基于镁铁-超镁铁岩中单斜辉石主量元素含量的决策树集成算法对比     

孙建鹍  杜雪亮  章宝月  王龙  金维浚  张旗  罗熊  朱月琴 《地质通报》2019,38(12):1981-1991

依靠岩浆构造环境的地球化学成分认识岩浆形成过程是岩石地球化学中的重要应用。当前利用岩石地球化学成分判别构造环境的工作还不够深入。用4种基于决策树的机器学习方法对来自全球新生代洋岛玄武岩(OIB)、岛弧玄武岩(IAB)及大洋中脊玄武岩(MORB)等镁铁-超镁铁岩中单斜辉石的13种主量元素构成数据集进行了岩浆构造环境判别和主要特征排序。通过对比4种基于决策树的机器学习方法,验证了树类算法对于地球化学成分识别问题的有效性,并总结出4种方法在处理岩浆构造环境判别问题时的优劣:决策树算法判别过程更易于理解,但是其准确率欠佳;boosting算法中的AdaBoost和GBDT对于岩浆构造环境的鉴别准确度较高,但构造过程复杂;bagging集成算法随机森林在权衡性能和模型可理解性时不失为一个良好的选择。此外,还通过4种算法的特征重要性排序得出Cr_2O_3,TFeO,TiO_2,FeO和Al_2O_3是进行岩浆构造环境判别的重要成分。  相似文献   

雅鲁藏布江缝合带西段错不扎铬铁矿特征及形成环境          下载免费PDF全文

赵慧  杨经绥  刘飞  熊发挥  连东洋  姚虎  董玉飞 《中国地质》2019,46(1):115-125

雅鲁藏布江蛇绿岩带是国内铬铁矿床出露点最多,且铬铁矿石储量、产量最大的一个蛇绿岩带。根据空间展布规律,该岩带被划分为东段(曲水—墨脱)、中段(昂仁—仁布)和西段(萨嘎至中印边境)3部分。其中,西段自萨嘎以西分为南、北两支亚带。长期以来的研究工作主要集中在东段和中段,西段的研究程度非常薄弱,尤其是北亚带。不同区段研究程度的不平衡十分不利于雅鲁藏布江蛇绿岩带内铬铁矿找矿工作的开展。错不扎蛇绿岩体位于雅鲁藏布江缝合带西段的北亚带,呈北西-南东向带状产出,主要由方辉橄榄岩组成,并普遍发育基性岩脉。野外地质调查在该蛇绿岩体中发现了多个铬铁矿化点,矿化体呈透镜状产于方辉橄榄岩中,出露地表的长度为0.5～1m,厚为0.2～0.5 m,矿石均为致密块状。电子探针分析结果表明,错不扎铬铁矿属于高铬型铬铁矿,铬尖晶石的Cr#[=100×Cr/(Cr+Al)]为75～78,Mg#[=100×Mg/(Mg+Fe2+)]为66～69。计算结果表明,母岩浆的FeO/MgO比值为0.51～0.65,Al2O3和Ti O2含量分别为11.27%～12.1%和0.19%～0.4%,与玻安质岩浆的化学成分相当。然而,针状单斜辉石出溶体的发现指示错不扎铬铁矿可能还经历了一个深部作用过程。  相似文献   

Progressive changes in lithological association of the Sanbagawa metamorphic complex,Southwest Japan: Relict clinopyroxene and detrital zircon perspectives          下载免费PDF全文

Shunsuke Endo  Kazuhiro Miyazaki  Tohru Danhara  Hideki Iwano  Takafumi Hirata 《Island Arc》2018,27(5)

The main tectono‐stratigraphic unit (Shirataki unit) of the Sanbagawa metamorphic complex in central Shikoku is characterized by abundant mafic schist layers that show the mid‐ocean ridge basalt (MORB) affinity. These MORB‐derived schist layers are absent in a southern (structurally lower) domain within the unit. Instead, sporadic occurrences of small metabasite lenses that contain relict igneous minerals (Ti‐rich augite and kaersutite) indicative of alkali basalt magmatism are newly recognized in the southern domain. Compositions of relict clinopyroxene in metabasalt are useful to identify the tectonic setting and origin of the protolith basalt, and those in each unit of the Sanbagawa metamorphic complex are presented. The metamorphic grade of the Shirataki unit generally increases structurally upwards in the southern side of the highest‐grade zone, and metamorphic zonation is subparallel to lithostratigraphic succession. The protolith assemblage of the Shirataki unit shows a distinct change from the southern low‐grade domain (lower Shirataki subunit) composed of terrigenous sedimentary rocks (mudstone and sandstone) with minor alkali basalt to the northern higher‐grade domain (upper Shirataki subunit) consisting of terrigenous and pelagic sedimentary rocks with abundant MORB. The youngest detrital zircon U–Pb ages (ca 95–90 Ma) suggest that both domains have Late Cretaceous depositional ages at the trench. Progressive peeling of oceanic plate stratigraphy during subduction can account for the observed change of lithological association in the Shirataki unit.  相似文献   

