川后河谷演化阶段等方面各不相同。它们的剖面位于融水山谷的剖面和外冲平原内。作者区分:德聂伯里类型(河谷中有一条活河和一条死河)、德鲁斯类型(河谷内狭窄的河流带和宽阔的非河流带,河谷弯曲可能类似于形成河谷的古河流的河道弯曲)、具有侵蚀和非侵蚀变体的西别列济尼亚类型(呈现了河流发育的所有阶段——从辫状河道到大平均河道再到小曲流)、古伊斯洛奇类型(死河道,包括外冲平原上的曲流)。
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引用次数: 0
Assessment of organic carbon dynamics in podzolized chernozem soil in field crop rotation under the climate change 气候变化下灰化黑钙土轮作有机碳动态评价
Pub Date : 2019-11-29 DOI: 10.33581/2521-6740-2019-2-65-78
A. Polevoy, L. Bozko
The work presents assessment of organic carbon in the soil and СО2 – C emissions for the ten-field crop rotation in a changing climate conditions. The expected weather conditions for the 2021–2050 are estimated with RCP4.5 and RCP8.5 models. The research uses the updated model for the soil carbon cycle RothC-26.3, which describes the dynamics of four active and one inert compartments of the soil organic matter. The numerical studies consider three variants of the ten-fields crops rotation: 1) growing crops without fertilizing; 2) fertilization with mineral fertilizers in N45 P45 K45 and N90P90K 90 doses; 3) fertilization with organic fertilizers in the amounts of 9 and 18 t/ha. The research object is the balance of organic carbon in the soil and СО2 – C emissions from all crop rotation fields and the singular crop rotation field in the climate change conditions.
这项工作介绍了在气候条件变化的情况下,对土壤中的有机碳和十年轮作的СО2–C排放量的评估。使用RCP4.5和RCP8.5模型估计了2021–2050年的预期天气条件。该研究使用了土壤碳循环RothC-26.3的更新模型,该模型描述了土壤有机质的四个活跃和一个惰性区室的动力学。数值研究考虑了十田轮作的三种变体:1)不施肥种植作物;2) N45的矿物肥料施肥 P45 K45和N90P90K 90剂;3) 施用9和18吨/公顷的有机肥料。研究对象是气候变化条件下土壤中有机碳的平衡以及所有轮作田和单一轮作田的СО2–C排放。
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引用次数: 1
Retailers of the Lviv region 利沃夫地区的零售商
Pub Date : 2019-11-29 DOI: 10.33581/2521-6740-2019-2-52-61
Viktoria A. Klapchuk, R. Lozynskyy
We analyzed trading networks operating in the territory of the Lviv region. Also we determined the fraction of each retailers in the general structure of the retailers by region coverage. The research objects are 251 modern trade establishments, represented by such formats as minimarket, supermarket, hypermarket, discounters and cash & carry. The article analyzes the spatial development of the retail chains of Lviv as the largest city in the Lviv region. Determination of geospatial organization of the Lviv retailers allow us to identify perspective areas for the development of retailers. In the course of the research, it was found that one of the key indicators, in addition to the numbers of networks, is the general trading area of their establishments, after all it reflects the possibilities of the retailer’s in customer service. The largest areas, as a rule, have establishments in international trade networks, somewhat smaller – national networks, the smallest, respectively, in local area networks. For getting the complete information about the area of the trading establishments we used GIS methods. According to the received results, it was determined that the largest average area of retail establishments has international trade networks, and despite their small number, their fraction from the general is one of the largest. Using different indicators we created a database for cluster analysis, which makes possible to combine regions and cities of regional significance into certain groups according to the similarity of indicators. According to the results of the analysis, the districts of Lviv region were divided into 6 groups, and cities of regional significance for 4 groups. Received results can be used to determine the accessibility of the population to modern trade establishments, thus showing the level of development of social benefits, and also to create the investment attractiveness of some districts of the Lviv region.
