Acta Geophysica最新文献

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Editorial commentary 编辑评论
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-10-07 DOI: 10.1007/s11600-024-01455-8
Michal Malinowski
{"title":"Editorial commentary","authors":"Michal Malinowski","doi":"10.1007/s11600-024-01455-8","DOIUrl":"10.1007/s11600-024-01455-8","url":null,"abstract":"","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"72 6","pages":"4341 - 4341"},"PeriodicalIF":2.3,"publicationDate":"2024-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11600-024-01455-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142453040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comment on “Analysis of extreme rainfall trend and mapping of the Wadi pluvial flood in the Gaza coastal plain of Palestine” 关于 "巴勒斯坦加沙沿海平原瓦迪冲积洪水极端降雨趋势分析与绘图 "的评论
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-09-30 DOI: 10.1007/s11600-024-01446-9
Nathaniel Bergman, Joel Roskin, Noam Greenbaum, Ofer Sholker, Udi Galilee
{"title":"Comment on “Analysis of extreme rainfall trend and mapping of the Wadi pluvial flood in the Gaza coastal plain of Palestine”","authors":"Nathaniel Bergman,&nbsp;Joel Roskin,&nbsp;Noam Greenbaum,&nbsp;Ofer Sholker,&nbsp;Udi Galilee","doi":"10.1007/s11600-024-01446-9","DOIUrl":"10.1007/s11600-024-01446-9","url":null,"abstract":"<div><p>The article by Al-Najjar et al. (2022a) possesses abundant flaws in geopolitical, geographical and hydrological contexts. The paper ignores a vast body of scientific literature about the study region of the Negev Desert, Israel, in general, and Nahal Besor (Wadi Gaza) in particular. The paper’s methodology lacks data collection from the field. These gaps and flaws lead to erroneous and geopolitically slandered research conclusions. Nahal Besor is a large transboundary ephemeral river shared between Israel, the West Bank (Palestinian and Israeli territories) in the northeast, and finally, its western outlet into the Mediterranean Sea is in the Gaza Strip. Despite the current political ordeal between the two nations to accurately portray and model the segment of the river in the downstream coastal plain of Gaza, it is crucial to use the data of upstream Israeli floods that in some events reach the Strip. In this comment, we utilize some of the main flaws of Al-Najjar et al. (2022a) to demonstrate that how the hypothesized potential flood geohazard of Gaza can be significantly reduced by binational and regional cooperation such as using upbasin bank-side reservoirs in the northwestern Negev, Israel.</p></div>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"72 6","pages":"4333 - 4340"},"PeriodicalIF":2.3,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142452921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lightning activity and its connection with weather-related parameters over Sri Lanka 斯里兰卡上空的闪电活动及其与天气相关参数的联系
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-09-18 DOI: 10.1007/s11600-024-01442-z
Nandivada Umakanth, Annur Vivekananda Chandrasekhar, Akkarapakam Sujala Swapna Smitha, Bhavani Vasantha, Karuturi Srinivasa Rao, Ravindranadh Koutavarapu, Myla Chimpiri Rao
{"title":"Lightning activity and its connection with weather-related parameters over Sri Lanka","authors":"Nandivada Umakanth, Annur Vivekananda Chandrasekhar, Akkarapakam Sujala Swapna Smitha, Bhavani Vasantha, Karuturi Srinivasa Rao, Ravindranadh Koutavarapu, Myla Chimpiri Rao","doi":"10.1007/s11600-024-01442-z","DOIUrl":"https://doi.org/10.1007/s11600-024-01442-z","url":null,"abstract":"<p>This study analyzed lightning activity along Sri Lanka using lightning imaging sensor for a 17-year period (1998–2014). To understand the influence of various parameters on the lightning activity, we investigated various meteorological parameters such as convective precipitation, relative humidity, cloud top temperature, cloud base height, convective available potential energy, total precipitable water, rain dynamic index, humidity index, convection inhibition, lifted index, K-index, total totals index, show alter index, vertical velocity and dew point depression (Dpd). North-western, Western, Southern and Sabaragamuwa regions of Sri Lanka showed high lightning activity. The analysis revealed different seasonal variations in lightning activity. The pre-monsoon season showed the maximum frequency, while winter witnessed the least. In addition, wind patterns embedded with moisture seem to influence regional variations over Srilanka. The westerly winds might influence lightning activity over Srilanka. We investigated the variations of different meteorological parameters for 40 lightning and no lightning days during the study period. During lightning days, the VV values show negative values with strong lightning and convection potential and strong atmospheric updrafts. Higher atmospheric levels have been found to contain dry air, and lower atmospheric levels have been found to contain moist air on lightning days. Extremely unstable atmospheric conditions that favour intense lightning activity were indicated by LI values less than −4.