November 22, 2024
Abolfazl Dehghan Monfarad

Abolfazl Dehghan Monfarad

Academic Rank: Assistant professor
Address:
Degree: Ph.D in Petroleum Engineering
Phone: 07731222600
Faculty: Faculty of Petroleum, Gas and Petrochemical Engineering

Research

Title Automatic History Matching Using the Integration of Response Surface Modeling with a Genetic Algorithm
Type Article
Keywords
genetic algorithm, global objective function, history matching, proxy model, response surface modeling
Journal PETROLEUM SCIENCE AND TECHNOLOGY
DOI https://doi.org/10.1080/10916466.2010.483441
Researchers Abolfazl Dehghan Monfarad (First researcher) , Abbas Helalizadeh (Second researcher) , Hadi Parvizi (Third researcher)

Abstract

History matching is the process of updating a petroleum reservoir model using its production history. It is a required step before a model is accepted for forecasting production. This work aims at integrating response surface modeling with a genetic algorithm to realize a global optimization method for the history matching process. To achieve this, a proxy model was constructed for the flow simulator outputs for all measurements that enter a global objective function. A genetic algorithm was applied to minimize the proxy model. Then a reservoir model was built based on this minimized proxy model. Construction of a good proxy model requires only a limited number of simulation runs and its simulation time is a couple of seconds. Therefore, the evolution of proxy model using a genetic algorithm takes a short time. Compared to other global optimization techniques, this method can perform the history matching process in a quick, low-cost manner. The method was validated by a field case study. The simulation model used contains 41 years of production history. During the history matching process, a limited number of simulation runs (79) was used to construct a high-quality proxy model and by application of genetic algorithm, the global objective function was reduced from 581.362 to 9.347. The observed oil rate, shut-in pressure, repeated formation test pressure, and water cut (must be zero) were matched using the proposed method.