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Urban forest analysis: species classification using machine learning and remote sensing data 城市森林分析:利用机器学习和遥感数据进行物种分类
Pub Date : 2024-03-07 DOI: 10.18303/2619-1563-2023-4-36
M. V. Platonova, A. V. Kukharskii, E. B. Talovskaya, G. I. Lazorenko
Effective management of urban forests requires an integrated approach, starting with a complete inventory of their biodiversity. At the moment, data on the floristic composition of urban forests in Siberian cities is either limited or fragmentary. The purpose of this study is to classify urban forests by species and determine their ontogenetic state using remote sensing materials. This study aims to deeply analyze the structure of urban forests using remote sensing data, in particular the use of unmanned aerial vehicles.
有效管理城市森林需要采取综合方法,首先要对城市森林的生物多样性进行全面清查。目前,有关西伯利亚城市森林植物组成的数据要么有限,要么零散。本研究的目的是利用遥感材料对城市森林进行物种分类,并确定其本体状态。本研究旨在利用遥感数据,特别是利用无人驾驶飞行器,深入分析城市森林的结构。
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引用次数: 0
Carbon cycle: ESP and UAV data processing approaches for forest ecosystem monitoring examples 碳循环:用于森林生态系统监测实例的静电除尘器和无人飞行器数据处理方法
Pub Date : 2024-03-07 DOI: 10.18303/2619-1563-2023-4-45
M. V. Platonova, V. D. Kotler, A. V. Kukharskii, S. Y. Ivanov
The review article provides a comprehensive overview of modern methods and approaches for processing large volumes of observational data in the context of monitoring forest ecosystems. The article shows examples of processing various data obtained using Earth remote sensing (ERS) and unmanned aerial vehicles (UAVs). Particular attention is paid to assessing the carbon cycle; the practice of using machine learning methods in processing monitoring data is also discussed in detail, as they play a key role in increasing the accuracy of the resulting estimates. The article also discusses modern geographic information systems designed for complex analysis of data from various natural complexes.
这篇综述文章全面概述了在监测森林生态系统方面处理大量观测数据的现代方法和途径。文章举例说明了利用地球遥感(ERS)和无人飞行器(UAV)获取的各种数据的处理方法。文章特别关注对碳循环的评估;还详细讨论了在处理监测数据时使用机器学习方法的做法,因为这些方法在提高由此得出的估算结果的准确性方面发挥着关键作用。文章还讨论了为复杂分析各种自然综合体数据而设计的现代地理信息系统。
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引用次数: 0
Results of numerical modeling of the effect of vertical fractures on electrical logging data 垂直裂缝对电测井数据影响的数值模拟结果
Pub Date : 2024-03-07 DOI: 10.18303/2619-1563-2023-4-53
K. Sukhorukova, I. Surodina, O. Nechaev
Based on the results of numerical modeling, the effect of vertical drilling-induced fractures on the data of galvanic electrical logging methods is considered. Geoelectric models represent a space with different resistivity values, a well and axisymmetric fractures filled with drilling fluid. The effect of fractures limited in radial depth on galvanic logging data leads to a change in signals similar to the change opposite the formation with a penetration zone located within the fracture interval. Based on the on gradient probes and focused logging data, a model of both a formation with an invaded zone and an impermeable formation with a vertical resistivity less than the horizontal one is selected. Thin vertical fractures do not affect the signals of induction probes, which may be a sign of their presence.
根据数值建模的结果,考虑了垂直钻井引起的裂缝对电化学测井方法数据的影响。地电模型表示了一个具有不同电阻率值的空间、一口井和充满钻井液的轴对称裂缝。裂缝的径向深度对电法测井数据的影响导致信号的变化,这种变化与位于裂缝区间内的穿透区的地层相反。根据梯度探头和聚焦测井数据,选择了一个具有侵入区的地层和垂直电阻率小于水平电阻率的防渗地层模型。细垂直裂缝不会影响感应探头的信号,这可能是裂缝存在的标志。
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引用次数: 0
Geological structure and oil and gas potential of the Yenisei–Khatanga regional trough 叶尼塞-哈坦加地区槽谷的地质结构和油气潜力
Pub Date : 2024-03-07 DOI: 10.18303/2619-1563-2023-4-4
V. Kontorovich, S. V. Ershov, L. Burshtein
A model of the geological structure was constructed and the oil and gas potential prospects of the Yenisei-Khatanga regional trough were assessed. Construction of seismogeological sections, structural and tectonic maps, structural and tectonic analysis was carried out. It was concluded that the Neocomian clinoform complex, which contains about 90 % of oil, gas and condensate reserves in this region, is of the greatest interest in the study area in terms of searching for large oil accumulations. It should be expected that significant oil reservoirs localized in the Berriasian–Valanginian sand formations will be controlled by complex structural-lithological and lithological non-anticlinal traps.
