Synthetic carbonate reservoir model: Permeability Map 3D
Synthetic carbonate reservoir model: Permeability Map 3D

UNISIM-II: Benchmark Case Proposal Based on a Carbonate Reservoir

UNISIM-II is a synthetic carbonate reservoir model created by UNISIM-CEPETRO-Unicamp to provide a dataset to be used to compare methodologies and performance of different techniques, simulators, algorithms, among others.


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UNISIM-II Publications

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Investigation of pore geometry influence on fluid flow in heterogeneous porous media: A pore-scale study

Soltanmohammadi, Ramin, Iraji, Shohreh, de Almeida, Tales Rodrigues, Basso, Mateus, Munoz, Eddy Ruidiaz, Vidal, Alexandre Campane

Energy Geoscience

Metodologia para otimizar as regras de controle de poços injetores inteligentes para gerenciamento da injeção WAG-CO2

Lopes, Guilherme Nunes

Feature Extraction in Time-Lapse Seismic Using Deep Learning for Data Assimilation

Exterkoetter, Rodrigo, Rachid Dutra, Gustavo, Passos de Figueiredo, Leandro, Bordignon, Fernando, Anozé Emerick, Alexandre, Moura Silva Neto, Gilson

Reference synthetic-dataset for novelty detection in oil production data: A perceptive evaluation along with case studies from 51 oilfields

Abdelaziem, Osama Elsayed, Gawish, Ahmed Ahmed, Farrag, Sayed Fadel, Egypt, Rashpetco JV Shell

Expert Systems with Applications

The Golem: A general data-driven model for oil & gas forecasting based on recurrent neural networks

Martínez, Víctor, Rocha, Anderson

IEEE Access

Binary well placement optimization using a decomposition-based multi-objective evolutionary algorithm with diversity preservation

de Moraes, Matheus Bernardelli, Coelho, Guilherme Palermo, Santos, Antonio Alberto S., Schiozer, Denis José

Computational Geosciences

Relative permeability hysteresis analysis in a reservoir with characteristics of the Brazilian pre-salt

da Silva, Danielle Alves Ribeiro, Hernandez, Juan Alberto Mateo, Barillas, Jennys Lourdes Meneses

Research, Society and Development

MODEL-BASED OPTIMIZATION OF ICVs’ CONTROL FOR PRODUCERS, INJECTORS, AND WAG-CO2 CYCLES SIZE IN A CARBONATE RESERVOIR UNDER UNCERTAINTY

Botechia, V. E., Schiozer, D. J.

Brazilian Journal of Petroleum and Gas

APPLICATION OF WATER FLOODING AND WATER ALTERNATIVE GAS (WAG) FLOODING TECHNIQUES IN A CARBONATE RESERVOIR: INTEGRATION OF RESERVOIR AND PRODUCTION SYSTEMS FOR DECISION MAKING

von Hohendorff Filho, J. C., Victorino, I. R. S., Bigdeli, A., Schiozer, D. J.

Brazilian Journal of Petroleum and Gas

Hybrid Machine Learning for Modeling the Relative Permeability Changes in Carbonate Reservoirs under Engineered Water Injection

Reginato, Leonardo Fonseca, Gioria, Rafael dos Santos, Sampaio, Marcio Augusto

Energies

Time series causal relationships discovery through feature importance and ensemble models

Castro, Manuel, Júnior, Pedro Ribeiro Mendes, Soriano-Vargas, Aurea, Werneck, Rafael De Oliveira, Gonçalves, Maiara, Lusquino Filho, Leopoldo, Moura, Renato, Zampieri, Marcelo, Linares, Oscar, Ferreira, Vitor

A comparison of machine learning surrogate models for net present value prediction from well placement binary data

Junior, João Roberto Bertini, Batista Filho, Sérgio Ferreira, Funcia, Mei Abe, da Silva, Luis Otávio Mendes, Santos, Antonio Alberto S., Schiozer, Denis José

Journal of Petroleum Science and Engineering

GAWPS: A MRST-based module for wellbore profiling and graphical analysis of flow units

