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Nb–Ta mineralization in Ti-oxide minerals from the Bagolyhegy Metarhyolite Formation (Bükk Mountains, NE Hungary) Bagolyhegy变质流纹岩组(匈牙利东北部Bükk山脉)钛氧化物矿物中的Nb–Ta矿化
Pub Date : 2021-12-15 DOI: 10.1556/24.2021.00101
P. Eter, AL G, Norbert N Emeth, S. Andor, Szak All, N. Zajzon, Ela Feh, Istv AN Dunkl
The foliated low-grade metamorphic rocks of the Triassic Bagolyhegy Metarhyolite Formation, mainly of pyroclastic origin, host post-metamorphic quartz-albite veins containing abundant tourmaline and occasionally rutile/ilmenite. The study of the Ti-oxide-mineralized veins with SEM-EDX revealed an unusual mineral assemblage comprising fine-grained Nb–Ta-bearing oxides (columbite-tantalite series, fluorcalciomicrolite and other Nb–Ti–Y–Fe-REE-oxide minerals) intergrown with Nb-rich polymorphs of TiO2 (anatase, rutile), ilmenite and zircon enriched with hafnium. This high field strength elements (HFSE)-bearing paragenesis is unexpected in this lithology, and was not described from any formation in the Paleozoic-Mesozoic rock suite of the Bükk Mountains (NE Hungary) before. The host metavolcanics are significantly depleted in all HFSE compared to the typical concentrations in felsic volcanics and the mineralized quartz-albite veins have even lower Ti–Nb–Ta concentration than the host rock, so the mineralization does not mean any enrichment. From proximal outcrops of the Triassic Szentistvánhegy Metavolcanics, potassic metasomatized lenses with albite-quartz vein fillings containing rutile/ilmenite are known. We studied them for comparison, but they only contain REE mineralization (allanite-monazite-xenotime); the Nb–Ta-content of Ti-oxide minerals is undetectably low. LA-ICP-MS measurements for U–Pb dating of Hf-rich zircon of the Nb–Ta-rich mineral assemblage gave 71.5 ± 5.9 Ma as lower intercept age while dating of allanite of the REE mineralized quartz-albite veins gave 113 ± 11 Ma as lower intercept age. The REE-bearing vein fillings formed during a separate mineralization phase in the Early Cretaceous, while the Nb–Ta mineralization was formed by post-metamorphic alkaline fluids in the Late Cretaceous., controlled by fault zones and fractures.
三叠纪Bagolyhegy变质流纹岩组的叶理低级变质岩,主要为火山碎屑成因,含有大量电气石和偶尔的金红石/钛铁矿的变质后石英钠长石脉。用SEM-EDX对Ti氧化物矿化脉的研究揭示了一种不寻常的矿物组合,包括细粒含Nb–Ta的氧化物(铌钽铁矿系列、氟钙石和其他Nb–Ti–Y–Fe REE氧化物矿物)与富含Nb的TiO2多晶型物(锐钛矿、金红石)、钛铁矿和富含铪的锆石共生。这种含高场强元素(HFSE)的共生作用在这种岩性中是出乎意料的,以前在Bükk山脉(匈牙利东北部)的古生代-中生代岩套的任何地层中都没有描述过。与长英质火山岩的典型浓度相比,主变质火山岩在所有HFSE中都显著贫化,矿化石英钠长石脉的Ti–Nb–Ta浓度甚至低于主岩,因此矿化并不意味着任何富集。从三叠纪Szenistvánhegy变质火山岩的近端露头来看,已知钾交代透镜体,其中含有金红石/钛铁矿的钠长石-石英脉充填物。我们对它们进行了比较研究,但它们只含有REE矿化(尿囊石独居石捕虏体);Ti氧化物矿物中Nb–Ta的含量低得无法检测。富Nb–Ta矿物组合的富Hf锆石的LA-ICP-MS U–Pb测年结果为71.5±5.9 Ma是REE矿化石英钠长石脉中尿囊岩测年的较低截距年龄,给出113±11 马作为较低的拦截年龄。含REE的矿脉填充物形成于白垩纪早期的单独矿化阶段,而Nb–Ta矿化则是由白垩纪晚期的后变质碱性流体形成的。,受断裂带和断裂控制。
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引用次数: 2
Sedimentology and depositional system of a transitional shallow marine – coastal complex, Lower Visean deposits in the Central Volga-Ural Petroleum Province, Orenburg 奥伦堡伏尔加-乌拉尔石油省中部下维宪矿床过渡浅海-海岸复合体的沉积学和沉积体系
Pub Date : 2021-05-13 DOI: 10.1556/24.2021.00006
S. Sebők, I. Csató, I. Nemes
The paper presents a study of a Lower Carboniferous (Visean) clastic sequence commonly called Bobrikovsky Formation, deposited in the Volga-Ural Petroleum Province, Orenburg Region. Our investigation included sedimentological description of core samples from hydrocarbon wells and well log correlations. Facies were identified by well log patterns and calibrated by core sedimentology. The Bobrikovsky Formation is proposed to be interpreted as an overall transgressive-regressive succession in a nearshore-tidal environment. Transgressive lagoon-estuary and barrier island facies became regressional lagoon fill-type settings.
