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Advanced hybrid machine learning models combined with petrographic analysis for comprehensive durability assessment of rock construction materials
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作者 Javid Hussain Xiaodong Fu +4 位作者 Jian Chen Nafees Ali Jabir Hussain Sartaj Hussain Sabir Ali 《Intelligent Geoengineering》 2025年第4期216-235,共20页
Durable aggregates are essential for the stability and longevity of construction projects,and the Los Angeles Abrasion(LAA)value is a widely used indicator of aggregate durability.However,direct LAA testing is time-co... Durable aggregates are essential for the stability and longevity of construction projects,and the Los Angeles Abrasion(LAA)value is a widely used indicator of aggregate durability.However,direct LAA testing is time-consuming,costly,and requires specialized facilities.This study introduces a novel and efficient alternative by developing two hybrid machine learning models Artificial Neural Network integrated with Particle Swarm Optimization(ANN-PSO)and Artificial Neural Network combined with Teaching-Learning-Based Optimization(ANN-TLBO)for the first time to predict LAA values from petrographic characteristics of carbonate rocks.A total of 160 rock samples from 10 geological formations in Pakistan’s Salt Range were analyzed through petrographic examination and LAA testing.The predictive performance of the proposed models was compared with established techniques,including Multiple Linear Regression,Random Forest,Adaptive Boosting,Gradient Boosting,K-Nearest Neighbors,and Multilayer Perceptron.Results demonstrate that ANN-PSO significantly outperformed all other approaches,achieving an R^(2)of 0.9982,RMSE of 0.209,MAE of 0.159,and MAPE of 0.009.Model robustness was validated using Taylor plots,REC curves,and an external dataset.Sensitivity analysis identified quartz,calcite,and feldspar as the most influential factors affecting LAA prediction.The findings confirm that the ANN-PSO and ANN-TLBO models provide highly accurate,cost-effective,and practical alternatives to traditional LAA testing.This innovative approach advances rock mechanics and material assessment,offering engineers and geologists enhanced tools for aggregate selection and durability evaluation in infrastructure projects. 展开更多
关键词 ANN-PSO Carbonate rocks LAAV Sensitivity analyses petrographic analyses
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Organo-Petrographic and Pore Facets of Permian Shale Beds of Jharia Basin with Implications to Shale Gas Reservoir 被引量:2
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作者 Vinod Atmaram Mendhe Subhashree Mishra +6 位作者 Ranjit G.Khangar Alka Damodhar Kamble Durgesh Kumar Atul Kumar Varma H.Singh Sujeet Kumar Mollika Bannerjee 《Journal of Earth Science》 SCIE CAS CSCD 2017年第5期897-916,共20页
The shale deposits of Damodar Valley have received great attention since preliminary studies indicate their potential for shale gas. However, fundamental information allied to shale gas re- servoir characteristics are... The shale deposits of Damodar Valley have received great attention since preliminary studies indicate their potential for shale gas. However, fundamental information allied to shale gas re- servoir characteristics are still rare in India, as exploration is in the primary stage. In this study, Ba- rakar shale beds of eastern part of Jharia Basin are evaluated for gas reservoir characteristics. It is evident that Barakar shales are carbonaceous, silty, contains sub-angular flecks of quartz and mica, irregular hair-line fractures and showing lithological variations along the bedding planes, signifying terrestrial-fluviatile deposits under reducing environment. The values of TOC varies from 1.21 wt.% to 17.32 wt.%, indicating good source rock potentiality. The vitrinite, liptinite, inertinite and mineral matter ranging from 0.28 vol.% to 12.98 vol.%, 0.17 vol.% to 3.23 vol.%, 0.23 vol.% to 9.05 vol.%, and 74.74 vol.% to 99.10 vol.%, respectively. The ternary facies plot of maceral composition substan- tiated that Barakar shales are vitrinite rich and placed in the thermal-dry gas prone region. The low values of the surface area determined following different methods point towards low methane storage capacity, this is because of diagenesis and alterations of potash feldspar responsible for pore blocking effect. The pore size distribution signifying the micro to mesoporous nature, while Type II sorption curve with the H2 type of hysteresis pattern, specifies the heterogeneity in pore structure mainly combined-slit and bottle neck pores. 展开更多
关键词 shale gas petrographic composition surface area pore disposition pore volume.
