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a-priori analysis approach Automatic History Matching Bayesian Inversion boundary element method calculated corner point depths correlation covariance matrix defined eigenvalue eigenvector equation estimation parameters experimental design fault Figure flow functions fluid contact forward model fuzzy logic fuzzy neural global gradient descent gradzone gridcells Hessian matrix hidden layers history matching initial input variables inverse problem iterations kriging Laplace pressure Laplace space likelihood function linear measurements minimization multiplier MULTZ neural nets neural networks nodes nonlinear objective function objective function gradient observed obtain optimization algorithm optimum Ouenes output paper SPE parameterisation petroleum posterior pdf pressure data pressure drop curves pressure response prior data prior pdf production reduce regression relative permeability reservoir model reservoir parameters reservoir simulations response surface response variables rock types runs sample saturation scale length sensitive significant inputs simulated annealing solution solve SPE Annual subregion techniques uncertainty vector zone