本文研究了奥伦堡地区伏尔加-乌拉尔石油省沉积的下石炭世(维西阶)碎屑序列,通常称为Bobrikovsky组。我们的调查包括对油气井岩心样品的沉积学描述和测井对比。通过测井模式识别岩相,并通过岩心沉积学进行校正。Bobrikovsky组被认为是近岸潮汐环境中的整体海侵-海退序列。渐渗泻湖河口相和障壁岛相变为回归泻湖充填型环境。
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引用次数: 2
Contrasting metamorphic and post-metamorphic evolutions within the Algyő basement high (Tisza Mega-unit, SE Hungary). Consequences for structural history 阿尔吉基底高地(Tisza Mega单元,匈牙利东南部)内变质和后变质演化的对比。结构历史的后果
Pub Date : 2021-04-26 DOI: 10.1556/24.2021.00004
Henrietta Kondor, Tivadar M. Tóth
The Algyő High (AH) is an elevated crystalline block in southeastern Hungary covered by thick Neogene sediments. Although productive hydrocarbon reservoirs are found in these Neogene sequences, numerous fractured reservoirs also occur in the pre-Neogene basement of the Pannonian Basin. Based on these analogies, the rock body of the AH might also play a key role in fluid storage and migration; however, its structure and therefore the reservoir potential is little known. Based on a comprehensive petrologic study in conjunction with analysis of the spatial position of the major lithologies, the AH is considered to have been assembled from blocks with different petrographic features and metamorphic history. The most common lithologies of garnet-kyanite gneiss and mica schist associated with garnetiferous amphibolite are dominant in the northwestern and southeastern parts of the AH. The first regional amphibolite facies metamorphism of the gneiss and mica schist was overprinted by a contact metamorphic (metasomatic) event during decompression in the stability field of kyanite. Garnet-bearing amphibolite experienced amphibolite facies peak conditions comparable with the host gneiss. Regarding the similarities in petrologic features, the northwestern and southeastern parts of the area represent disaggregated blocks of the same rock body. The central part of the AH area is characterized by an epidote gneiss-dominated block metamorphosed along with a greenschist-facies retrograde pathway as well as a chlorite schist-dominated block formed by greenschist-facies progressive metamorphism. The independent evolution of these two blocks is further confirmed by the presence of a propylitic overprint in the chlorite schists. The different metamorphic blocks of the northwestern, southeastern and central parts of the AH probably became juxtaposed along post-metamorphic normal faults developed due to extensional processes. The supposed brittle structural boundaries between the blocks could have provided hydrocarbon migration pathways from the adjacent over-pressured sub-basins, or could even represent suitable reservoirs.
