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准噶尔盆地东部西泉地区石炭系火山岩岩性识别
引用本文:李树博,郭旭光,郑孟林,王泽胜,刘新龙. 准噶尔盆地东部西泉地区石炭系火山岩岩性识别[J]. 岩性油气藏, 2021, 0(1): 258-266
作者姓名:李树博  郭旭光  郑孟林  王泽胜  刘新龙
作者单位:中国石油新疆油田分公司勘探开发研究院
基金项目:中国石油股份公司科技专项“准噶尔盆地石油勘探重点领域成藏规律及勘探技术研究”(编号:2017E-0401)资助。
摘    要:有效、精确的岩性识别是火山岩油气藏勘探的基础之一.针对准噶尔盆地东部西泉地区石炭系火山岩,基于大量岩心和镜下薄片资料,优选出对岩性响应敏感的6条测井曲线,利用主成分分析法对各测井响应值进行了标准化处理,并建立了一个随机样本,构建出累计方差贡献率为86.798%的2个综合主成分变量Y1和Y2,提高了不同岩性之间测井响应特...

关 键 词:火山岩  岩性识别  数据挖掘方法  西泉地区  准噶尔盆地

Lithology identification of Carboniferous volcanic rocks in Xiquan area,eastern Junggar Basin
LI Shubo,GUO Xuguang,ZHENG Menglin,WANG Zesheng,LIU Xinlong. Lithology identification of Carboniferous volcanic rocks in Xiquan area,eastern Junggar Basin[J]. Northwest Oil & Gas Exploration, 2021, 0(1): 258-266
Authors:LI Shubo  GUO Xuguang  ZHENG Menglin  WANG Zesheng  LIU Xinlong
Affiliation:(Research Institute of Exploration and Development,PetroChina Xinjiang Oilfield Company,Karamay 834000,Xinjiang,China)
Abstract:Effective and accurate lithology identification is one of the most important foundations for volcanic reservoir exploration.Aiming at the Carboniferous volcanic rocks in Xiquan area of the eastern Junggar Basin,based on a large amount of coring data and micro-slice data,six well logging curves which were sensitive to lithology were selected,and each of them were standardized to establish a random sample by principal component analysis,and two comprehensive variables Y1 and Y2 with a cumulative variance contribution rate of 86.798%were constructed to improve the sensitivity of logging response characteristics between different lithologies.The typical discriminant analysis method was used to establish discriminant models for nine different lithologies of Carboniferous volcanic rocks in the study area to identify volcanic rocks.The back-judgmental inspection and cross-validation of the original samples show that the accuracy of lithology identification was improved by using this method,its comprehensive accuracy of lithology identification was over 91%.The correlation and overlap of lithologic information carried by logging curves were effectively eliminated,and the accuracy of this method is higher than that of conventional lithology identification methods in thin interbedded volcanic rocks identification.The study provides a reference for accurate lithology identification of volcanic rocks in the study area.
Keywords:volcanic rocks  lithology identification  data mining method  Xiquan area  Junggar Basin
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