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1、2016年3月,第22卷,第1期,105-112页高校地质学报March2016,Vol.22,No.1,pp.105-112GeologicalJournalofChinaUniversitiesDOI:10.16108/j.issn1006-7493.2015083加权Logistic回归模型在火山岩型铜矿预测中的应用:以宁芜盆地中段为例1,21211111赵增玉,陈火根,潘懋,贾根,李向前,徐士银,郭刚,张祥云1.江苏省地质调查研究院,南京210049;2.北京大学地球与空间科学学院,北京100871摘要:文中探讨了加权Logistic回归模型在宁芜盆地中段火山岩
2、型铜矿预测中的应用。首先,结合研究区的成矿地质背景,提取地质体、构造、围岩蚀变三大类证据因子;其次,分析各证据因子与铜矿点之间的空间关系,认为姑山旋回、娘娘山旋回火山机构控制了本区火山岩型铜矿的空间分布,根据计算结果,选取与火山岩型铜矿密切相关的龙王山组、姑山组地层,姑山旋回粗面斑岩、娘娘山旋回二长斑岩、NW向构造1.5km缓冲区、NE向构造1.3km缓冲区、EW向构造4.5km缓冲区、硅化、褐铁矿化、黄铜矿化等作为模型自变量;最后采用加权Logistic回归模型进行成矿概率计算,并结合成矿地质背景,圈定四个成矿远景区,分别为P1、P2、P3、P4,其中P1、P2、P3
3、呈北东向展布,主要受娘娘山和姑山火山机构控制,P4为东西向分布,主要受龙王山火山机构控制,在这些预测区中,均存在已发现的铜矿体,说明预测可信度较高。关键词:加权Logistic回归模型;宁芜盆地;证据权模型;成矿预测中图分类号:P618.41文献标识码:A文章编号:1006-7493(2016)01-0105-08ApplicationoftheWeightedLogisticRegressionModelinPredictionofVolcanicRock-HostedCopperDeposits-TakingtheMiddlePartofNing-WuBasinas
4、anExample1,212111ZHAOZengyu,CHENHuogen,PANMao,JIAGen,LIXiangqian,XUShiyin,11GUOGang,ZHANGXiangyun1.GeologicalSurveyofJiangsuProvince,Nanjing210049,China;2.SchoolofEarthandSpaceSciences,PekingUniversity,Beijing100871,ChinaAbstract:ApplicationoftheWeightedLogisticRegressionmodelinpredictio
5、nofvolcanicrocktypeCopperdepositsintheMiddlepartofNing-WuBasinisstudied.First,thegeologicalsettingofore-formingprocessesisanalyzed.Threekindsoffactorsincludinggeologicalbody,structureandwallrockalterationareextractedbasedonthespatialdistributionofcopperdepositsfromthegeologicmap.Then,the
6、spatialrelationshipsbetweenCoppermineraloccurrenceandeachevidencefactorareanalyzed.ItissuggestedthatNiangniangshanandGushanvolcanicedificeplayanimportantroleinspatialdistributionsofvolcanicrock-hostedCopperdeposits.ThetenevidencerasterlayersincludingLongwangshanFormation,GushanFormation,
7、trachyteporphyryofGushanvolcanicedifice,monzoniteporphyryofNiangniangshanvolcanicedifice,buffersofthestructurelineswithNE,NWandEWtrending,andthealterationareasofchalcopyrite,silicideandLimoniteareselected.Finally,metallogenicprobabilitiesarecalculatedusingtheWeightedLogis