... to solve the regression problem. The conventional and geochemical logs from the Horn River Basin, in western Canada, are selected for the model training and validation. Monte Carlo dropout (MCD) is added to model training to decrease the sensitivity and increase repeatability of model prediction...

... prediction uncertainty at facies boundaries, for data samples which are affected by processing and imaging artifacts, and in the zones where the sediments are trapped within the salt bodies. Comparing Monte Carlo dropout model prediction with the state of the art SegNet architecture without dropout, we...

.... model prediction uplift pwi avo inversion nonlinear pwi seg houston 2013 inversion result mallick reservoir characterization neural network real data example subsurface model prediction prediction upstream oil & gas log property waveform inversion p-and s-wave velocity hybrid...

... the Arab- D reservoir, and only a subset of fifteen of these were selected for the fluid model prediction study. The measured velocities were compared to model predictions from dispersion-free Gassmann, Biot, squirt-Gassmann and squirt-Biot models. Only eight of the selected samples were used in the squirt...

... anisotropy electrical conductivity resistivity modeling porosity sayer model prediction conductivity seg seg denver 2010 Elastic and resistivity anisotropy of compacting shale: Joint effective medium modeling and field observations Ran Bachrach, WesternGeco and Tel-Aviv University Summary...

... building An example for using this model for anisotropic velocity model building is presented in Figure 4. model parameter thomsen anisotropic velocity model building reservoir characterization shale compaction checkshot data anisotropy porosity stochastic rock physics modeling prediction...

.... reservoir pressure field change time-lapse seismic survey upstream oil & gas reservoir characterization fluid pressure prediction seismic profile stress field compressive stress arrival time reservoir model prediction background color geomechanics geomechanical model timeshift depletion...

... ABSTRACT No preview is available for this paper. equation bulk modulus dispersion model prediction agreement pore pressure compressional moduli prediction reservoir characterization gassmann upstream oil & gas velocity data porosity biot sandstone shear frequency...