D-S证据理论在地震属性中的应用
详细信息 本馆镜像全文    |  推荐本文 | | 获取馆网全文
摘要
在利用复地震道分析技术提取出地震信号局部变化的三瞬属性(瞬时振幅;瞬时相位和瞬时频率)的基础上,采用D—S改进算法对三瞬属性进行多传感器的证据融合,得到三种属性所占的权重,并根据相应权重,经过数据融合可以得到最终融合结果。这样有效融合了三种地震属性中有利于进行地震薄互层分析的地震信息,与单一的复地震道分析相比,更能有效地反映出地震信号的局部变化。最后通过对实际的地震资料进行了处理,发现D—S信息融合技术体现的地震波属性的变化,比单一属性更能清楚地反映出地质体的地质现象及表达的沉积过程。
Evidence theory is widely used in data fusion systems.However,it is never used in seismic at- tributes analysis.A new application of D-S evidence theory in seismic attribute is presented. The process of the D-S information fusion method contains the following steps;firstly,using the complex seismic trace analysis to extract three instantaneous attributes(instantaneous amplitude, instantaneous phase and instantaneous frequency); then,utilizing the modified D-S algorithm on the combination of three instantaneous attributes and getting the final result of the data fusion system; finally,effectively combination of the useful information of the three seismic attributes which reflects more clear local changes of seismic signals than single attribute.The actual example shows D-S information fusion method brings better reflections on changes of seismic properties,geological phenomenon and geological deposition.
引文
[1]王勇,毕大平.D_S证据理论在雷达体制识别中的应用[J].国外电子测量技术,2005,24(9):45.
    [2]陈遵德.储层地震属性优化方法[M].北京:石油工业出版社,1998.
    [3]石颖,刘洪.地震信号的复地震道分析及应用[J].地球物理学进展,2008,23(5):1538.
    [4]DEMPSTER A P.Upper and lower probabilities induced by a multivalued mapping[J].Annual math statist,1967,38(4):325.
    [5]SHAFER G.A Mathematical Theory of Evidence [M].Princeton university.Press,Princeton,1976.
    [6]倪志伟,李锋刚,毛雪岷.智能管理技术与方法[M].北京:科学出版社,2007.
    [7]YAGER R R.On the Dempster Shafer framework and new combination rules[J].Information Science. 1989,41(2):93.
    [8]SMETS.The combination of evidence in the transferable belief model[J].IEEE Trans on Pattern Analysis and Machine Intelligence,1998(1):88.
    [9]DUBOIS D,PRADE H.Repressentation and combination of uncertainty with belief functions and possibility measures[J].Computational Intelligence,1998 (4):244.
    [10]孙全,叶秀清,顾伟康.一种新的基于证据理论的合成公式[J].电子学报,2000,28(8):117.
    [11]MURPHY C K.Combining belief functions when evidence conflicts[J].Decision support systems,2000, 29(1):1.
    [12]邓勇,施文康.一种改进的证据推理组合规则[J].上海交通大学学报,2003,37(8):1275.
    [13]邓勇,施文康,朱振福.一种有效处理冲突证据的组合方法[J].红外与毫米波学报,2004,23(1):27.
    [14]朱强,阎建国,程谦.基于多属性数据体的三维地震相体分析技术[J].物探化探计算技术,2010,32(1):72.

版权所有:© 2023 中国地质图书馆 中国地质调查局地学文献中心