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Physio-Mechanical Properties and Petrographic Analysis of NikanaiGhar Limestone KPK, Pakistan 被引量:2
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作者 Syed Yasir Ali Shah Dou Bin +6 位作者 Obaidullah Javid Hussain Khaleel Hussain Ali Asghar Hadi Hussain Aftab Ur Rahman 《Open Journal of Civil Engineering》 2022年第2期169-188,共20页
Petrographic, physical, and mechanical assessment investigation of NikanaiGhar limestone aggregate exposed in the Lower Dir area of Malakand Division, Pakistan, were conducted to evaluate and investigate its potential... Petrographic, physical, and mechanical assessment investigation of NikanaiGhar limestone aggregate exposed in the Lower Dir area of Malakand Division, Pakistan, were conducted to evaluate and investigate its potential for use as a construction material for engineering projects. Different geotechnical tests and petrographic analyses were performed to evaluate its potential for construction purposes. Geotechnical tests include unconfined compressive strength, ultimate tensile strength test, specific gravity, share strength, porosity, and water absorption. The evaluated physical attributes were compared to standard specifications to determine their suitability as a construction material. Petrographic investigation indicates mainly two types of stones. Stylolitic spar stone and Spar stone are metamorphosed equivalent limestones and are not prone to alkali-silica reactivity. Mutual relationships between physical parameters have been described by simple regression analysis. Significant direct correlation of specific gravity with ultimate tensile strength and uniaxial compressive strength was noted. However, negative trends of Porosity with ultimate tensile strength and uniaxial compressive strength were observed which is in accordance with standard. The analysis revealed that the limestones of NikanaiGhar Formation fall within the standard specification limits and can be used as aggregates for the indigenous construction industry. 展开更多
关键词 Potential Aggregates Geotechnical Study petrographic Analysis Regression Analysis NikanaiGhar Limestone
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Assessment of alterability of basalt used for riprap by petrographic examination
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作者 Maria Heloisa Barros de Oliveira Frascá 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2019年第1期208-213,共6页
All engineering projects consist of several steps, and one of the main tasks is to identify and characterize the most important features of rock types that will be excavated, crushed, or mined for any particular usage... All engineering projects consist of several steps, and one of the main tasks is to identify and characterize the most important features of rock types that will be excavated, crushed, or mined for any particular usage purpose, from a single residential building to major works of infrastructure. Laboratory investigation on engineering geology is thus conducted in order to determine the most relevant rock properties when designing structures such as mining shafts, tunnels, buildings, or reservoir dams to be built in sites associated with rocks. A wide range of laboratory tests is available, making the correct choice of test methods greatly relevant to determine the key property for the planned use of the rock. This paper is an illustrative case of laboratory testing of basaltic rocks to be used as riprap in a reservoir dam. It shows the important role of the petrographic study carried out to analyze the distribution pattern of smectite clay minerals. Test results are explained for the assessment of rock alterability, an essential aspect for the selection of the most suitable basalt variety for the envisaged conditions of use. 展开更多
关键词 Rock properties Laboratory testing Test methods petrographic analysis SMECTITE clay MINERALS BASALTIC rocks Accelerated WEATHERING tests Alterability
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STUDY ON STRENGTH AND PETROGRAPHIC STRUCTURE OF CLINKER BY LOW-TEMPERATURE BURNING
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作者 Guo Juncai 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 1995年第3期29-36,共8页
In this paper,the strength and petrographic structure of clinker by low-temperature burning are studied.The results show that both the calcining temperature of Ca-CO3 and sintering temperature clinker decreases by 150... In this paper,the strength and petrographic structure of clinker by low-temperature burning are studied.The results show that both the calcining temperature of Ca-CO3 and sintering temperature clinker decreases by 150 degrees C compared with those in traditional rotary kiln,the rate of f-CaO in the clinker sintered at 1300 degrees C is 0.29%similar to 2.81%,the strength of the clinker is 62.5MPa with maximum 69.4MPa at a specific area of 2900 similar to 3400cm(2)/g.The results also show that the types of petrographic structure of the clinker can be classified as:homogeneous structure,inlaid or edged structure,stain-melting structure and porous structure.The clinker sintered at 1300+/-15 degrees C temperature and with enough retention period is mainly in homogeneous structure. 展开更多
