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    Volume 34 Issue 4
    Jul.  2009
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    Article Navigation >  Earth Science  > 2009  >  34(4): 682-690
    ZHANG Zhen-fei, XIE Zhong-huai, LI Bao-li, ZHANG Shou-peng, 2009. A Genetic Algorithm for Optimal Stratigraphic Division Using Multi-Parameter Log Data with Application to Mesozoic Strata in Jiyang Depression, Shandong. Earth Science, 34(4): 682-690.
    Citation: ZHANG Zhen-fei, XIE Zhong-huai, LI Bao-li, ZHANG Shou-peng, 2009. A Genetic Algorithm for Optimal Stratigraphic Division Using Multi-Parameter Log Data with Application to Mesozoic Strata in Jiyang Depression, Shandong. Earth Science, 34(4): 682-690.
    shu

    A Genetic Algorithm for Optimal Stratigraphic Division Using Multi-Parameter Log Data with Application to Mesozoic Strata in Jiyang Depression, Shandong

    • 1.

      Facutly of Earth Resources, China University of Geosciences, Wuhan 430074, China

    • 2.

      Institute of Geological Research, Shengli Oil Field Ltd., Dongying 257000, China

    • Received Date: 2009-03-16
    • Publish Date: 2009-07-25
      Abstract
    • In this paper we propose a genetic algorithm for optimal stratigraphical division using multi-parameter well-log data.The algorithm incorporates the Fisher optimal division and edge detection methods into genetic searching in order to find out rapidly from a well a group of division boundaries that satisfy an optimization criterion.The optimization criterion involves the following steps: After a well (or a segment of it) is divided into a group of subsections, the total in-subsection deviation of the multi-parameter log data is minimized.Then the total inter-subsection deviation of the data is maximized, and the boundary points are to the largest extent singular points in log curves.This criterion is used to formulate the fitness function in our genetic algorithm.In the algorithm, logging measurement points are taken as genes, and groups of ordered measurement points as chromosomes; Genetic strategies of tournament selection, catastrophic mutation, Monte Carlo sampling crossover, and elitist reservation are adopted.We test the method on a geologically well-studied well which penetrates the deep-buried Mesozoic strata in Jiyang depression, Shandong, China.It is shown that, using log data alone, our method obtains stratigrahic division results that are geologically sound.Meanwhile the method proves far faster than an ordinary Fisher optimal division method in computation.We conclude that our method is highly applicable in statratigraphic division studies in areas such as Jiyang depression, where the interested strata is deep-buried, with scarce relevant well cores, poor seismic resolution, and abundant log data.

       

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    • 本研究得到胜利油田地质科学研究院王永诗总地质师、沾车海室李开孟高工、林会喜主任、庄文山高工、阳显文工程师、地层古生物室贺振健高工、郝运轻工程师、边雪梅工程师等的大力支持和帮助, 在此表示衷心感谢!
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