阿尔盖格高地(AH)是匈牙利东南部的一个凸起的结晶块,被厚厚的新近纪沉积物覆盖。虽然在这些新近系层序中发现了高产油气藏,但在潘诺尼亚盆地的前新近系基底中也发现了大量裂缝性油气藏。基于这些类比,暗室的岩体也可能在流体的储存和运移中起关键作用;然而,人们对其构造和储层潜力知之甚少。综合岩石学研究,结合主要岩性的空间位置分析,认为AH是由具有不同岩石学特征和变质历史的块体组合而成。石榴蓝片麻岩和云母片岩与石榴蓝片麻岩、角闪岩伴生的最常见的岩性在AH的西北部和东南部占主导地位。片麻岩和云母片岩的第一次区域角闪岩相变质作用叠加在蓝晶石稳定场减压过程中的一次接触变质(交代)事件上。含石榴石角闪岩经历了与寄主片麻岩相当的角闪岩相峰条件。从岩石学特征的相似性来看,该区西北部和东南部为同一岩体的分离块体。AH区中部以绿帘岩片麻岩为主的地块沿绿片岩相逆行变质作用形成,绿泥石片岩为主的地块由绿片岩相渐进变质作用形成。绿泥石片岩中的丙基覆印进一步证实了这两个块体的独立演化。东断带的西北、东南和中部的不同变质地块可能是在伸展作用下沿变质后的正断层形成并置的。假定的区块之间的脆性构造边界可能为相邻的超压子盆地提供了油气运移通道,甚至可能代表合适的储层。
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引用次数: 2
Tourmalines of the Velence Granite Formation and the surrounding contact slate, Velence Mountains, Hungary 匈牙利Velence山脉Velence花岗岩组的电气石及其周围的接触板岩
Pub Date : 2021-04-02 DOI: 10.1556/24.2021.00005
B. Fehér, N. Zajzon
Three distinct paragenetic and compositional types of tourmaline were described from the Velence Granite and the surrounding contact slate. Rare, pitch-black, disseminated tourmaline I (intragranitic tourmaline) occurs in granite, pegmatite, and aplite; very rare, black to greenish-gray, euhedral tourmaline II (miarolitic tourmaline) occurs in miarolitic cavities of the pegmatites; abundant, black to gray, brown to yellow or even colorless, acicular tourmaline III (metasomatic tourmaline) occurs in the contact slate and its quartz-tourmaline veins. Tourmaline from a variety of environments exhibits considerable variation in composition, which is controlled by the nature of the host rock and the formation processes. However, in similar geologic situations, the composition of tourmaline can be rather uniform, even between relatively distant localities. Tourmaline I is represented by an Al-deficient, Fe3+-bearing schorl, which crystallized in a closed melt-aqueous fluid system. Tourmaline II is a schorl-elbaite mixed crystal, which precipitated from Li- and F-enriched solutions in the cavities of pegmatites. Tourmaline III shows an oscillatory zoning; its composition corresponds to schorl, dravite, and foitite species. It formed from metasomatizing fluids derived from the granite. This is the most abundant tourmaline type, which can be found in the contact slate around the granite.