关键词 low-temperature sintering clinker strength petrographic structure of clinker
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Petrographic Characteristics of Manganese Bearing Rocks of Banswara Manganese Ores Belt, District Banswara, Rajasthan (India)
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作者 Mohd Shaif F. N. Siddiquie Subir Mukhopadhyay 《Open Journal of Geology》 2017年第7期1047-1062,共16页
In this paper, we described the petrographical characters of the Mn-bearing rock types outcropping in the Kalakhuta, Ghatia, Gararia, Itala, Wagaicha, Tambesara and Talwara villages of Banswara district. The Mn associ... In this paper, we described the petrographical characters of the Mn-bearing rock types outcropping in the Kalakhuta, Ghatia, Gararia, Itala, Wagaicha, Tambesara and Talwara villages of Banswara district. The Mn associated rocks in the study area are phyllite, schist, quartzite and limestone. The mineral assemblage in phyllite formed under greenschist facies metamorphism. Petrographic studies of various phyllite samples also reveal that porphyroblasts of biotite sat in the fine-grained micaceous matrix (Biotite, muscovite, chlorite) along with quartz, opaque and ore minerals. Petrographic studies of schist reveal its formation under prograde metamorphism. Mineral assemblages observed in schist are typical of greenschist to lower amphibolite facies. The various schist samples at places show clusters made up of perfect rhombshaped garnets which suggest the increase in the grade of metamorphism. The quartzites are disposed conformably with the phyllites, and are at times brecciated and re-cemented by secondary chert and manganese. These Mn-bearing quartzites are with sutured/serrated and straight grain boundaries. The quartzite samples are fully composed of quartz showing undulose extinction with subordinate feldspar, micas and carbonatic materials. The petrographic characteristics explain that mostly limestones are the dolomitic composition but some ferruginous varieties are also noticed at places. The purer variety of limestone consists of calcite, dolomite and some magnetite but tremolite, quartz and some minute flakes of biotite also occur in impure variety. 展开更多
关键词 petrographical Characters Banswara MANGANESE ORES BELT Lunavada Aravalli GARNET Modal Analysis
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Silica Enrichment in a Volcanic Setting Using Petrographic Analyses and Mass Balance Calculations Using Trace Element Zircon
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作者 Adil M. Wadia 《Journal of Geological Resource and Engineering》 2015年第2期108-117,共10页
Formulating the original composition of weathered tephra can be a chaUenging task. A previous study by Wadia (1998 and 2007) demonstrated the enrichment of silica according to the hypothesis that the percentage of a... Formulating the original composition of weathered tephra can be a chaUenging task. A previous study by Wadia (1998 and 2007) demonstrated the enrichment of silica according to the hypothesis that the percentage of aluminum oxide remains constant within the unweathered parent material and its weathered counterpart (Faure, 1991), which indicated the average enrichment of silica to be 6.5%. This study demonstrates the enrichment of microcrystalline-cryptocrystalline quartz in the Reid's Mistake Formation of the Newcastle Coal measures of Sydney Basin, Australia, incorporating petrographic analyses and MBC (mass balance calculations) using trace element zircon as the immobile element. For MBC, zircon is more favorable, as it is a trace element that tends to be immobile during the process of chemical weathering. The composition of the unweathered reference samples was collected from the Tertiary volcanic complexes of Northeastern New South Wales and Southeastern Queensland. ICP-AES (inductively coupled plasma-atomic emission spectroscopy) was used to determine the chemical composition of the weathered samples. The quantitative enrichment of silica was provided by performing MBC using zircon as the immobile trace element. The petrographic analyses results indicated that the tephra was subjected to chemical weathering in a meteoric regime, as represented by minerals observed in the weathered tephra. The silica enrichment by MBC involving zircon resulted in 40.11%, which is indicative of chemical weathering, and was additionally supported by the presence of chert lenses in the volcanic horizon, indicating the enrichment of silica as a result of chemical weathering. 展开更多
关键词 Silica enrichment petrographic analyses mass balance calculations zircon.