Oliveira, Gustavo P., Rodrigues, Thiago NE, Lie, Knut-Andreas

The design of an open-source carbonate reservoir model

Gomes, Jorge Costa, Geiger, Sebastian, Arnold, Daniel

Petroleum Geoscience

Data-driven deep-learning forecasting for oil production and pressure

de Oliveira Werneck, Rafael, Prates, Raphael, Moura, Renato, Gonçalves, Maiara Moreira, Castro, Manuel, Soriano-Vargas, Aurea, Júnior, Pedro Ribeiro Mendes, Hossain, M. Manzur, Zampieri, Marcelo Ferreira, Ferreira, Alexandre

Journal of Petroleum Science and Engineering

GAWPS: A MRST-based module for wellbore profiling and graphical analysis of flow units

Oliveira, Gustavo P., Rodrigues, Thiago NE, Lie, Knut-Andreas

Advances in Geo-Energy Research

Model-Based Life-Cycle Optimization for Field Development and Management Integrated with Production Facilities

Schiozer, Denis J., Santos, Susana M., Santos, Antonio Alberto S., von Hohendorff Filho, João C.

Evaluation of unsupervised machine learning frameworks to select representative geological realizations for uncertainty quantification

Mahjour, Seyed Kourosh, da Silva, Luís Otávio Mendes, Meira, Luis Augusto Angelotti, Coelho, Guilherme Palermo, dos Santos, Antonio Alberto de Souza, Schiozer, Denis José

Journal of Petroleum Science and Engineering

Iterative sequential robust optimization of quantity and location of wells in field development under subsurface, operational and economic uncertainty

Mirzaei-Paiaman, Abouzar, Santos, Susana MG, Schiozer, Denis J.

Journal of Petroleum Science and Engineering

Application of Artificial Intelligence to Upscale High-Fidelity Models Considering Fluids Profiles

Scanavini, Helena FA, Santos, Anderson, Pedrini, Helio, Schiozer, Denis José, Munerato, Fernando P., Barreto, Carlos Eduardo AG

TunaOil: A tuning algorithm strategy for reservoir simulation workloads

Portella, Felipe, Buchaca, David, Rodrigues, José Roberto, Berral, Josep Ll

Journal of Computational Science

Construction of Single-Porosity and Single-Permeability Models as Low-Fidelity Alternative to Represent Fractured Carbonate Reservoirs Subject to WAG-CO2 Injection Under Uncertainty

Menezes, Davi Eber Sanches de, Santos, Susana Margarida da Graça, Santos, Antonio Alberto de Souza dos, Hohendorff Filho, João Carlos von, Schiozer, Denis José

An artificial intelligence method for improving upscaling in complex reservoirs

Santos, Anderson, Scanavini, Helena FA, Pedrini, Helio, Schiozer, Denis José, Munerato, Fernando Perin, Barreto, Carlos EAG

Journal of Petroleum Science and Engineering

Impact of integration of the production systems and reservoir of a benchmark based on carbonate fields

Victorino, I. R. S., Hohendorff Filho, J. C. V., Castro, M. S., Schiozer, D. J.

Journal of Energy Resources Technology

Optimization of ionic concentrations in engineered water injection in carbonate reservoir through ANN and FGA

Reginato, Leonardo Fonseca, Pedroni, Lucas Gomes, Compan, André Luiz Martins, Skinner, Rodrigo, Sampaio, Marcio Augusto

Oil & Gas Science and Technology–Revue d’IFP Energies nouvelles

Well and ICV management in a carbonate reservoir with high gas content

Botechia, Vinicius E., de Lemos, Randerson Araújo, von Hohendorff Filho, João Carlos, Schiozer, Denis J.

Journal of Petroleum Science and Engineering

Multi-objective Optimization of CO2 Recycling Operations for CCUS in a Brazilian Pre-Salt Benchmark Model

Rodrigues, Hydra, Mackay, Eric, Arnold, Daniel

Available at SSRN 3811515

Scenario Reduction of Realizations Using Fast Marching Method in Robust Well Placement Optimization of Injectors

Yousefzadeh, Reza, Sharifi, Mohammad, Rafiei, Yousef, Ahmadi, Mohammad

Natural Resources Research

A review on closed-loop field development and management

Mirzaei-Paiaman, Abouzar, Santos, Susana MG, Schiozer, Denis J.

