Pattern Recognition Methods For Extracting Information From Geophysical Data Suites

E. Nyland, L. Le, X. Wu
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Abstract

The results of geophysical experiments such as reflection seismic surveys, multiple sensor well logging, and monitoring of seismic activity can be organised as pseudo images whose lines consist of the values recorded by particular sensors. Such images consist of a complex but usually nonrandom background and a signal whose nature and cause may be poorly understood. In spite of these difficulties such signals can be extracted by a combination of string to string matching techniques and careful organisation of heuristic knowledge available for the system. In the case of seismic reflection data the seismic traces are represented as a sequence of peaks which are compared from one trace to the next. Detected matches can be collected into seismic events and these events can be associated by clustering techniques with strata. The primitives for well logs are linear segments of the logs. They are converted to a geologic description by a form of codification of contact recognition rules and automated comparison with a type response. Similar approaches may work for the analysis of nonlinear systems such as earthquake generating zones.
地球物理数据集信息提取的模式识别方法
地球物理实验的结果,如反射地震调查、多传感器测井和地震活动监测,可以组织为伪图像,其线由特定传感器记录的值组成。这样的图像由复杂但通常是非随机的背景和信号组成,其性质和原因可能很难理解。尽管存在这些困难,但这些信号可以通过字符串到字符串匹配技术的组合和系统可用的启发式知识的仔细组织来提取。在地震反射数据的情况下,地震走线被表示为一个波峰序列,从一个波峰到下一个波峰进行比较。检测到的匹配可以收集到地震事件中,这些事件可以通过与地层的聚类技术相关联。测井曲线的基元是测井曲线的线性段。通过一种接触识别规则的编纂形式和与类型响应的自动比较,它们被转换为地质描述。类似的方法可能适用于分析非线性系统,如地震发生带。
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