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Petrographic Characteristics and Metalogeny of Zatua Hills BIFs, Haut-Uele Province (DR Congo)
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作者 Levesque Makuku Mbo Papy-Fidèle Kombie Andeibal +3 位作者 François Tshiabo Luwanda Dominique Wetshondo Osomba Valentin Kanda Nkula Albert Ongendangenda Tienge 《Journal of Geoscience and Environment Protection》 2023年第12期163-181,共19页
Zatua Hills are located at Haut Uélé Province of Democratic Republic of Congo (DRC), between northern Bafwasende and southern Paulis (Isiro) Squarred Degrees. Belonging to greenstone belt of Ngayu, that area... Zatua Hills are located at Haut Uélé Province of Democratic Republic of Congo (DRC), between northern Bafwasende and southern Paulis (Isiro) Squarred Degrees. Belonging to greenstone belt of Ngayu, that area is identified by the high elevated zone which is remained the witness of stable zone, not affected by the ancienst erosion process. Zatua Hills are in the superior Kibalian formation dated to Neoarchaen, hosted in Upper Congo Granites Massifs of DRC covering a large central zone of NE of DRC, and consisting to dolerite, phyllade, clay rich sediment, poor Banded Iron Formations (BIFs), enriched BIFs, friable hematite, hard hematite, mineralized and unmineralized brechias. Magnetite, martite and hematite are associated to some secondary minerals such as goethite, gibbsite, kaolinite, strengite, variscite and others clay minerals present in BIFs. Petrographic analysis made from the samples collected in situ showed, as well as BIFs and iron ore associated, that magnetite was much abundant oxide mineral which is oxided to martite before to stabilize to hematite during the deposition time. Having about hundred meters of thickness, the rich iron ore of this area content, in the majority less deleterious elements which, are harmful in metallurgic process of iron. These secondary minerals were precipitated at various degrees in the leached cavities of rocks between martite and hematite aggregates to botryoidal texture and, are rich to Al, and are mainly consisting to gibbsite and solid solution series of variscite-strengite (AlPO<sub>4</sub>·2H<sub>2</sub>O and FePO<sub>4</sub>·2H<sub>2</sub>O). Low degree of metamorphism played when magnetite was converted to martite, with the presence of variscite and anatase like witnesses of this event in which, martite was crystalized to hematite. 展开更多
关键词 BIFs Zatua Hills petrographic DRC Iron Ore
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Petrography of Bethampudi Anorthosites Layered Complex from the Khammam Schist Belt, Telangana, India
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作者 Thallapalli Brahmaiah Chinthala Ravi +2 位作者 Kandukuri Sai Krishna Gugulothu Papanna Katta Satya Sai Prasad 《Open Journal of Geology》 2016年第11期1434-1456,共24页
The Bethampudi layered anorthosite complex at the border zone of Archaean supracrustal rocks of Khammam district, Eastern Ghats shows normal stratification predominantly in the form of rhythmic layering and often exhi... The Bethampudi layered anorthosite complex at the border zone of Archaean supracrustal rocks of Khammam district, Eastern Ghats shows normal stratification predominantly in the form of rhythmic layering and often exhibits of zebra layering. Graded bedding and cumulate structures are also noticed. The rocks of the study area are classified based on petrography into anorthositic rocks, gabbroic rocks and ultramafic rocks and amphibolites. The field relations and major element composition suggest that these anorthosite rocks are of calc-alkaline in nature and petrogenitically related to the gabbroic rocks by the fractional crystallization at ℃. 展开更多
关键词 Bethampudi Layered Anorthosite Complex petrographic Classification Calc Alkaline Nature Fractional Crystallization of Gabbroic Rocks
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Petrographic Study of Sedimentary Iron Ore in Shendi-Atbara Basin, River Nile State, Sudan
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作者 Abubaker A.M.A.Abasher Sadam H.M.A.Eltayib +1 位作者 El Sheikh M.Abdelrahman Mohammed M.A.Amlas 《Journal of Geological Research》 2021年第1期30-38,共9页