我们分析了在利沃夫地区经营的贸易网络。此外,我们确定了每个零售商在零售商的区域覆盖的总体结构的分数。研究对象为251家现代贸易机构,以小市场、超市、大卖场、折扣店、现购自运等业态为代表。本文分析了利沃夫作为利沃夫地区最大城市的零售连锁店的空间发展。利沃夫零售商地理空间组织的确定使我们能够确定零售商发展的前景区域。在研究过程中,我们发现除了网络数量之外,其中一个关键指标是其机构的一般交易区域,毕竟它反映了零售商在客户服务方面的可能性。一般来说,最大的地区在国际贸易网络中设有机构,在较小的国家网络中设有机构,最小的地区在地方网络中设有机构。为了获得有关交易场所区域的完整信息,我们使用了GIS方法。根据收到的结果,确定最大的零售场所平均面积有国际贸易网络,尽管它们的数量很少,但它们占总体的比例是最大的之一。我们利用不同的指标建立了一个数据库进行聚类分析,从而可以根据指标的相似性将具有区域意义的区域和城市组合成特定的组。根据分析结果,将利沃夫地区划分为6组,将具有区域意义的城市划分为4组。收到的结果可用于确定人口对现代贸易机构的可及性,从而显示社会效益的发展水平,并为利沃夫地区的一些地区创造投资吸引力。
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引用次数: 0
Social geography of the public spaces: social environment vs peripherality 公共空间的社会地理学:社会环境vs外围性
Pub Date : 2019-11-29 DOI: 10.33581/2521-6740-2019-2-15-24
K. Mezentsev, N. Provotar, M. Palchuk
Transformations of public spaces in different parts of the city have their own characteristics. The fate of public space in the center and on the periphery may seem to be a predetermined by location. But the changing social environment makes its own adjustments. This paper analyzes the influence of the social environment on the public spaces changing in the peripheral part of Kyiv. Research subject is the contemporary transformation of two green public spaces in Kyiv neighborhoods. The aim of the paper is to determine the peculiarities of green public spaces transformations in the peripheral part of Kyiv influenced by the social environment, to determine the nature of its impact on public spaces changes. Analysis of the transformation of public spaces in the peripheral part of Kyiv confirmed the decisive role of the social environment, which is manifesting through the needs of local residents, and made it possible to identify the main factors of change: local initiatives, web forums, cooperation with business, new construction, changes in the residents’ age and social structure, housing ownership. Based on the analysis of users’ perception of public spaces, their accessibility, use, image and integration it was determined the most problematic aspects of the functioning of Kyiv neighborhoods’ public spaces that require priority changes. All this determines the scientific novelty and relevance of the study of green public spaces on the periphery of the city in the context of the social environment of their evolution.
城市不同区域的公共空间变化有其自身的特点。中心和外围公共空间的命运似乎是由地理位置决定的。但不断变化的社会环境也会做出相应的调整。本文分析了社会环境对基辅周边公共空间变化的影响。研究主题是基辅社区两个绿色公共空间的当代改造。本文的目的是确定受社会环境影响的基辅周边地区绿色公共空间转型的特殊性,确定其对公共空间变化的影响性质。对基辅周边地区公共空间转型的分析证实了社会环境的决定性作用,这体现在当地居民的需求上,并使其有可能确定变化的主要因素:当地倡议、网络论坛、与企业的合作、新建筑、居民年龄和社会结构的变化、住房所有权。基于对用户对公共空间的感知、可达性、使用、形象和整合的分析,确定了基辅社区公共空间功能中最需要优先改变的问题。所有这些都决定了城市外围绿色公共空间研究在其演变的社会环境背景下的科学性和相关性。
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引用次数: 1
Analysis and forecast spatiotemporal distribution of thunderstorms and hail the territory of Belarus 白俄罗斯境内雷暴冰雹时空分布分析与预测
Pub Date : 2019-06-27 DOI: 10.33581/2521-6740-2019-1-35-45
P. S. Lopukh, Katsiaryna S. Berazhkova
The article is devoted to the study of the problem of ensuring the safety of aircraft during take-off and landing. Thunderstorm and hail is one of the most dangerous meteorological phenomena in aviation. To prevent accidents associated with these phenomena, it is necessary to clearly understand the patterns of their occurrence and spatial distribution. In connection with the rapid growth of passenger and cargo traffic, it is necessary to be able to receive and provide actual meteorological information in real mode, as well as to be able to receive high-quality and timely weather forecast. To study the spatial-temporal patterns of the distribution of thunderstorms and hail, Belgidromet’s meteorological instrumental data for 1989–2016 was processed, synoptic maps were analyzed in comparison with calculated forecasts, including WRF, and maps were made using ArcGIS.