从威伦斯花岗岩及其周围的接触板岩中描述了三种不同的电气石共生类型和组成类型。稀有的,沥青黑色,浸染型电气石I(内晶电气石)产于花岗岩,伟晶岩和长石中;非常罕见,黑色至绿灰色,自形电气石II(晶洞型电气石)产于伟晶岩的晶洞型电气石中;丰富的针状碧玺III(交代碧玺)产于接触板岩及其石英碧玺脉中,呈黑色至灰色,棕色至黄色,甚至无色。来自不同环境的碧玺在组成上表现出相当大的差异,这是由寄主岩石的性质和形成过程控制的。然而,在相似的地质情况下,电气石的成分可能相当均匀,即使在相对遥远的地方也是如此。电气石I为缺铝、含Fe3+的晶态,在封闭的熔融-水流体体系中结晶。碧玺II是一种榴辉石混合晶体,由伟晶岩腔中富Li和富f溶液析出。碧玺III型呈振荡分带;其成分对应于榴石、榴石和榴石三种。它是由花岗岩中的交代流体形成的。这是最丰富的电气石类型,可在花岗岩周围的接触板岩中找到。
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引用次数: 0
Challenges of a mature Russian field's redevelopment – Advantages and disadvantages of quick-look geologic modeling 俄罗斯成熟油田再开发的挑战——快速地质建模的优缺点
Pub Date : 2021-03-26 DOI: 10.1556/24.2021.00003
I. Nemes, S. Sebők, I. Csató
Due to the global oil price crisis in 2014, one of the MOL's preventive/reactive measures was to identify geologically or commercially risky elements within their portfolio. This involved reevaluation of all geologic data from Field A in the Volga-Urals Basin. In re-evaluating Field A, several unexpected challenges, problems and pitfalls were faced by the interdisciplinary team performing the task of building a new database, quality checking, and interpreting data dating back to 1947. To overcome these challenges related to this mature field, new approaches and fit-for-purpose methods were required in order to achieve the overall goal of obtaining a reliable estimation of remaining hydrocarbon potential. In the first phase a first-pass 3D geologic model was constructed, along with wrangling, cleaning and interpreting 70 years of subsurface data. This paper focuses on the main challenges involved in evaluating or reevaluating reservoir aspects of a mature field.The primary challenges were related to the estimation of remaining in-place hydrocarbon volumes, the optimization of infill well placement, the identification of primary and secondary well targets, the identification of critical data gaps, and the planning of new data acquisitions. The hands-on experience gained during the development of the geologic model provided invaluable information for the next steps needed in the redevelopment of the field.
由于2014年的全球油价危机,MOL的预防/反应措施之一是在其投资组合中识别地质或商业风险因素。这涉及对伏尔加-乌拉尔盆地A油田的所有地质数据进行重新评估。在重新评估领域A时,跨学科团队面临着几个意想不到的挑战、问题和陷阱,他们负责建立新的数据库、质量检查和解释1947年的数据。为了克服与这一成熟领域相关的这些挑战,需要新的方法和适用的方法,以实现对剩余碳氢化合物潜力进行可靠估计的总体目标。在第一阶段,构建了第一个三维地质模型,同时对70年的地下数据进行了整理、清理和解释。本文重点讨论了评估或重新评估成熟油田储层方面所涉及的主要挑战。主要挑战涉及剩余原地碳氢化合物体积的估计、加密井布局的优化、一级井和二级井目标的确定、关键数据缺口的确定以及新数据采集的规划。地质模型开发过程中获得的实践经验为油田再开发所需的下一步工作提供了宝贵的信息。
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引用次数: 2
Timing of magmatism of the Ditrău Alkaline Massif, Romania – A review based on new U–Pb and K/Ar data 罗马尼亚Ditrău碱性地块的岩浆作用时间——基于新的u–Pb和K/Ar数据的综述
Pub Date : 2021-03-25 DOI: 10.1556/24.2021.00001
E. Pál-Molnár, Luca Kiri, R. Lukács, I. Dunkl, A. Batki, M. Szemerédi, E. Almási, Edina Sogrik, S. Harangi
The timing of Triassic magmatism of the Ditrău Alkaline Massif (Eastern Carpathians, Romania) is important for constraining the tectonic framework and emplacement context of this igneous suite during the closure of Paleotethys and coeval continental rifting, as well as formation of back-arc basins.Our latest geochronological data refine the previously reported ages ranging between 237.4 ± 9.1 and 81.3 ± 3.1 Ma. New K/Ar and U–Pb age data combined with all recently (post-1990) published ages indicate a relatively short magmatic span (between 238.6 ± 8.9 Ma and 225.3 ± 2.7 Ma; adding that the most relevant U–Pb ages scatter around ∼230 Ma) of the Ditrău Alkaline Massif. The age data complemented by corresponding palinspastic reconstructions shed light on the paleogeographic environment wherein the investigated igneous suite was formed.The magmatism of the Ditrău Alkaline Massif could be associated with an intra-plate, rift-related extensional tectonic setting at the southwestern margin of the East European Craton during the Middle–Late Triassic (Ladinian–Norian) period.