Journal of Petroleum Science and Engineering

Selection of Representative Scenarios Using Multiple Simulation Outputs for Robust Well Placement Optimization in Greenfields

Mahjour, Seyed Kourosh, Santos, Antonio Alberto Souza, Santos, Susana Margarida da Graca, Schiozer, Denis Jose

A visual analytics approach to anomaly detection in hydrocarbon reservoir time series data

Soriano-Vargas, Aurea, Werneck, Rafael, Moura, Renato, Júnior, Pedro Mendes, Prates, Raphael, Castro, Manuel, Gonçalves, Maiara, Hossain, Manzur, Zampieri, Marcelo, Ferreira, Alexandre

Journal of Petroleum Science and Engineering

Scenario reduction methodologies under uncertainties for reservoir development purposes: distance-based clustering and metaheuristic algorithm

Mahjour, Seyed Kourosh, Santos, Antonio Alberto Souza, Correia, Manuel Gomes, Schiozer, Denis José

Journal of Petroleum Exploration and Production Technology

Developing a workflow to select representative reservoir models combining distance-based clustering and data assimilation for decision making process

Mahjour, Seyed Kourosh, Santos, Antonio Alberto Souza, Correia, Manuel Gomes, Schiozer, Denis José

Journal of Petroleum Science and Engineering

Influence of well management in the development of multiple reservoir sharing production facilities

von Hohendorff Filho, João Carlos, Schiozer, Denis José

Oil & Gas Science and Technology–Revue d’IFP Energies nouvelles

Using an Integrated Multidimensional Scaling and Clustering Method to Reduce the Number of Scenarios Based on Flow-Unit Models Under Geological Uncertainties

Mahjour, Seyed Kourosh, Correia, Manuel Gomes, Santos, Antonio Alberto de Souza dos, Schiozer, Denis José

Journal of Energy Resources Technology

Efficient workflow for optimizing intelligent well completion using production parameters in real-time

da Cruz Schaefer, Bruno, Sampaio, Marcio Augusto

Oil & Gas Science and Technology–Revue d’IFP Energies nouvelles

An experimental study on volumetric visualization of black oil reservoir models

Campagnolo, Leonardo Quatrin, Celes, Waldemar

Computers & Graphics

Two-stage scenario reduction process for an efficient robust optimization

Mahjour, S. K., Dos Santos, AADS, Correia, M. G., Schiozer, D. J.

Improving representativeness in a scenario reduction process to aid decision making in petroleum fields

Meira, Luis AA, Coelho, Guilherme P., da Silva, Celmar G., Abreu, João LA, Santos, Antonio AS, Schiozer, Denis J.

Journal of Petroleum Science and Engineering

A Hierarchical Carbonate Reservoir Benchmarking Case Study For Reservoir Characterisation, Uncertainty Quantification & History Matching

Gomes, J Costa, Geiger, Sebastian, Arnold, Daniel

Analysis of the production of a pre-salt-based carbonate reservoir through integrated simulation of reservoir and production system

Victorino, Igor Ricardo De Souza, Filho, João Carlos Von Hohendorff, Castro, Marcelo Souza De, Schiozer, Denis José

International Journal of Petroleum Engineering

How to assess your Smart Delivery System?

Meira, Luis AA, Martins, Paulo S, Menzori, Mauro, Zeni, Guilherme A

Smart Delivery Systems: Solving Complex Vehicle Routing Problems

An Open Access Carbonate Reservoir Benchmarking Study for Reservoir Characterisation, Uncertainty Quantification & History Matching

Costa Gomes, Jorge, Geiger, Sebastian, P Arnold, Daniel, others

Optimization of CO-WAG and Calcite Scale Management in Pre-Salt Carbonate Reservoirs

Rodrigues, Hydra, Mackay, Eric, Arnold, Daniel, Silva, Duarte, others

Developing a workflow to represent fractured carbonate reservoirs for simulation models under uncertainties based on flow unit concept

Mahjour, Seyed Kourosh, Correia, Manuel Gomes, dos Santos, Antonio Alberto de Souza, Schiozer, Denis José