This paper presents the results of petrographic study of sedimentary iron ore from surface strata of the Shendi-Atbara Basin,River Nile State,Sudan.The aims of this study are to investigate the geological behavior and... This paper presents the results of petrographic study of sedimentary iron ore from surface strata of the Shendi-Atbara Basin,River Nile State,Sudan.The aims of this study are to investigate the geological behavior and geological conditions affecting precipitation of sedimentary iron ore.The methodologies have been used to realize the objectives of this study include field work,office work and laboratory work including thin sections and polished sections analysis.According to field observation sedimentary iron ore can broadly be considered as occurring in three major classes:Ferribands iron,ferricrete iron and oolitic iron ores.The modes of occurrence of iron ore were described at the outcrops and vertical sedimentary profiles revealed that the iron occurred in the study area at different types in stratigraphic sequence such as cap,bedded and interbedded conformable with Shendi Formation.Petrographic study of iron ore in collected samples using polarized microscope and ore microscope includes study of the textures and structures of ores to obtain ore history.The main types of textures and structures in studied samples are oolitic,granular,lamellar and bands.According to these results the origin of iron ore is formed by chemical precipitation during chemical weathering of surrounding areas in continental lacustrine environment.The iron ore in study area is potential for future mining works and steel industry. 展开更多
关键词 petrographic Iron ore Shendi formation Conformable Textures
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Petrographic Features and Sedimentary Environments of the Middle-Upper Ordovician at Shetai Town of Urad Front Banner, Inner Mongolia
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作者 Zhang Xiulian Wang Yinghua Pan Rongsheng Department of Geology,Peking University Liu Linqun 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 1991年第4期401-416,459,共17页
Most of the hinterland of the North China platform is devoid of Late Ordovician strata. The BaiyanhuaMountain section at Shetai Town is a standard section of the Upper Ordovician newly established in recentyears at th... Most of the hinterland of the North China platform is devoid of Late Ordovician strata. The BaiyanhuaMountain section at Shetai Town is a standard section of the Upper Ordovician newly established in recentyears at the northernmost margin of the platform. This establishment directly involved the determination of thenorth boundary of the platform and the understanding of its evolutionary Listory. The area is quite differentfrom the binterland of the platform in Middle Ordovician rock types and sedimentary environments, with theformer characterized by frequent slope deposits and the latter consisting almost entirely of platform deposits.The present paper focuses on the petrographic features and sedimentary ervironments of the Middle-UpperOrdovician strata in the area, providing further theoretical support to the establishment of the section and fil-ling the gap in this respect. 展开更多
关键词 petrographic Features and Sedimentary Environments of the Middle-Upper Ordovician at Shetai Town of Urad Front Banner
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Physico-Chemical and Petrographic Characterization of Carbonated Rocks of Mintom (South-Cameroon) and Their Potential Uses
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作者 Zo’o Zame Philémon Mpakam Hernanie Grelle Samba Assomo Philippe 《International Journal of Geosciences》 2016年第5期775-783,共9页