西沙群岛基底火山碎屑岩中单斜辉石的矿物化学特征及其地质意义     

李诗颖  余克服  张瑜  陶士臣  严宏强 《海洋学报》2019,41(7):65-76

本文利用电子探针对南海西沙群岛琛航岛珊瑚礁底部火山碎屑岩中的单斜辉石矿物的化学特征进行了研究。结果表明，该单斜辉石属于富钙透辉石，部分有正环带结构，从核部到边部Ca、Fe、Ti的含量逐渐增加，是岩浆正常结晶顺序的反映，说明该区域的岩浆演化是向着富Ca、Fe、Ti方向发展的。主量元素数据显示，单斜辉石具有低Si高Al的特征(SiO₂=41.40%～48.44%，Al₂O₃=5.54%～10.20%)，且AlⅣ含量较高，说明母岩浆为不饱和碱性岩浆系列；此外，单斜辉石Ca含量偏高，Ca/(Ca+Mg+Fe)值在46.1%～51.4%之间，推测是母岩浆的高Ca含量导致了大量高钙辉石的产出。结合西沙海域的地震和构造资料，推测琛航岛珊瑚礁的基底是玄武质火山碎屑岩组成的平顶状海山，系岩浆穿过断裂发育的岩石圈层在西沙群岛的海底喷发，随后火山碎屑物质经过堆积、固结作用而形成；该火山碎屑岩的原岩为板内碱性玄武岩。  相似文献   

藏北羌塘戈木错渐新世碱性钾质火山岩中绿核辉石的成因:岩浆补给—混合过程     

范乐夫  迟效国  张蕊  孙巍  王利民  宁维坤 《世界地质》2015,34(2):273-282

藏北戈木错渐新世碱性钾质火山岩中单斜辉石斑晶普遍出现正环带、反环带和韵律环带结构,多具有"绿核辉石"的结构特征。通过矿物电子探针测得"绿核辉石"的核部有高Mg#和低Mg#两种不同成分,两者都不同程度发育有筛孔状熔蚀结构,环带结构主要发育在辉石的幔部到边部,与绿色核部存在明显的成分间断,幔部环带结构的成分变化范围相对较窄。"绿核辉石"的成分和结构特征反映了同源碱性钾质岩浆在壳内岩浆房中发生了岩浆补给-混合作用,复杂的环带结构记录了混合岩浆的结晶过程。  相似文献   

Revised activity–composition models for clinopyroxene and amphibole     

J. F. A. DIENER  R. POWELL 《Journal of Metamorphic Geology》2012,30(2):131-142

Recent activity–composition models for clinopyroxene and amphibole are revised to provide better consistency with observed phase relations in natural rocks. For clinopyroxene, the calibration in NCFMAS is retained, but the incorporation of acmite is revised to improve the partitioning of ferric iron between coexisting clinopyroxenes. For amphibole, the NCFMASH calibration is retained, but the addition of ferric iron is changed to provide consistency with the clinopyroxenes. The thermodynamics of orthoamphibole (gedrite) is also adjusted to resolve an unrelated inconsistency. The effects of these improvements are illustrated through comparison of calculated pseudosections produced with the existing and new models with natural data from lawsonite eclogites.  相似文献   

Eruption episodes and magma recharge events in andesitic systems: Mt Taranaki,New Zealand     

Michael B. Turner  Shane J. Cronin  Ian E. Smith  Robert B. Stewart  Vince E. Neall 《Journal of Volcanology and Geothermal Research》2008

Eruption episodes, where a series of eruption events are generically related, can include the eruption of a wide spectrum of volcanic activity over decadal periods. This paper concentrates on the opening phases of an eruption episode which occurred approximately 1800 yrs BP from Mt Taranaki, New Zealand. These events spanned the eruption of differing bulk compositions and styles from two distinct vent locations; an andesitic sub-plinian eruption from the summit vent and a scoria cone-building eruption of basaltic magma from a satellite vent. Compositional profiles and zoning textures of plagioclase, amphibole and clinopyroxene phenocrysts from the opening andesitic event show evidence of magma mixing and subsequent crystallisation just prior to the initiation of the eruption episode. Titanomagnetite grain morphology and Ti variation suggest that the magma mixing event occurred within a few days to weeks before the eruption acting as a trigger for it. We present a magmatic model which is constrained by the petrological observations and eruptions of the episode. In this model magma differentiation at depth causes its rise and recharging of a mid-crustal magma storage area at 5–7 km. Although the recharging magma differed slightly in oxygen fugacity and temperature, it was compositionally and physically similar enough to the residing andesitic magma to allow efficient mixing. The petrological characteristics described here can be readily observed and enable identification of mixing events in other recent eruption episodes.  相似文献   

利用X射线衍射测定单斜辉石中硬玉组分含量     

王文正  韩宗珠  安英杰 《海洋湖沼通报》1993,(4):45-48

硬玉是单斜辉石中十分重要的端元组分,是单斜辉石分类的主要基础。利用x射线衍射分析确定的硬玉组分含量计算式为Jd(％)=[A-2.235]×25.741,其中Jd为硬玉组分百分含量,A为2—Theta角为30°(d=2.97)时峰值的相对强度Ⅰ与半高宽的乘积,其计算误差仅6.32％。  相似文献   