Oil & Gas Science and Technology-Rev. IFP Energies nouvelles

Visualization of Ensembles of Oil Reservoir Models Based on Pixelization, Small Multiples and Reservoir Similarities

Silva, Celmar Guimarães da, Santos, Antonio Alberto Souza, Schiozer, Denis José, others

A new parameterization method for data assimilation and uncertainty assessment for complex carbonate reservoir models based on cumulative distribution function

Maschio, Célio, Schiozer, Denis José

Journal of Petroleum Science and Engineering

Flow simulation using local grid refinements to model laminated reservoirs

Correia, Manuel Gomes, Maschio, Célio, Schiozer, Denis José

Oil & Gas Sciences and Technology–Revue d’IFP Energies nouvelles

Scaling Up Highly Permeable Thin Layers Into Flow Simulation

Correia, Manuel Gomes, Schiozer, Denis José

SPE Reservoir Evaluation & Engineering

Modelagem e simulação de injeção de água de baixa salinidade em reservatório carbonático do pré-sal

Reginato, Leonardo Fonseca, Ranazzi, Paulo Henrique, Santos, Dheiver Francisco, Pinto, Marcio Augusto Sampaio

Anais

SPE-185875-MS

Correia, Manuel Gomes, Schiozer, Denis José

Integration of Highly Permeable Thin Layers Into Flow Simulation

Correia, Manuel Gomes, Schiozer, Denis José

Multi-objective vehicle routing problem applied to large scale post office deliveries

Meira, Luis AA, Martins, Paulo S., Menzori, Mauro, Zeni, Guilherme A.

arXiv preprint arXiv:1801.00712

RMFinder 2.0: An improved interactive multi-criteria scenario reduction methodology

Meira, L. A., Coelho, G. P., Silva, C. G., Schiozer, D. J., Santos, A. S.

Vrpbench: A vehicle routing benchmark tool

Zeni, Guilherme A., Menzori, Mauro, Martins, Paulo S., Meira, Luis AA

arXiv preprint arXiv:1610.05402

UNISIM-II-D: Benchmark case proposal based on a carbonate reservoir

Correia, M., Hohendorff, J., Gaspar, ATF da S., Schiozer, D.

Case Study for Field Development and Management-Selection of Production Strategy based on UNISIM-II

Santos, Antonio Alberto Souza, da Silva Gaspar, Ana Teresa Ferreira, von Hohendorff Filho, João Carlos, Correia, Manuel Gomes, da Graça Santos, Susana Margarida, Schiozer, Denis José

Case Study for Field History Matching and Uncertainties Reduction based on UNISIM-II

Maschio, Célio, Santos, Antonio Alberto Souza, Correia, Manuel Gomes, Schiozer, Denis José

Parametrization Based on Reservoir Production Data to Accelerate the Optimization of Co2-Miscible Water-Alternating-Gas Injection in Carbonate Reservoir

Santos, Daniel Rodrigues dos, Fioravanti, André Ricardo, Botechia, Vinicius Eduardo, Schiozer, Denis José

Available at SSRN 4278672

9º CONGRESSO BRASILEIRO DE PESQUISA E DESENVOLVIMENTO EM PETRÓLEO E GÁS

Mahjour, Seyed Kourosh, Correia, Manuel Gomes, dos Santos, Antonio Alberto de Souza, José, Denis

USING REORDERABLE MATRICES TO COMPARE RISK CURVES OF REPRESENTATIVE MODELS IN OIL RESERVOIR DEVELOPMENT AND MANAGEMENT ACTIVITIES

da Silva, Celmar Guimarães, Meira, Luis Augusto Angelotti, Santos, Antonio Alberto S., Schiozer, Denis José

USING REORDERABLE HEATMAPS AS A SUPPORT FOR DATA ASSIMILATION IN PETROLEUM RESERVOIR MANAGEMENT AND DEVELOPMENT PROCESSES

Turato, Gabriel Paulo, de Oliveira, João Gabriel Nogueira Duarte, Santos, Antonio Alberto S., Schiozer, Denis José, da Silva, Celmar Guimarães

Upscaling procedure applied to the Benchmark model UNISIM-II

Pires, Ana Lúcia, Soares, Amílcar de Oliveira, Correia, Manuel Gomes