The characterization of carbonated rocks of Mintom allowed identifying three features (massive limestone, banded limestone and dolomite). Samples taken in these features were subjected to the physico-chemical analyses... The characterization of carbonated rocks of Mintom allowed identifying three features (massive limestone, banded limestone and dolomite). Samples taken in these features were subjected to the physico-chemical analyses and to the mechanical tests. The results obtained show a convergence in the mineralogical composition in particular in the calcareous features (smectite, micas and calcite);the dolomite feature being mainly constituted by dolomite associated with the smectite. The chemical composition allows finding contents raised in CaO, in all the samples. However, in the dolomite and the banded limestone, the concentrations in MgO and in SiO<sub>2</sub> are also important. The mechanical properties showed a good compression resistance for the massive limestone and the dolomite, the mechanical behavior of the banded limestone being low. The exploitation of these results allows recommending carbonated rocks of Mintom in the production of the clinker, agricultural amendments and in the constructions of the civil engineering. 展开更多
关键词 Mintom Carbonated Rocks CHARACTERIZATION PHYSICO-CHEMICAL petrographic
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Petrography and Geochemical Studies of Basement Rocks around Zango-Daji and Its Environs,North Central Nigeria
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作者 Simon D.Christopher Onimisi A.Jimoh Onimisi A.Martins 《Advances in Geological and Geotechnical Engineering Research》 2022年第4期14-21,共8页
The geology of the Zango-Daji area was investigated petrographically and geochemically to determine the study area’s rock types and mineralization potential.The study area is underlain by rocks of the basement comple... The geology of the Zango-Daji area was investigated petrographically and geochemically to determine the study area’s rock types and mineralization potential.The study area is underlain by rocks of the basement complex characterized by hilly and undulating rocks,which include granitic gneiss,migmatite gneiss,biotite hornblende granite gneiss,and pegmatites.Obser­vation from the field shows that the study area is dominantly underlain by granitic gneiss.The granitic gneiss is dark grey,medium-coarse-grained,and characterized by weak foliation defined by the alignment of a streak of light and dark coloured minerals.They are widespread in the area consti­tuting about 70%of rock types found in the study area.The average modal percentage of minerals in the rocks from petrographic studies shows that granitic gneiss had quartz 45%,plagioclase 10%,microcline 20%,horn­blende 2%,biotite 10%,muscovite 5%,kyanite 8%and other minerals 5%.Also,the pegmatite of the study area has no evidence of mineralization;it contains minerals like quartz,feldspars(microcline and orthoclase),and micas(mostly muscovite).Geochemical analysis of the granitic gneiss of the study area shows that silica is by far the most abundant with a value of 53.5%,Na_(2)O value of 32.5%,Al_(2)O_(3),and k_(2)O of 6.1%and 4.0%,re­spectively.CaO value of 2.630%accounts for plagioclase feldspar in the granitic gneiss.The QAP diagram was used to determine the petrogenesis of the granitic gneiss.The plot shows the parent rock was a monzogranite with a low percentage of plagioclase in a thin section with a high percent­age of quartz and alkali feldspar.The pegmatites of the study area are bar­ren,as confirmed by the XRD result. 展开更多
关键词 GNEISS HORNBLENDE MIGMATITES PEGMATITE petrographic
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Petrographic Characteristics and Pore Structure Analysis of Benxi Formation Sandstone Reservoirs in the Yanchuan East Block,Ordos Basin
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作者 Qiyu Gao Meng Wang +1 位作者 Tianchao Guo Xiao Yang 《Journal of Geoscience and Environment Protection》 2025年第11期88-110,共23页