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"75 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142254933","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrated geophysical model approach for Nazca Plate subduction in Ecuador 厄瓜多尔纳斯卡板块俯冲的综合地球物理模型方法
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-09-18 DOI: 10.1007/s11600-024-01440-1
Carlos Araque-Pérez, Janckarlos Reyes-Lucero, Inírida Rodriguez-Millan
{"title":"Integrated geophysical model approach for Nazca Plate subduction in Ecuador","authors":"Carlos Araque-Pérez, Janckarlos Reyes-Lucero, Inírida Rodriguez-Millan","doi":"10.1007/s11600-024-01440-1","DOIUrl":"https://doi.org/10.1007/s11600-024-01440-1","url":null,"abstract":"<p>This research addresses 2D models of the Nazca-South America subduction zone off the coast of Ecuador using the European Improved Gravity Model of the Earth by New Techniques (EIGEN-6C4), the Earth Magnetic Anomaly Grid with a 2-arc-minute resolution model (EMAG2 V3), and the seismic catalog from the Ecuadorian Geophysical Institute of the National Polytechnic School (IGEPN). Since the Upper Cretaceous, the region has experienced several geomorphological and structural alterations within the oceanic plate (Carnegie Ridge and Grijalva Fault Zone) and continental plate (North Andean Block and South American Plate). These changes result from a complex geodynamic history involving ancient subduction zones, accretions, and roll-back stages of allochthonous oceanic terrains and the autochthonous continental coast. To ensure the accuracy of the selected gravimetric model, the EIGEN-6C4 model was statistically compared with the pure-satellite gravimetric model, GO-CONS-TIM-R6e. Several geophysical analyses, such as terrain correction, geostatistical analysis, clustering, and power spectrum, were performed to gain valuable insights into gravity and magnetic sources. Then, these results were incorporated as constraints into the forward modeling procedure, which was adjusted to hypocenters, generating four subduction profiles that were then refined by an inversion method. The 0°S profile shows a subduction angle of 15° and escalates to 35° beyond 55 km depth, with the oceanic crust thickening at the Carnegie Ridge up to 18 km. The 1°S profile displayed two inflection points implying changes in the dip angle: a transition from 14° to 7° dip angle, supporting a change to low-angle subduction, and a transition from 7° to 40°, suggesting normal subduction beneath the Andean Cordillera. In the 2°S profile, the subduction initiates with a 15° angle beneath the continental plate extending to 60 km beneath the Manabi Basin, then potentially increases to 30° beyond 120 km depth. The 3°S profile beneath the Andes revealed a stable subduction zone with a constant dip angle of 14° and flat-slab subduction. Creating a three-dimensional interpolated model between the modeled profiles as a sketch of the angle variation of the subducted slab in the Equatorian region. The small root-mean-square error indicates that the models adequately represent the data. These models provide valuable observations of the geometric variations of the subducting plate, highlighting the impact of heterogeneous physiographic elements within the oceanic crust and the presence of an ancient subduction slab derived from the Farallon Plate.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"15 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142254932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A study on geoelectrical recognition model of seawater/freshwater interface based on convolutional neural network: an application in sand tank experiments 基于卷积神经网络的海水/淡水界面地电识别模型研究:在沙池实验中的应用
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-09-18 DOI: 10.1007/s11600-024-01441-0
Jun Ma, Lusi Wei, Jia Xiong, Zhifang Zhou, Shumei Zhu
