Towards Model Fusion in Geophysics: How to Estimate Accuracy of Different Models
نویسندگان
چکیده
One of the main objectives of geophysics is to determine the density at different depths and at different geographical locations. There exist several methods for estimating the density: e.g., we can use seismic data, or we can use gravity measurement. Each of the techniques for estimating the density has its own advantages and limitations: e.g., seismic measurements often lead to a more accurate value of density than gravity measurements, but seismic measurements mostly provide information about the areas above the Moho surface. It is desirable to combine ("fuse") the models obtained from different types of measurements into a single model that would combine the advantages of all of these models.
منابع مشابه
Rock physical modeling enhancement in hydrocarbon reservoirs using Choquet fuzzy integral fusion approach
Rock physics models are widely used in hydrocarbon reservoir studies. These models make it possible to simulate a reservoir more accurately and reduce the economic risk of oil and gas exploration. In the current study, two models of Self-Consistent Approximation followed by Gassmann (SCA-G) and Xu-Payne (X-P) were implemented on three wells of a carbonate reservoir in the southwest of Ira...
متن کاملUbiquity of Data and Model Fusion: from Geophysics and Environmental Sciences to Estimating Individual Risk During an Epidemic
In many practical situations, we need to combine the results of measuring a local value of a certain quantity with results of measuring average values of this same quantity. For example, in geosciences, we need to combine the seismic models (which describe density at different locations and depths) with gravity models which describe density averaged over certain regions. Similarly, in estimatin...
متن کاملWEAR RATE PREDICTION OF GRINDING MEDIA USING BPNN AND MLR MODELS IN GRINDING OF SULPHIDE ORES
Nowadays steel balls wear is a major problem in mineral processing industries and forms a significant part of the grinding cost. Different factors are effective on balls wear. It is needed to find models which are capable to estimate wear rate from these factors. In this paper a back propagation neural network (BPNN) and multiple linear regression (MLR) method have been used to predict wear rat...
متن کاملPermeability upscaling in fractured reservoirs using different optimized mother wavelets at each level
We use a multi-resolution analysis based on a wavelet transform to upscale a 3D fractured reservoir. This paper describes a 3D, single-phase, and black-oil geological model (GM) that is used to simulate naturally-fractured reservoirs. The absolute permeability and porosity of GM is upscaled by all the possible combinations of Haar, Bior1.3, and Db4 wavelets in three levels of coarsening. The ap...
متن کاملEvaluation of ANFIS and ANFIS-PSO Models for Estimating Hydraulic Jump Characteristics
In this study accuracy of the ANFIS and ANFIS-PSO models to estimate hydraulic jump characteristics including sequence depth ratio, the jump length, the roller length ratio, and relative energy loss was evaluated in stilling basin versus laboratory results. The mentioned characteristics were measured in the stilling basin with a rectangular cross-section with four different adverse slopes, four...
متن کامل