This study investigates the Benxi Formation sandstone reservoirs in the Yanchuan East Block of the Ordos Basin,employing an integrated approach that includes core observation,thin-section analysis,scanning electron mi... This study investigates the Benxi Formation sandstone reservoirs in the Yanchuan East Block of the Ordos Basin,employing an integrated approach that includes core observation,thin-section analysis,scanning electron microscopy,high-pressure mercury intrusion,and petrophysical testing to systematically evaluate reservoir petrographic features and pore structures.Results reveal that Benxi Formation sandstones predominantly comprise quartz sandstones,lithic quartz sandstones,and lithic sandstones,characterized by high quartz content,widespread volcanic lithic fragments,moderately well-sorted grains,and complex cement types.Pore types are dominated by residual intergranular and dissolution pores,with minor intracrystalline pores and fractures;overall porosity ranges from 0.17%to 9.07%(average 4.74%),and permeability from 0.01 to 6.05 mD,classifying them as ultra-low porosity and tight reservoirs.High-pressure mercury intrusion indicates microfine throats as the primary structure,divisible into four distinct types.Diagenetically,compaction and cementation are the main drivers of primary pore loss and reservoir tightening,whereas late-stage dissolution partially ameliorates pore networks.Overall,Benxi Formation sandstone reservoirs exhibit pervasive densification but localized favorable pore assemblages and connectivity,facilitating hydrocarbon migration and accumulation.These findings advance understanding of Upper Paleozoic tight sandstone reservoir characteristics and aid in predicting sweet spots. 展开更多
关键词 Ordos Basin Yanchuan East Block Benxi Formation Sandstone Reservoir petrographic Characteristics Pore Structure DIAGENESIS
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含油气盆地定量层序岩相古地理编图方法及应用:以四川盆地及邻区寒武系芙蓉统为例
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作者 石书缘 白壮壮 +4 位作者 胡素云 杨威 姜华 尚文亮 孟昊 《地质学报》 北大核心 2026年第1期335-353,共19页
随着大数据和人工智能时代的来临,海量的古地理资料不断积累,以及计算机技术的高速发展,推动了多种古地理方法的优势融合,使标准化、定量化和智能化古地理编图成为可能。以四川盆地及邻区寒武系芙蓉统为例,在系统收集整理195个露头及钻... 随着大数据和人工智能时代的来临,海量的古地理资料不断积累,以及计算机技术的高速发展,推动了多种古地理方法的优势融合,使标准化、定量化和智能化古地理编图成为可能。以四川盆地及邻区寒武系芙蓉统为例,在系统收集整理195个露头及钻井数据基础上,通过构建含油气盆地岩相古地理数据库,综合应用插值算法和图形可视化技术,整合多源、多尺度复杂的古地理相关数据,提出一套含油气盆地定量层序岩相古地理编图方法。该方法包括数据准备与标准化、多信息融合定等时层序格架、岩石类型统计分析定主要单因素、优势相识别定沉积相带、定量化插值开展岩相古地理编图等核心步骤。采用“三级层序”为等时编图单元,在优势相约束下通过关键单因素趋势定沉积相边界,编制了四川盆地及邻区芙蓉统高精度构造-层序岩相古地理图。结果表明:芙蓉统沉积期,受持续隆升的大地构造背景、相对海平面的频繁振荡、温暖湿润的气候条件、相对充足的氧气和稳定的二氧化碳含量协同作用,四川盆地呈现典型的镶边浅水碳酸盐岩台地沉积格局。受特提斯洋关闭俯冲影响,盆地内部形成了川中、川北和黔中三大同沉积古隆起及多条同沉积断裂,导致隆坳格局分异明显,并控制了古隆起周缘及台洼边缘颗粒滩的规模发育。该时期颗粒滩经历多期岩溶作用,形成规模化滩相白云岩储层,成为寒武系未来油气勘探重要的领域方向。 展开更多
关键词 定量岩相古地理 单因素分析 地质大数据库 四川盆地 寒武系 碳同位素
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神木低变质煤参与配煤炼焦的可行性
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作者 刘诗薇 张哲 +5 位作者 邹冲 折媛 黄琪琪 李佳乐 施瑞盟 尚敏 《矿冶》 2026年第2期275-284,共10页
为了探索神木低变质煤在配煤炼焦领域的应用潜力,对神木低变质煤的煤质特性、岩相特征和热解特性进行了测定,将焦渣特性≥3、基质镜质组含量>10.5%,镜质组反射率≥0.52%的低变质煤归为低黏煤,其它归为无黏煤;相较于无黏煤,低黏煤的... 为了探索神木低变质煤在配煤炼焦领域的应用潜力,对神木低变质煤的煤质特性、岩相特征和热解特性进行了测定,将焦渣特性≥3、基质镜质组含量>10.5%,镜质组反射率≥0.52%的低变质煤归为低黏煤,其它归为无黏煤;相较于无黏煤,低黏煤的煤质特性与气煤更为相似。通过测定不同比例(SR)的低黏、无黏煤替换气煤后,配合煤的黏结性、坩埚焦的反应性(PRI)和反应后强度(PSR),进一步探讨了神木低变质煤的各显微组分在热解过程中的作用。结果表明,当SRCR时,低变质配合煤的黏结性主要受镜质组总量的影响,此时配合煤的黏结性,坩埚焦的PRI和PSR之间的差异减小;特别是当SR≤6%时,2#配合煤的黏结性最优(G值≥76),适用于冶金焦生产。研究结果可为神木低变质煤在冶金焦领域的应用提供理论依据和技术支持。 展开更多
关键词 低变质煤 配煤炼焦 岩相学 黏结性 坩埚焦
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Depositional facies and reservoir characteristics of the Early Cretaceous Lower Goru Formation,Lower Indus Basin Pakistan:Integration of petrographic and gamma-ray log analysis 被引量:1
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作者 Qamar UZ Zaman Dar Pu Renhai +3 位作者 Shahid Ghazi Shakeel Ahme Rana Imran Ali Mubashir Mehmood 《Petroleum》 EI CSCD 2023年第3期331-341,共11页
The sand intervals of the Early Cretaceous Lower Goru Formation are a conventional reservoir,generally distributed in the Middle and Lower Indus Basin of Pakistan.Lithostratigraphically formation is classified into tw... The sand intervals of the Early Cretaceous Lower Goru Formation are a conventional reservoir,generally distributed in the Middle and Lower Indus Basin of Pakistan.Lithostratigraphically formation is classified into two parts;the upper parts are predominantly composed of shale,siltstone,and thin layers of alternate shale and sandstone,while the lower parts are composed of sandstone with interlayering of shale and limestone.The sandstone of the Lower Goru Formation has been further divided into A,B,C,and D sand intervals based on reservoir quality.Detailed depositional facies and reservoir