Ditrău碱性地块(罗马尼亚喀尔巴阡山脉东部)三叠纪岩浆作用的时间对于在古特提斯闭合和同时代大陆裂谷作用以及弧后盆地形成期间约束该火成岩套的构造框架和侵位环境非常重要。我们最新的地质年代数据完善了之前报告的年龄,范围在237.4±9.1和81.3±3.1 Ma之间。新的K/Ar和U–Pb年龄数据与最近(1990年后)公布的所有年龄相结合,表明DitrăU碱性地块的岩浆跨度相对较短(在238.6±8.9 Ma和225.3±2.7 Ma之间;并补充说,最相关的U–Pb时代分布在~230 Ma左右)。年龄数据与相应的后地壳重建相补充,揭示了所研究的火成岩套形成的古地理环境。Ditrău碱性地块的岩浆作用可能与中-晚三叠纪(Ladinian-Norian)时期东欧克拉通西南边缘的板内裂谷相关伸展构造环境有关。
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引用次数: 5
Occurrence and significance of smectite in the Pliensbachian (Lower Jurassic) at Lókút (Bakony Mts., Hungary) 匈牙利Lókút (Bakony Mts.) Pliensbachian(下侏罗统)中蒙脱石的赋存状态及意义
Pub Date : 2021-03-20 DOI: 10.1556/24.2021.00002
M. Leskó, Richárd Zoltán Papp, F. Kristály, J. Pálfy, N. Zajzon
Although the Mesozoic rocks of the Transdanubian Range have been the subject of a multitude of different studies, mineralogical research is largely underrepresented. The clay mineralogy of Lower Jurassic (especially the Pliensbachian and Toarcian) strata was broadly investigated earlier; however, systematic high-resolution clay mineralogical studies remain scarce. Here we present a mineralogical study focusing on the Upper Pliensbachian strata of the Lókút-Hosszúárok section, located near the Eplény Manganese Ore Field. We identified dioctahedral smectite, randomly interstratified illite/smectite, illite as 10 Å phyllosilicate, quartz and cristobalite. Based on our new results we propose that the smectite was formed by aging of Mg or Fe hydroxide-silica precipitates. The smectite and cristobalite were presumably formed from the siliceous tests of radiolarians, whose abundance was controlled by a local upwelling system. The occurrence of Pliensbachian smectite in the Lókút outcrop shows similarities with the Úrkút smectites known from both Pliensbachian and Toarcian strata, which implies that similar processes controlled the sedimentation during the Pliensbachian as well as during the black (gray) shale-hosted ore accumulation in the Eplény and Úrkút basins.
尽管跨多瑙河山脉的中生代岩石一直是许多不同研究的主题,但矿物学研究在很大程度上代表性不足。早就对下侏罗系(尤其是Pliensbachian和Toarcian)地层的粘土矿物学进行了广泛的研究;然而,系统的高分辨率粘土矿物学研究仍然很少。在这里,我们介绍了一项矿物学研究,重点是位于Eplény锰矿田附近的Lókút-Hosszúárok段的上普林斯巴奇安地层。我们鉴定了二八面体蒙脱石、随机层间伊利石/蒙脱石、伊利石为10Å层状硅酸盐、石英和方石英。基于我们的新结果,我们提出蒙脱石是由氢氧化镁或氢氧化铁二氧化硅沉淀物老化形成的。蒙脱石和方石英可能是由放射虫的硅质测试形成的,其丰度受局部上升流系统的控制。Lókút露头中Pliensbachian蒙脱石的产状与Pliensbchian和Toarcian地层中已知的Úrkút蒙脱石相似,这意味着类似的过程控制了Pliensbacian期间的沉积,以及Eplény和Ú。
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引用次数: 0
New Cancellariidae (Neogastropoda) assemblages from the Middle Miocene of Hungary with description of a new species 匈牙利中新世新Cancellaridae(新腹足目)组合及一新种记述
Pub Date : 2021-03-04 DOI: 10.1556/24.2020.00006
Z. Kovács, Z. Vicián
In this paper we review five cancellariid assemblages from the Hungarian part of the Pannonian Basin (Börzsöny, Bakony, and Mecsek Mts regions) which yielded 26 species. Ten species are recorded for the first time in Hungary. One species, Scalptia nemethi n. sp. is described as new. A revision of the Hungarian museum collections and historical Hungarian literature is also provided. Sveltia salbriacensis Peyrot 1928 is considered a junior subjective synonym of Petitina inermis (Pusch 1837).
