Visualization Of Sediment Thickness Variation For Sea Bed Logging Using Spline Interpolation

H. Daud, N. Yahya, V. Sagayan, M. Talib
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Abstract

This paper discusses on the use of Spline Interpolation and Mean Square Error (MSE) as tools to process data acquired from the developed simulator that shall replicate sea bed logging environment. Sea bed logging (SBL) is a new technique that uses marine controlled source electromagnetic (CSEM) sounding technique and is proven to be very successful in detecting and characterizing hydrocarbon reservoirs in deep water area by using resistivity contrasts. It uses very low frequency of 0.1Hz to 10 Hz to obtain greater wavelength. In this work the in house built simulator was used and was provided with predefined parameters and the transmitted frequency was varied for sediment thickness of 1000m to 4000m for environment with and without hydrocarbon. From series of simulations, synthetics data were generated. These data were interpolated using Spline interpolation technique (degree of three) and mean square error (MSE) were calculated between original data and interpolated data. Comparisons were made by studying the trends and relationship between frequency and sediment thickness based on the MSE calculated. It was found that the MSE was on increasing trends in the set up that has the presence of hydrocarbon in the setting than the one without. The MSE was also on decreasing trends as sediment thickness was increased and with higher transmitted frequency.
基于样条插值的海底测井沉积物厚度变化可视化
本文讨论了使用样条插值和均方误差(MSE)作为工具来处理从开发的模拟海底测井环境的模拟器获得的数据。海底测井(SBL)是利用海控源电磁(CSEM)测深技术的一项新技术,已被证明是利用电阻率对比对深水区油气储层进行探测和表征的非常成功的技术。它使用0.1Hz到10 Hz的极低频率来获得更大的波长。在这项工作中,使用了内部建造的模拟器,并提供了预定义的参数,在沉积物厚度为1000m到4000m的环境中,在含烃和不含烃的环境中,传输频率变化。通过一系列的模拟,生成了合成数据。采用样条插值技术(三次插值)对这些数据进行插值,并计算原始数据与插值数据的均方误差(MSE)。在计算的均方误差基础上,研究了频率与沉积物厚度的变化趋势和关系。研究发现,在有碳氢化合物存在的环境中,MSE比没有碳氢化合物存在的环境有增加的趋势。随着沉积物厚度的增加和传输频率的增加,mse也呈下降趋势。
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