本文致力于研究飞机在起飞和降落过程中的安全保障问题。雷暴和冰雹是航空中最危险的气象现象之一。为了防止与这些现象相关的事故,有必要清楚地了解其发生模式和空间分布。随着客运和货运量的快速增长,必须能够实时接收和提供实际的气象信息,并能够获得高质量和及时的天气预报。为了研究雷暴和冰雹分布的时空模式,对Belgidromet 1989–2016年的气象仪器数据进行了处理,将天气图与包括WRF在内的计算预报进行了比较分析,并使用ArcGIS绘制了地图。
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引用次数: 1
The influence of thermal conditions on potato yield in the administrative regions of the Republic of Belarus 热条件对白俄罗斯共和国行政区域马铃薯产量的影响
Pub Date : 2019-06-27 DOI: 10.33581/2521-6740-2019-1-46-62
O. V. Davydenko, P. S. Lopukh
The analysis of the dynamics of thermal conditions during 1961–1988 and 1989–2015, as well as the adjacent decade of the study period. Changes were estimated for the average temperatures of individual months of the year, high average and maximum daily temperatures, as well as for the duration of the active vegetation period and the sums of active temperatures. The established increase in average annual temperatures was 0.4 °С per decade. At the same time, in the first half of potato vegetation (May – June) the thermal trends are ambiguous, while in the second half (July – August) the increase of average air temperatures prevails. The increase in temperatures in the summer months is accompanied by an increase in the prevalence of negative thermal effects on potato yields, which is confirmed by negative correlation coefficients of potato yield deviations from trend lines and indicators such as the air temperature in July and the number of hot days (with an average temperature above 20 °С and a maximum temperature above 30 °С). Statistical reliability of correlation between potato yield deviations from trend lines and July temperatures is confirmed only in 1989 –2015 and covers 60 administrative districts. In these and most of the remaining areas, the correlation coefficients are negative. It is established that the proposed and justified critical value of the number of days with a maximum temperature above 30 °С (10 and more) determines more than a third of the negative deviations of potato yield in most of the country, and the probability of its negative impact in the modern period is 70 %. The decrease in average yield is 12.7 c/ha (8 %). It was found that the most unfavorable hot period occurs during the tuber formation and growth of potato tubers, in connection with which possible measures of adaptation of potatoes to temperature increase are proposed: the use of heat-resistant potato varieties, the shift of potato planting dates to earlier dates, irrigation (in the case of a combination of high temperatures with insufficient moisture).
1961—1988年和1989—2015年以及研究期相邻10年的热条件动态分析。估计了一年中各个月份的平均温度、最高日平均温度和最高日平均温度的变化,以及植被活跃期的持续时间和活跃温度的总和。已确定的年平均气温每十年上升0.4°С。与此同时,在马铃薯植被的前半期(5 - 6月),温度变化趋势不明确,而在后半期(7 - 8月),平均气温普遍升高。夏季气温的升高伴随着马铃薯产量负热效应的增加,马铃薯产量偏离趋势线和指标(如7月气温和炎热日数(平均气温高于20°С和最高气温高于30°С)的负相关系数证实了这一点。马铃薯产量偏离趋势线与7月气温的相关统计可靠性仅在1989 -2015年得到证实,覆盖60个行政区。在这些地区和大多数其他地区,相关系数是负的。可以确定的是,建议和证明的最高气温高于30°С(10及以上)的天数临界值决定了该国大部分地区马铃薯产量负偏差的三分之一以上,其在现代时期产生负影响的概率为70%。平均产量下降12.7 c/ha(8%)。研究发现,马铃薯块茎形成和生长最不利的高温期,提出了马铃薯适应温度升高的可能措施:使用耐热马铃薯品种,马铃薯种植日期提前,灌溉(在高温和水分不足的情况下)。
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引用次数: 1
Geothermal field and geology of the Caspian Sea region 里海地区的地热田和地质
Pub Date : 2019-06-27 DOI: 10.33581/2521-6740-2019-1-104-118
Mansouri Far Siamak, V. Zui