在本文中,我们回顾了潘诺尼盆地匈牙利部分(Börzsöny、Bakony和Mecsek Mts地区)的五个松质类组合,共产26种。匈牙利首次记录到10个物种。报道了一个新的种,Scaptia nemethi n.sp。还提供了对匈牙利博物馆藏品和匈牙利历史文献的修订。Sveltia salbriacensis Peyrot 1928被认为是Petitina inermis(Pusch 1837)的初级主观同义词。
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引用次数: 3
Application of the capillary method in micro X-ray diffractometry (µ-XRD): A useful technique for the characterization of small amounts of clay minerals 毛细管法在微X射线衍射仪(µ-XRD)中的应用:一种用于表征少量粘土矿物的有用技术
Pub Date : 2020-10-01 DOI: 10.1556/24.2020.00005
I. Kovács, T. Németh, Gabriella B. Kiss, Z. Benkő
The laboratory micro X-ray diffraction (μ-XRD) technique is a suitable method to study minerals in-situ in whole-rock specimens without any sample preparation or in polished thin sections, and even in small amounts in powdered form. The micro X-ray diffraction method uses the conventional, closed-tube X-ray generator, but modifications were needed in the diffraction column, sample holder and detector in order to achieve μ-XRD capability.In this paper, we present a case study of the capillary method used in µ-XRD on hydrothermal clay mineral assemblages that formed in the Velence Mts (Hungary). The capillary method in µ-XRD has many advantages in the investigation of small amounts of clay minerals: (1) easy and rapid preparation of randomly oriented, powdered samples; (2) rapid measurements; (3) accurate diffraction patterns. By using the capillary method, the formation of preferred orientation can be eliminated; thus the (hkl) reflection of the clay minerals can be precisely measured. Illite polytype quantification and the investigation of (060) reflection of clay minerals can be used satisfactorily in µ-XRD.Hydrothermal clay mineral assemblages are indicative of temperature and pH. Their examination can determine the physicochemical parameters of the hydrothermal fluids that interacted with the host granite in the Velence Mts. The analyzed hydrothermal clay minerals from the western part of the mountains suggest lower temperatures (150–200 °C) and intermediate pH conditions. In contrast, the clay mineral assemblages' characteristics for the eastern part of the mountains indicate more intense argillization and higher temperatures (∼220 °C) and intermediate pH conditions.
实验室微X射线衍射(μ-XRD)技术是一种合适的方法,可以在没有任何样品制备的情况下原位研究全岩样品中的矿物,也可以在抛光的薄片中原位研究矿物,甚至是少量粉末状矿物。微X射线衍射方法使用传统的闭管X射线发生器,但需要对衍射柱进行修改,样品支架和检测器,以实现μ-XRD性能。在本文中,我们对在Velence Mts(匈牙利)形成的水热粘土矿物组合进行了µ-XRD中使用的毛细管法的案例研究。µ-XRD中的毛细管法在研究少量粘土矿物方面具有许多优点:(1)易于快速制备随机取向的粉末状样品;(2) 快速测量;(3) 精确的衍射图案。通过使用毛细管法,可以消除优选取向的形成;从而可以精确地测量粘土矿物的(hkl)反射。伊利石多型定量和粘土矿物(060)反射的研究可以令人满意地用于µ-XRD。热液粘土矿物组合指示温度和pH。它们的检查可以确定与Velence Mts中的主花岗岩相互作用的热液流体的物理化学参数。分析的来自山脉西部的热液粘土矿物质表明温度较低(150–200°C),pH条件中等。相反,山脉东部的粘土矿物组合特征表明,粘土化程度更高,温度更高(~220°C),pH值中等。
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引用次数: 3
Application of genetic and K-means algorithms in clustering Babakoohi Anticline joints north of Shiraz, Iran 遗传和K-means算法在伊朗设拉子北部Babakoohi背斜节理聚类中的应用
Pub Date : 2020-08-27 DOI: 10.1556/24.2020.00004
Hajar Kazemi, K. Yazdjerdi, A. Asadi, M. R. Mozafari