{"title":"A study on geoelectrical recognition model of seawater/freshwater interface based on convolutional neural network: an application in sand tank experiments","authors":"Jun Ma, Lusi Wei, Jia Xiong, Zhifang Zhou, Shumei Zhu","doi":"10.1007/s11600-024-01441-0","DOIUrl":"https://doi.org/10.1007/s11600-024-01441-0","url":null,"abstract":"<p>Seawater intrusion is a global environmental issue, and seawater intrusion monitoring requires a multidisciplinary approach to improve accuracy. Simplified seawater/freshwater interface models for coastal aquifers are generally divided into two types: abrupt interface models and wedge-shaped interface models. Electrical resistivity tomography (ERT) is the visualization of subsurface resistivity distributions in 2D or 3D and has been widely used in seawater intrusion monitoring. This paper presents a geoelectrical recognition model for classifying simplified seawater/freshwater interface types based on a convolutional neural network (CNN). The CNN structure is composed of three convolutional layers, three max pooling layers, two fully connected layers, and one Softmax layer. A total of 686 samples were combined for model training, and obtained 0.9581 for the average accuracy (ACU) and 1.3500 for the average cross-entropy loss (CEL). Sand tank experiments were carried out to simulate the process of seawater intrusion caused by a rise in the water level of sea water rise or a decrease in the water level of fresh water, the ERT method was used to monitor the resistivity of the aquifer during the experiments, and the fully trained CNN model was used to classify the interface types. According to the output data, the probability of observing the wedge-shaped interfaces during the experiments at 300 and 345 min were 98.85% and 99.89%, while the probability of observing the abrupt interfaces were 1.15% and 0.11%. The results showed that the ERT method offers a fast and nondestructive approach for monitoring seawater intrusion, and accurate recognition results of interface types were obtained using a well-trained recognition model in the laboratory experiments.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"47 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142254931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spatial variation, sources, and trajectory of black carbon in the South Sumatra Region of Indonesia using MERRA-2 reanalysis data 利用 MERRA-2 再分析数据研究印度尼西亚南苏门答腊地区黑碳的空间变化、来源和轨迹
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-09-18 DOI: 10.1007/s11600-024-01444-x
Muhammad Rendana, Novia Novia, Tuti Indah Sari, Maulana Yusuf, Idarwati
{"title":"Spatial variation, sources, and trajectory of black carbon in the South Sumatra Region of Indonesia using MERRA-2 reanalysis data","authors":"Muhammad Rendana, Novia Novia, Tuti Indah Sari, Maulana Yusuf, Idarwati","doi":"10.1007/s11600-024-01444-x","DOIUrl":"https://doi.org/10.1007/s11600-024-01444-x","url":null,"abstract":"<p>A high temperature and lack of rainfall in the South Sumatra Region during the dry season of 2019 led to an increase in intense land fires that were attributed to biomass burning and the pyrogenic combustion process. This study tried to analyze the spatiotemporal distributions of atmospheric BC (black carbon) over the South Sumatra Region during 2016–2019 land fire events using the MERRA-2 satellite images. The spatial analysis was applied to estimate the increment in black carbon concentrations during land fire episodes. Some meteorological conditions that affect black carbon diffusion and transport over the study area are explained using a backward trajectory analysis. The results exhibited that the black carbon masses mostly came from local and long-range transports (from eastern to western) over the study area. A significant percentage increment of black carbon concentration during 2016–2019 was observed at around 139%. The highest black carbon concentration recorded in October 2019 was 3.96 × 10<sup>−6</sup> kg/m<sup>2</sup>, as hotspots were still abundant, especially on the eastern side of the study area. The black carbon trend was strongly related to total hotspots and burned areas. As a whole, this finding could be beneficial for mitigating black carbon pollution due to land fires by implementing geospatial technology for rapid monitoring of air pollution in vast areas.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"42 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142254934","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
3D UHR seismic and back-scattering analysis for seabed and ultra-shallow subsurface classification 用于海床和超浅层地下分类的三维 UHR 地震和反向散射分析
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-09-10 DOI: 10.1007/s11600-024-01423-2
