多参数优化在模拟退火法波阻抗反演中的应用
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摘要
多参数优化的模拟退火法波阻抗反演是通过地震资料信噪比、相邻道的相关性、初始模型偏差、反射系数门槛值等约束条件,采用能避免目标函数值陷入局部极值区而获得全局最优解的模拟退火法来实现的。介绍了方法的基本原理,给出了它在实际地震资料处理中的实现步骤,即:高分辨率处理、合成记录及层位标定、子波提取、初始模型建立、模拟退火反演和多参数约束条件的调整。实际资料应用表明:与常规波阻抗反演相比,该方法可以提高地震资料反演的分辨率;原始地震数据相干体切片和波阻抗相干体切片的断层位置均与构造图的断层位置一致,但与原始地震数据相干体切片相比,波阻抗相干体切片可为解释断层提供较好的依据。
Simulated annealing of multi-parameter optimization is the simulated annealing wave impedance inversion with some constraints,including S/N ratio,adjacent-channel correlation,deviation of initial model,and threshold value of reflection coefficient.The method can avoid the objective function value into a local extremum and has global optimum solutions.The principles of this method are introduced in this paper.The procedures are high-resolution processing,synthetic seismogram and horizon calibration,wavelet extraction,initial model establishment,simulated annealing inversion,and adjustment of multi-parameter restraints.The actual data processing indicates that:1) compared to conventional wave impedance inversion,the method can improve the resolution of seismic data inversion;2) the fault position in coherent slices of original data and coherent slices of wave impedance are coincide with that in structure maps,but the latter can provide a better criteria for fault interpretation than the former.
Simulated annealing of multi-parameter optimization is the simulated annealing wave impedance inversion with some constraints,including S/N ratio,adjacent-channel correlation,deviation of initial model,and threshold value of reflection coefficient.The method can avoid the objective function value into a local extremum and has global optimum solutions.The principles of this method are introduced in this paper.The procedures are high-resolution processing,synthetic seismogram and horizon calibration,wavelet extraction,initial model establishment,simulated annealing inversion,and adjustment of multi-parameter restraints.The actual data processing indicates that:1) compared to conventional wave impedance inversion,the method can improve the resolution of seismic data inversion;2) the fault position in coherent slices of original data and coherent slices of wave impedance are coincide with that in structure maps,but the latter can provide a better criteria for fault interpretation than the former.
引文
[1]凌云研究组.测井与地震信息标定[J].石油地物理勘探,2004,39(1):68～74.
[2]王劲风,等.波阻抗约束反演中的越束方法研究[J].石油物探,2002,39(2):52～63.
[3]秦锐,等.低孔渗薄互层多参数地震储层预测反演[J].石油物探,2004,43:104～106.
[4]彭真明.地震反演中的非线性优化方法及应用研究[D].成都理工大学博士论文,2001.
[5]夏步余,等.ISIS全局优化多道反演技术在墩2块岩性油藏描述中的应用[J].油气地质与采收率,2003,10(4):37～39.
[6]刘护创.ISIS与Voxelgeo储层预测技术[J].吐哈油气,2005,10(1):57～63.
[7]陈长河,等.全局优化模拟退火地震反演技术[J].断块油气田,2001,8(4):25～27.
[2]王劲风,等.波阻抗约束反演中的越束方法研究[J].石油物探,2002,39(2):52～63.
[3]秦锐,等.低孔渗薄互层多参数地震储层预测反演[J].石油物探,2004,43:104～106.
[4]彭真明.地震反演中的非线性优化方法及应用研究[D].成都理工大学博士论文,2001.
[5]夏步余,等.ISIS全局优化多道反演技术在墩2块岩性油藏描述中的应用[J].油气地质与采收率,2003,10(4):37～39.
[6]刘护创.ISIS与Voxelgeo储层预测技术[J].吐哈油气,2005,10(1):57～63.
[7]陈长河,等.全局优化模拟退火地震反演技术[J].断块油气田,2001,8(4):25～27.
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