The fuzzy clustering technique is one of the ways of organizing data that presents special patterns using algorithms and based on the similarity level of data. In this study, in order to cluster the resulting data from the Babakoohi Anticline joints, located north of Shiraz, K-means and genetic algorithms are applied. The K-means algorithm is one of the clustering algorithms easily implemented and of fast performance; however, sometimes this algorithm is located in the local optimal trap and cannot respond with an optimal answer, due to the sensitivity of this algorithm to the centers of the primary cluster. In addition, it has some basic disadvantages, such as its inappropriateness for complicated forms and also the dependency of the final result upon the primary cluster. Therefore, in order to perform the study more accurately and to obtain more reliable results, the genetic algorithm is used for categorizing the data of joints of the studied area. Applying this algorithm for leaving the local optimal points is an effective way. The results of clustering of the aforementioned data using the two above techniques represent two clusters in the Babakoohi Anticline. Furthermore, for validity and surveying of the results of the suggested techniques, various mathematical and statistical techniques, including ICC, Vw, VMPC, and VPMBF, are applied, which supports the similarity of the obtained results and the data clustering process in two algorithms.
模糊聚类技术是利用算法并基于数据的相似性水平来组织呈现特殊模式的数据的方法之一。在本研究中,为了对位于设拉子北部的巴巴库希背斜节理的结果数据进行聚类,应用了K-means和遗传算法。K-means算法是一种易于实现、性能快速的聚类算法;然而,由于该算法对主聚类中心的敏感性,有时该算法位于局部最优陷阱中,并且不能给出最优答案。此外,它还存在一些基本的缺点,如不适合复杂的形式,以及最终结果依赖于主聚类。因此,为了更准确地进行研究并获得更可靠的结果,使用遗传算法对研究区域的节理数据进行分类。将该算法应用于留下局部最优点是一种有效的方法。使用上述两种技术对上述数据进行聚类的结果表示巴巴库希背斜中的两个聚类。此外,为了验证和调查所建议的技术的结果,应用了各种数学和统计技术,包括ICC、Vw、VMPC和VPMBF,这支持了两种算法中获得的结果和数据聚类过程的相似性。
{"title":"Application of genetic and K-means algorithms in clustering Babakoohi Anticline joints north of Shiraz, Iran","authors":"Hajar Kazemi, K. Yazdjerdi, A. Asadi, M. R. Mozafari","doi":"10.1556/24.2020.00004","DOIUrl":"https://doi.org/10.1556/24.2020.00004","url":null,"abstract":"The fuzzy clustering technique is one of the ways of organizing data that presents special patterns using algorithms and based on the similarity level of data. In this study, in order to cluster the resulting data from the Babakoohi Anticline joints, located north of Shiraz, K-means and genetic algorithms are applied. The K-means algorithm is one of the clustering algorithms easily implemented and of fast performance; however, sometimes this algorithm is located in the local optimal trap and cannot respond with an optimal answer, due to the sensitivity of this algorithm to the centers of the primary cluster. In addition, it has some basic disadvantages, such as its inappropriateness for complicated forms and also the dependency of the final result upon the primary cluster. Therefore, in order to perform the study more accurately and to obtain more reliable results, the genetic algorithm is used for categorizing the data of joints of the studied area. Applying this algorithm for leaving the local optimal points is an effective way. The results of clustering of the aforementioned data using the two above techniques represent two clusters in the Babakoohi Anticline. Furthermore, for validity and surveying of the results of the suggested techniques, various mathematical and statistical techniques, including ICC, Vw, VMPC, and VPMBF, are applied, which supports the similarity of the obtained results and the data clustering process in two algorithms.","PeriodicalId":39930,"journal":{"name":"Central European Geology","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46400878","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: 2
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Central European Geology
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