Clinopyroxene REE Geochemistry of the Red Hills Peridotite, New Zealand: Interpretation of Magmatic Processes in the Upper Mantle and in the Moho Transition Zone   总被引：1，自引：0，他引：1  

Sano  Sakae; Kimura  Jun-Ichi 《Journal of Petrology》2007,48(1):113-139

The Red Hills peridotite in the Dun Mountain ophiolite of SouthIsland, New Zealand, is assumed to have been produced in a paleo-mid-oceanridge tectonic setting. The peridotite is composed mostly ofharzburgite and dunite, which represent residual mantle andthe Moho transition zone (MTZ), respectively. Dunite channelswithin harzburgite blocks of various scales represent the MTZcomponent. Plagioclase- and clinopyroxene-bearing dunites occursporadically within common dunites. These dunites representproducts of melt–wall-rock interaction. Chondrite-normalizedrare earth element (REE) patterns of MTZ clinopyroxenes showa wide compositional range. Clinopyroxenes in plagioclase dunitesare extremely depleted in light REE (LREE) ([Lu/La]_N >100),and are comparable with clinopyroxenes in abyssal peridotitesfrom normal mid-ocean ridges. Interstitial clinopyroxenes inthe common dunite have flatter patterns ([Lu/La]_N 2) comparablewith those for dunite in the Oman ophiolite. Clinopyroxenesin the lower part of the residual mantle harzburgites are evenmore strongly depleted in LREE ([Lu/La]_N = 100–1000) thanare mid-ocean ridge peridotites, and rival the most depletedabyssal clinopyroxenes reported from the Bouvet hotspot. Incontrast, those in the uppermost residual mantle harzburgiteand harzburgite blocks in the MTZ are less LREE depleted ([Lu/La]_N= 10–100), and are similar to those in plagioclase dunite.Clinopyroxenes in the clinopyroxene dunite in the MTZ are similarto those reported from mid-ocean ridge basalt (MORB) cumulates,and clinopyroxenes in the gabbroic rocks have compositions similarto those reported from MORB. Strong LREE and middle REE (MREE)depletion in clinopyroxenes in the harzburgite suggests thatthe harzburgites are residues of two-stage fractional melting,which operated initially in the garnet field, and subsequentlycontinued in the spinel lherzolite field. The early stage meltingproduced the depleted harzburgite. The later stage melting wasresponsible for the gabbroic rocks and dunite. Strongly LREE–MREE-depletedclinopyroxene in the lower harzburgite and HREE-enriched clinopyroxenein the upper harzburgite and plagioclase dunite were formedby later reactive melt migration occurring in the harzburgite. KEY WORDS: clinopyroxene REE geochemistry; Dun Mountain ophiolite; Moho transition zone; orogenic peridotite; Red Hills  相似文献   

Origin of Grandite Garnet in Calc-Silicate Granulites: Mineral-Fluid Equilibria and Petrogenetic Grids     

DASGUPTA  SOMNATH; PAL  SUPRATIM 《Journal of Petrology》2005,46(5):1045-1076

The role of clinopyroxene in producing grandite garnet is evaluatedusing data from an ultrahigh-temperature metamorphosed calc-silicategranulite occurrence in the Eastern Ghats Belt, India. ‘Peak’pressure–temperature conditions of metamorphism were previouslyconstrained from associated high Mg–Al granulites as c.0·9 GPa, >950°C, and the rocks were near-isobaricallycooled to c. 750°C. Grandite garnet of variable compositionwas produced by a number of reactions involving phases suchas clinopyroxene, scapolite, plagioclase, wollastonite and calcite,in closely spaced domains. Compositional heterogeneity is preservedeven on a microscale. This precludes pervasive fluid fluxingduring either the peak or the retrograde stage of metamorphism,and is further corroborated by computation of fluid–rockratios. With the help of detailed textural and mineral compositionalstudies leading to formulation of balanced reactions, and usingan internally consistent thermodynamic dataset and relevantactivity–composition relationships, new petrogenetic gridsare developed involving clinopyroxene in the system CaO–Al₂O₃–FeO–SiO₂–CO₂–O₂in T–aCO₂–fO₂ space to demonstrate the importanceof these factors in the formation of grandite garnet. Two singularcompositions in garnet-producing reactions in this system arededuced, which explain apparently anomalous textural relations.The possible role of an esseneite component in clinopyroxenein the production of grandite garnet is evaluated. It is concludedthat temperature and fO₂ are the most crucial variables controllinggarnet composition in calc-silicate granulites. fO₂, however,behaves as a dependent variable of CO₂ in the fluid phase. Externalfluid fluxing of any composition is not necessary to producechemical heterogeneity of garnet solid solution. KEY WORDS: grandite garnet; role of clinopyroxene; internal buffering; oxidation–decarbonation equilibria  相似文献