characteristics are essential for the evaluation of hydrocarbon exploration and development.This paper aims to evaluate the depositional environment and reservoir characterization of the siliciclastic reservoir of the Early Cretaceous Lower Goru Formation by integrating the gamma-ray log patterns and petrographic analysis and scanning electron microscopic(SEM)analysis.Petrographic characterization of the sand intervals and Gamma-ray log signatures were used for the interpretation of the depositional environment of the reservoir intervals.Petrographic analysis reveals that the sandstone of the Lower Goru Formation is fine-to medium-grained,well-sorted,arkose or feldspathic arenite.Primary intergranular macroporosity,secondary intragranular macropores,and Intercrystalline micropores were identified within the sandstone by the SEM analysis.The diagenetic analysis suggests that the sandstone possesses high porosity,low permeability,and has undergone significant alterations such as compaction,quartz cementation,feldspar dissolution,and clay minerals alteration.Five electrofacies are interpreted based on gamma-ray log patterns including(1)funnel shape(FA);(2)bell shape(FB);(3)cylindrical shape(FC);(4)bow shape(FD);and(5)serrated shape(FE)patterns.The interpreted facies results reveal shoreface environment for A-sand,Tidal flat for B-sand,mixed tidal flat for C sand,Tide dominated mixed for D-sand,and transgressive shelf for Esand.The present study will be helpful for the assessment of the reservoir quality of the Early Cretaceous Lower Goru Formation for further exploration and development in the Indus Basin of Pakistan. 展开更多
关键词 Depositional facies Early cretaceous Electrofacies Gamma-ray pattern Lower goru petrographic analysis
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磷石膏制酸钙质渣制备硅酸盐水泥熟料的研究
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作者 刘晨 郑旭 +4 位作者 王昕 曾正 杨秀山 冯鑫 张金山 《水泥》 2026年第2期13-17,共5页
研究了磷石膏制酸钙质渣替代石灰石对硅酸盐水泥熟料烧成过程的影响规律。通过改变钙质渣掺量和煅烧温度,利用f-CaO含量、XRD及岩相分析等手段,分析了熟料的矿物组成与易烧性。结果表明,磷石膏制酸钙质渣在≤28%的掺量下可替代石灰石用... 研究了磷石膏制酸钙质渣替代石灰石对硅酸盐水泥熟料烧成过程的影响规律。通过改变钙质渣掺量和煅烧温度,利用f-CaO含量、XRD及岩相分析等手段,分析了熟料的矿物组成与易烧性。结果表明,磷石膏制酸钙质渣在≤28%的掺量下可替代石灰石用于生产硅酸盐水泥熟料,钙质渣中的氟、硫元素可促进熟料矿物的固相反应,煅烧温度升高能显著降低f-CaO含量,且硅酸盐水泥熟料对钙质渣掺量的耐受性较好。 展开更多
关键词 水泥熟料 磷石膏 钙质渣 易烧性 XRD分析 岩相分析
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基于DC-HED网络和骨架提取的岩心图像边缘检测
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作者 潘少伟 杨怡婷 +2 位作者 尚娅敏 郭智 蔡文斌 《中国石油大学学报(自然科学版)》 北大核心 2025年第3期97-107,共11页
整体嵌套边缘检测(holistically-nested edge detection,HED)网络是目前图像边缘检测领域内一种应用广泛且性能良好的深度网络模型,但存在图像检测边缘缺失、冗余和模糊不清等不足。针对此问题,提出一种扩张卷积(dilated convolution,DC... 整体嵌套边缘检测(holistically-nested edge detection,HED)网络是目前图像边缘检测领域内一种应用广泛且性能良好的深度网络模型,但存在图像检测边缘缺失、冗余和模糊不清等不足。针对此问题,提出一种扩张卷积(dilated convolution,DC)结合HED网络的深度网络模型DC-HED。首先,去除原HED网络最后两层的池化层以进一步保留图像边缘信息;再加入扩张卷积来扩大感受野,更好地还原图像边缘细节,重新设计DC-HED网络。之后利用Zhang-Suen算法对其图像边缘检测结果进行骨架提取。把DC-HED网络和骨架提取应用于中国陕北地区S油田不同岩心铸体薄片图像(简称岩心图像)的边缘检测中,获得较好的试验效果。结果表明:相比已有文献中方法、传统Canny算子、传统Sobel算子和原HED网络,DC-HED网络检测获得的图像边缘更完整,连通性更好;DC-HED网络测试得到的均方误差、结构相似性和峰值信噪比分别为0.1106、0.7997和9.5611,与前面几种方法相比,均有较大幅度的改善。最后将图像骨架提取方法应用于已获得的图像边缘中,剔除了杂乱的图像边缘信息,可得到清晰连续的图像边缘中心轮廓线条。 展开更多
关键词 岩心铸体薄片图像 边缘检测 岩心数字化 HED网络 扩张卷积 骨架提取
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基于双频特征提取生成对抗网络的岩心铸体薄片图像去噪
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作者 潘少伟 宋倩 +2 位作者 杜坤 马金采 秦国伟 《科学技术与工程》 北大核心 2025年第30期13027-13034,共8页
针对已有方法在图像去噪中存在的不足,提出了一种基于双频特征提取的生成对抗网络。在双频特征提取生成对抗网络中,生成器通过八度卷积对局部冗余通道进行多尺度转换,以提取双频特征图像,通道注意力残差模块被用来获取图像关键特征;判... 针对已有方法在图像去噪中存在的不足,提出了一种基于双频特征提取的生成对抗网络。在双频特征提取生成对抗网络中,生成器通过八度卷积对局部冗余通道进行多尺度转换,以提取双频特征图像,通道注意力残差模块被用来获取图像关键特征;判别器采用马尔可夫模型,最后的网络层使用LreLu作为激活函数,以解决神经元死亡问题。将双频特征提取生成对抗网络应用于中国江苏省J油田和陕西省S油田的岩心铸体薄片图像(简称岩心图像)噪声去除中,与其他去噪方法EPLL(expected patch log likelihood)、CBDNet(convolutional blind denoising network)和IRCNN(inception-resnet convolutional neural network)相比,它具有更好的应用效果。具体而言,当高斯噪声的标准差分别为15、25、35 dB时,双频特征提取生成对抗网络在J油田小孔细喉型岩心图像上生成的平均PSNR、NRMSE和SSIM分别为30.1400 dB、0.0319和0.9739,均优于EPLL、CBDNet和IRCNN的生成结果;对于其他类型的岩心图像,双频特征提取生成对抗网络也表现出更好的去噪效果。双频特征提取生成对抗网络能够有效地去除岩心图像噪声,为地质研究人员提供有力的技术支持。 展开更多
关键词 双频特征提取 生成对抗网络 岩心铸体薄片图像 噪声去除
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