Jiho Ha, Jungkyun Shin, Kyoungmin Lim, In-Kwon Um, Boyeon Yi
{"title":"3D UHR seismic and back-scattering analysis for seabed and ultra-shallow subsurface classification","authors":"Jiho Ha, Jungkyun Shin, Kyoungmin Lim, In-Kwon Um, Boyeon Yi","doi":"10.1007/s11600-024-01423-2","DOIUrl":"https://doi.org/10.1007/s11600-024-01423-2","url":null,"abstract":"<p>Recently, the seabed classification method based on back-scattering data of multi-beam echo-sounder (MBES) is widely used to analyze the distribution of seabed sediment. Although various analysis methods for seabed classification using multi-spectral MBES have been developed, they are limited in securing penetration depth to consider the characteristics of the shallow subsurface structure. In this study, the seabed and ultra-shallow subsurface classification was performed by comparative analysis of box corer sampling, back-scattering, and 2D/3D ultra-high-resolution (UHR) seismic data obtained from Yeongil Bay, South Korea. We proposed a process for seismic ultra-shallow subsurface classification by the segmentation of the primary seabed reflection wavelet and the amplitude analysis. The seabed-reflected amplitude and back-scattering intensity showed similar mapping trends in the relatively homogeneous and thick surface sediment. On the other hand, it was confirmed that back-scattering data and seabed-reflected amplitude show different patterns when the subsurface structure is related to the seabed surface. It is presumed that because seismic data containing relatively low-frequency components have a deeper penetration depth than MBES, they contain more characteristics of the ultra-shallow subsurface than back-scattering data. These were determined that back-scattering has advantages in representing acoustic anomaly distribution by surface sediment type, and seabed-reflected amplitude is advantageous for representing sediment type by ultra-shallow subsurface. In particular, these results were well shown when the surface sediment thinly covered the rocky bottom. Therefore, it is necessary not only to analyze the back-scattering of MBES but also the ultra-shallow subsurface features through seismic data for valid seabed classification.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"29 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142185620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pore pressure estimation of the calcareous formations in the Middle Magdalena Valley Basin, Colombia 哥伦比亚中马格达莱纳河谷盆地钙质地层的孔隙压力估算
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-09-05 DOI: 10.1007/s11600-024-01357-9
Melina Rivera, Luis Alfredo Montes, Luis Antonio Castillo
{"title":"Pore pressure estimation of the calcareous formations in the Middle Magdalena Valley Basin, Colombia","authors":"Melina Rivera, Luis Alfredo Montes, Luis Antonio Castillo","doi":"10.1007/s11600-024-01357-9","DOIUrl":"https://doi.org/10.1007/s11600-024-01357-9","url":null,"abstract":"<p>The reliable prediction of pore pressure is essential for petroleum engineering in its different stages, with the Eaton and Bowers' methods being the most used for this purpose. However, their application in carbonate rocks still needs to be improved because carbonates do not compact uniformly with depth, as shale does. This research calculated the pore pressure using the Eaton, Bowers, and Weakley methods and well logs of a carbonate formation and found that the Weakley's approach predicts pressure more accurately. The method presented uses an acoustic impedance equation derived from the Bowers' method, whose parameters were calibrated with the Weakley's pore pressure profile. The pore pressure estimated near the borehole, via the acoustic impedance provided by the pre-stack inversion, is very close to that observed during drilling, which indicates a reliable prediction. The method was applied to a seismic line and well logs in the Middle Magdalena Valley Basin—Colombia, where the overpressured well Lizama 158 caused a significant environmental disaster in 2018. The obtained subsurface pore pressure distribution is reliable, matches overpressure in calcareous rocks near the well, and estimates anomalous pressure in zones distant from the well.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"12 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142185621","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Characterization of fault-karst reservoirs based on deep learning and attribute fusion 基于深度学习和属性融合的断层喀斯特储层特征描述
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-08-31 DOI: 10.1007/s11600-024-01420-5