The Caspian Sea and adjacent areas form the vast oil and gas-bearing megabasin. It consists of North Caspian, Middle Caspian, and South Caspian sedimentary basins. The granite-metamorphic basement of the basins becomes from north to south younger in the direction from Early Precambrian to Early Cimmerian age. It represents a transitional zone from the southern edge of the East European Craton to Alpine folding. Geothermal investigations have been carried out both in hundreds of deep boreholes and within the Caspian Sea and a few preliminary heat flow maps were published for the Caspian Sea region. All they excluded from consideration the southern part of the region within Iranian national borders. We prepared a new heat flow map including the northern Iran. The purpose of the article is to consider heat flow pattern within the whole Caspian Sea region including its southern part. Two vast high heat flow anomalies above 100 mW/m2 distinguished in the map: within the southwestern Iran and in waters of the Caspian Sea to the North of the Apsheron Ridge, separated by elongated strip of heat flow below 50 –55 mW/m 2 . A general tendency of heat flow from growing was distinguished from the Precambrian crustal blocks of the North Caspian Depression to the Alpine folding within the territory of Iran. Analysis of the heat flow pattern is discussed and two heat flow density profiles were compiled.
里海和邻近地区形成了巨大的含油气大盆地。它由北里海盆、中里海盆和南里海盆沉积盆地组成。盆地的花岗岩变质基底自北向南呈前寒武纪早期至齐默期早期年轻化趋势。它代表了从东欧克拉通南缘到阿尔卑斯褶皱的过渡带。已经在数百个深钻孔和里海内部进行了地热调查,并公布了里海地区的一些初步热流图。所有这些都将伊朗国家边界内的该地区南部排除在外。我们准备了一张包括伊朗北部在内的新的热流图。本文的目的是考虑整个里海地区(包括其南部)的热流模式。图中区分了两个超过100 mW/m2的巨大高热流异常:在伊朗西南部和阿普谢隆山脊以北的里海水域,被50以下的细长热流带隔开 –55 mW/m2。从北里海凹陷的前寒武纪地壳块体到伊朗境内的阿尔卑斯褶皱,热流增长的总体趋势是不同的。讨论了热流模式的分析,并编制了两个热流密度剖面。
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引用次数: 2
Regional features of development of retail in the Republic of Belarus 白俄罗斯共和国零售业发展的区域特征
Pub Date : 2019-06-27 DOI: 10.33581/2521-6740-2019-1-63-72
N. Sheleg, Pavel L. Belakhvost
A geographical analysis of the distribution of trade networks in the administrative districts of Belarus is given in the article. An assessment of the attractiveness of the regions of the country for retailers, incl. retail trade. The geographical structure of the largest retail trade network has been revealed. The dominance of individual retail chains in the segments of the sale of goods was determined. It has been established that the most developed regions in terms of trade are the largest cities and districts in terms of population and turnover. The modern trend of geographical expansion of trade networks in small and medium-sized regions of Belarus was noted. On an example of the largest trading networks the diffusion of expansion of trading territories is shown. The conclusion is drawn that, given the existing territorial structure, the development of new trade networks in most regions of the country is currently difficult and limited.
本文对白俄罗斯行政区贸易网络的分布进行了地理分析。评估该国各地区对零售商的吸引力,包括零售贸易。最大的零售贸易网络的地理结构已经揭晓。各个零售连锁店在商品销售部门的主导地位已经确定。已经确定,贸易最发达的地区是人口和营业额最大的城市和地区。有人注意到白俄罗斯中小型地区贸易网络的地理扩张的现代趋势。以最大的贸易网络为例,展示了贸易领域扩张的扩散。结论是,鉴于现有的领土结构,目前在该国大多数地区发展新的贸易网络是困难和有限的。
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引用次数: 0
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Zhurnal Belorusskogo gosudarstvennogo universiteta Geografiia geologiia
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