构建了地质结构模型,并评估了叶尼塞-哈坦加地区槽谷的石油和天然气潜在前景。绘制了地震地质剖面图、结构和构造图,并进行了结构和构造分析。得出的结论是,新近纪岩浆岩复合体蕴藏着该地区约 90%的石油、天然气和凝析油储量,是研究地区寻找大型石油储量的最大兴趣所在。预计贝里安-瓦朗基尼砂岩地层中的重要石油储藏将受到复杂的构造-岩性和岩性非岩尖陷阱的控制。
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引用次数: 0
Geological structure of the Malyshevka Formation of the northeastern regions of Western Siberia according to the complex of geological and geophysical data 根据地质和地球物理数据综合分析西西伯利亚东北部地区马利谢夫卡地层的地质结构
Pub Date : 2024-03-07 DOI: 10.18303/2619-1563-2023-4-23
E. V. Borisov, A. Nekhaev, N. I. Shestakova
Data on the geological structure of the Malyshevka Formation in the northeastern regions of Western Siberia in the Gydan and western parts of the Yenisei–Khatanga oil and gas regions are presented. Based on the results of dissection of the Middle Jurassic deposits, three main types of section of the Malyshevka Formation were identified. Zoning of the suite by section type is proposed. Based on a comprehensive analysis of the wave pattern of the Jurassic section on a series of temporal seismic profiles, well geophysical data, and faunal determinations, a detailed correlation of Middle Jurassic sediments was performed. Based on the results of the work, a seismogeological model of the Malyshevka Formation of the northeastern regions of Western Siberia was built, which made it possible to resolve controversial issues regarding its volumes in the southern part of the Gydan Peninsula.
本文介绍了西西伯利亚东北部吉丹和叶尼塞-哈坦加油气区西部的马利谢夫卡地层的地质结构数据。根据对中侏罗世矿床的解剖结果,确定了马利谢夫卡组的三种主要剖面类型。提出了按剖面类型划分的岩组分区。在对一系列时间地震剖面图上的侏罗纪剖面波型、油井地球物理数据和动物测定结果进行综合分析的基础上,对中侏罗纪沉积物进行了详细的相关分析。根据这项工作的结果,建立了西西伯利亚东北部地区 Malyshevka 地层的地震地质模型,从而有可能解决有关其在吉丹半岛南部的体积的争议问题。
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引用次数: 0
Site-vibration assessment for the SKIF SYNCHROTRON SKIF SYNCHROTRON 的现场振动评估
Pub Date : 2024-03-07 DOI: 10.18303/2619-1563-2023-4-64
P. Dergach, G. N. Baranov, K. Karyukina, A. N. Drobchik, A. Yablokov
The Siberian ring source of photons (SKIF) is a new fourth-generation synchrotron light source currently under construction in Koltsovo city, Russia. The beam stability of modern synchrotron sources, characterized by low emittance, is sensitive to insignificant levels of ground vibrations. We assessed the seismic noise variation from external sources recorded at the construction site of the SKIF. For the frequency range 1–20 Hz, the transmission coefficients for the vertical and horizontal recording components were 0.38 and 0.725, respectively. In the frequency range 20–100 Hz – 0.12 and 0.06, respectively. Analysis of experimental data shows the effectiveness of suppressing high-amplitude external noise in the frequency range of 2-100 Hz when transmitting vibrations from the ground to the SKIF storage ring basement. The coefficients determined for the basement match well with the design model.
西伯利亚环光子源(SKIF)是目前正在俄罗斯科尔索沃市建设的第四代新型同步辐射光源。现代同步辐射光源的光束稳定性以低发射率为特征,对微小的地面振动非常敏感。我们评估了在 SKIF 施工现场记录到的来自外部的地震噪声变化。在 1-20 赫兹的频率范围内,垂直和水平记录分量的传输系数分别为 0.38 和 0.725。在 20-100 赫兹的频率范围内,分别为 0.12 和 0.06。实验数据分析表明,在 2-100 Hz 频率范围内,从地面向 SKIF 储存环地下室传输振动时,能有效抑制高振幅外部噪声。为地下室确定的系数与设计模型十分吻合。
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引用次数: 0
Modeling of harmonics of amplitude and nonlinear frequency-modulated signals 振幅和非线性频率调制信号的谐波建模
Pub Date : 2024-02-22 DOI: 10.18303/2619-1563-2023-3-58
M. S. Denisov, A. A. Zykov
In vibroseismic data, nonlinear signal distortions called harmonics are usually present. The previously proposed method of separating the signal and its harmonics makes it possible to improve the quality of the initial data, as well as to obtain additional information about the geological structure of the earth interior. One of the limitations of the proposed methodology is its initial development for linear frequency-modulated signals. A new method of prediction of harmonics that allows non-linear frequency modulation as well as amplitude variation is proposed.