Zhipeng Gui, Junhua Zhang, Yintao Zhang, Chong Sun
{"title":"Characterization of fault-karst reservoirs based on deep learning and attribute fusion","authors":"Zhipeng Gui, Junhua Zhang, Yintao Zhang, Chong Sun","doi":"10.1007/s11600-024-01420-5","DOIUrl":"https://doi.org/10.1007/s11600-024-01420-5","url":null,"abstract":"<p>The identification of fault-karst reservoir is crucial for the exploration and development of fault-controlled oil and gas reservoirs. Traditional methods primarily rely on well logging and seismic attribute analysis for karst cave identification. However, these methods often lack the resolution needed to meet practical demands. Deep learning methods offer promising solutions by effectively overcoming the complex response characteristics of seismic wave fields, owing to their high learning capabilities. Therefore, this research proposes a method for fault-karst reservoir identification. Initially, a comparative analysis between the improved U-Net++ network and traditional deep convolutional networks is conducted to select appropriate training parameters for separate training of karst caves and faults. Subsequently, the trained models are applied to actual seismic data to predict karst caves and faults within the research area, followed by attribute fusion to acquire data on fault-karst reservoirs. The results indicate that: (1) The proposed method effectively identifies karst caves and faults, outperforming traditional seismic attribute and coherence methods in terms of identification accuracy, and slightly surpassing U-Net and FCN; (2) The fusion of predicted karst caves and faults yields clear delineation of the relationship between top karst caves and bottom fractures within the research area. In summary, the proposed method for fault-karst reservoirs identification and characterization provides valuable insights for the exploration and development of fault-controlled oil and gas reservoirs in the region.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"9 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142185655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Increase in porosity and permeability resolution for thin-bedded Miocene formation in Carpathian Foredeep using different clustering methods 采用不同聚类方法提高喀尔巴阡山前深海中新世薄层的孔隙度和渗透率分辨率
IF 2.3 4区 地球科学
Acta Geophysica Pub Date : 2024-08-14 DOI: 10.1007/s11600-024-01409-0
Sebastian Waszkiewicz, Paulina Krakowska-Madejska
{"title":"Increase in porosity and permeability resolution for thin-bedded Miocene formation in Carpathian Foredeep using different clustering methods","authors":"Sebastian Waszkiewicz, Paulina Krakowska-Madejska","doi":"10.1007/s11600-024-01409-0","DOIUrl":"https://doi.org/10.1007/s11600-024-01409-0","url":null,"abstract":"<p>The accurate interpretation of well-logging data is a crucial stage in the exploration of gas- and oil-bearing reservoirs. Geological formations, such as the Miocene deposits, present many challenges related to thin layers, whose thickness is often less than the measurement resolution. This research emphasizes the potential of utilizing electrofacies in such challenging environments. The application of electrofacies not only allows for the grouping of intervals with similar physical characteristics but can also be useful for estimating porosity and permeability parameters. For this purpose, various clustering methods were tested, including the 2D indexed and probabilized self-organizing map (IPSOM) method with and without supervision. Subsequently, the usefulness of the obtained results to improve the estimation of porosity and permeability parameters with the help of artificial neural networks was verified. As a result of the conducted analyses, significantly better results were obtained compared to classical petrophysical interpretation. The calculated porosity and permeability parameters were characterized by much greater variability and alignment with laboratory measurements on porosity and permeability. The best results were obtained for the IPSOM method, but the other methods did not differ significantly. In conclusion, the studies have shown a positive result of applying clustering methods, including the IPSOM method, to improve the estimation of permeability and porosity parameters in complicated, thinly-layered formations.</p>","PeriodicalId":6988,"journal":{"name":"Acta Geophysica","volume":"30 15 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142185657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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