Predictive Analytics in Unconventional Resources.pdf

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1、分类号学号CategoryNo．TE33+1StudentNo．151160638密级SecurityLevel占是治节扩挚Xi’anShiyoUUniversity全日制学术型FULL．TIMESTUDY硕士学位论文PoSTGRADUATETHESIS题目PREDICTIVEANALYTICSINTITLEUNCONVENTIONALI己ESOURCES作者姓名AMAECHIUGWUMBACHIUSANGELOAUTHOR’SNAME导师姓名、职称PROFESSORMA，XIANLINSUPERVISoR’SNAME．TITLE学科(专业)名称OilandGasField

2、DevelopmentEngineeringMAJoR提交论文日期30May／2018DATE万方数据DECLARATl0NIdeclarethatthisworksubmittedforassessmentismyownandisexpressedinmyownwords．Anyusesmadewithinitoftheworksofotherauthorsinanyform(e．g．ideas，equations，figures，text，tables，programs)areproperlyacknowledgedatthepointoftheiruse．Alisto

3、fthereferencesemployedisincluded．IncaseofanyinaccuraciesfoundinthisthesisICRITyallliabilities．DISSERTATIoNLICENSEINSTRUCTIoNSIamfullyawareoftheprovisionsrelatingtotheretentionanduseofdissertationsatXi’anthesisworkdoneduringmystudiesbelongstotheintellectualShiyouUniversity,namely：thepropert

4、yunitofXi’anShiyouUniversity．IagreethattheLibraryandmymajordepartmentshallmakeitfreelyavailableforresearchpurposesandacademicachievement．PermissiontocopythisthesisforscholarlypurposesmaybegrantedbyXi’anShiyouUniversity．万方数据Subject：PredictiveAnal)7ticsinUnconventionalResourcesSpecialty：Oila

5、ndGasFieldDevelopmentEName：AmaechiUgwumbaChrisangeloInstructor：ProfessorMa，XianlinABSTRACTTheoilandgasindustryisnostrangerstodata．Intheupstreamsector,theadventofdigitizationandsmartfieldscoupledwitlltheboominunconventionaloilandgasproductionhaveledtoatremendousin．easeinvolumeofdatagenerate

6、dintheindustryingigabytes，terabytesandpetabyte(Bigdata)．Unliketheconventionaloilandgasfielddevelopmentandproduction，unconventionaloilandgasproductiontendtodefythefundamentalphysicallawsthatgovernmultiphaseflowofoilandgasinconventionalfields．Inaddition，thecapitalintensivenatureofunconventio

7、nalfielddevelopment，themultiplestagedhydraulicfracturingandtheoveralleconomicoutputhavespurredtheinnovationstoeconomicallydevelopandmanageunconventionalresources．Oneofsuchmethodsisleveragingthevastamountofdatageneratedinunconventionalfielddevelopmentandusingbi