在振动地震数据中,通常存在被称为谐波的非线性信号畸变。之前提出的分离信号及其谐波的方法可以提高初始数据的质量,并获得有关地球内部地质结构的更多信息。所提方法的局限性之一是最初是针对线性频率调制信号开发的。现提出一种新的谐波预测方法,允许非线性频率调制和振幅变化。
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引用次数: 0
Reservoir top detection by resistivity logging signals in deviated and horizontal wells: comparative analysis 利用偏斜井和水平井电阻率测井信号探测储层顶部:对比分析
Pub Date : 2024-02-22 DOI: 10.18303/2619-1563-2023-3-46
O. P. Temirbulatov, I. Mikhaylov, I. Surodina
This research is aimed at finding out the capabilities of an electromagnetic probe with toroidal coils in geosteering problems. Three-dimensional numerical finite-difference modeling of electromagnetic responses was performed for a probe with toroidal coils, for high-frequency electromagnetic logging probe and side logging sondes in two-layer models with varying resistivity contrast and borehole zenith angle. Based on these calculations, the key features of the toroidal coil electromagnetic sounder (ZET), high-frequency electromagnetic logging (VIKIZ) and side logging (BKZ) signals in detecting the boundary before it is crossed are shown. These features make it possible to determine the approach to the roof of the collector using the signals ZET, VIKIZ and BKZ.
这项研究旨在发现环形线圈电磁探测器在地质导向问题中的能力。在电阻率对比度和井眼天顶角变化的两层模型中,对环形线圈探头、高频电磁测井探头和侧向测井探头的电磁响应进行了三维数值有限差分建模。基于这些计算,显示了环形线圈电磁测深仪(ZET)、高频电磁测井(VIKIZ)和侧向测井(BKZ)信号在探测边界之前的主要特征。这些特点使得利用 ZET、VIKIZ 和 BKZ 信号确定接近集热器顶板成为可能。
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引用次数: 0
Separation of signal and harmonics in non-explosive seismic prospecting with amplitude and nonlinear frequency-modulated signals 使用振幅和非线性频率调制信号进行非爆炸地震勘探时的信号和谐波分离
Pub Date : 2024-02-22 DOI: 10.18303/2619-1563-2023-3-69
M. S. Denisov, A. A. Zykov
When vibroseis oscillations are excited, along with the main signal, harmonics are generated. They travel into the Earth and, like the main signal, interact with the target reflectors. Harmonics have a wider than that of the main signal frequency band, so they can be used to increase the resolution of the seismic data. To do this, the signal-related data should be separated from the harmonic-related data. This problem can be successfully solved by the previously proposed optimization recursive filtering algorithm, which, however, was developed only for linearly frequency-modulated signals. In this work, the algorithm is generalized to the case of amplitude modulation and nonlinear frequency modulation. Examples of application of the technique to increase the resolution of real vibroseis data are given.
当振弦振荡与主信号一起被激发时,会产生谐波。它们进入地球内部,与主信号一样,与目标反射体相互作用。谐波的频带比主信号的频带宽,因此可以用来提高地震数据的分辨率。为此,应将信号相关数据与谐波相关数据分开。之前提出的优化递归滤波算法可以成功解决这一问题,但该算法仅针对线性频率调制信号。在这项工作中,该算法被推广到幅度调制和非线性频率调制的情况。文中举例说明了如何应用该技术提高实际震源数据的分辨率。
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引用次数: 0
Background earthquakes and aftershock sequences of the strongest intraplate earthquakes in Central Asia 中亚最强板内地震的背景地震和余震序列
Pub Date : 2024-02-21 DOI: 10.18303/2619-1563-2023-3-36
O. Kuchay
Within the analyzed observation period (1971–2021), the values of the total magnitude of the scalar seismic moment obtained from the aftershocks of the strongest earthquakes (Мw ≥ 7.6) Asia (φ=20–50  N, λ=60–105° E), are weakly correlated with the total magnitude of the scalar seismic moment of background seismicity in the region of the main earthquake. A high level of seismic activity is manifested in the zones of large active faults and is reflected in the total magnitude of the scalar seismic moment of aftershock sequences. The types of movements in the foci of the main events do not affect the degree of aftershock activity (the total values of the scalar seismic moment) and occur at different background levels. Over the past 50 years, the magnitude of the strongest earthquakes has increased compared to the previous fifty-year period.
在分析的观测期内(1971-2021 年),从亚洲(φ=20-50 N,λ=60-105° E)最强地震(Мw ≥ 7.6)余震中获得的标度地震力矩总震级值与主震区域背景地震的标度地震力矩总震级值呈弱相关。大的活动断层带地震活动频繁,这在余震序列的标度地震矩总震级中有所反映。主震中心的运动类型并不影响余震的活跃程度(标量地震力矩的总值),余震发生的背景水平也不同。在过去的 50 年中,最强地震的震级比前 50 年有所增加。
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引用次数: 0
期刊
Russian Journal of Geophysical Technologies
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