Benchmarks::UNISIM-II

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

Estimation of distribution algorithms for well placement optimization in petroleum fields

Brum, Artur, Coelho, Guilherme, Santos, Antonio Alberto, Schiozer, Denis José

Computational Geosciences

Balancing conflicting objectives in pre-salt reservoir development: A robust multi-objective optimization framework

Rostamian, Auref, Malekabadi, Amir Davari, Miranda, Marx Vladimir De Souda, Botechia, Vinicius Edurado, Schiozer, Denis José

Unconventional Resources

Well Representation in Reservoir Simulation Models Considering the Impact of Discrete Fracture Network Upscaling

Oliveira, I. M., Schiozer, D. J., Oliveira, G. S.

Brazilian Journal of Petroleum and Gas

A Machine Learning-Assisted Decision-Making Methodology Based on Simplex Weight Generation for Non-Dominated Alternative Selection

De Moraes, Matheus Bernardelli, Coelho, Guilherme Palermo, Bratvold, Reidar B.

Decision Analysis

Uncertainty Re-parameterization Approach to Calibrate Simulation Models with Production data in a WAG Injection Field

Correia, Manuel Gomes, Maschio, Celio, Davolio, Alessandra, Schiozer, Denis

Water-Alternating-Gas Performance in Highly Heterogeneous Carbonates: Simulation Study Applied to Cross Sections of Brazil Pre-Salt Fields

Kahrobaei, Siavash, Lamine, Sadok, Groenenboom, Jeroen, van Batenburg, Diederik

SPE Journal

Comparação de operadores de cruzamento e mutação no algoritmo MOEA/D para definição de estratégias de produção de petróleo

Schroder, Ana Júlia Oesterreich

A benchmark generator for scenario-based discrete optimization

De Moraes, Matheus Bernardelli, Coelho, Guilherme Palermo

Computational Optimization and Applications

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

MODEL-BASED ANALYSIS TO EVALUATE THE EFFECT OF POLYMER PROPERTIES AND PHYSICAL PHENOMENA ON POLYMER FLOODING OPERATIONS

Silveira, B. M. O., Santos, S. M. G., Botechia, V. E., Schiozer, D. J.

Brazilian Journal of Petroleum and Gas

End-to-end dimensionality reduction and regression from 3D geological uncertainties to estimate oil reservoir simulations

Farfan, Jeanfranco, Cirac, Gabriel, Avansi, Guilherme Daniel, Maschio, Célio, Schiozer, Denis José, Rocha, Anderson

Applied Soft Computing

Productivity Index Map: A New Proposal as Production Potential Sweet Spots

dos Santos Martins, Luciano

Modelagem geoestatística de um reservatório carbonático: um exemplo do pré-sal brasileiro

Medeiros, Matheus Edson Mendes

A Review of Predictive Analytics Models in the Oil and Gas Industries

R Azmi, Putri Azmira, Yusoff, Marina, Mohd Sallehud-din, Mohamad Taufik

Sensors

Predictive Analytics Performance on Oil and Gas: A Significant Review

Azmi, Putri Azmira R., Yusoff, Marina, Salledud-din, Mohamad Taufik Mohd

Analysis of different objective functions in petroleum field development optimization

Rostamian, Auref, De Sousa Miranda, Marx Vladimir, Mirzaei-Paiaman, Abouzar, Botechia, Vinicius Eduardo, Schiozer, Denis José

Journal of Petroleum Exploration and Production Technology

Numerical Study on the Impact of Advanced Phenomena in a Fractured Carbonate Reservoir Subjected to WAG-CO2 Injection

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

Selection of well opening schedules in pre-salt reservoirs using WAG-CO2

Diniz, Anthony Andrey Ramalho, de Oliveira Junior, Josias Pereira, Botechia, Vinícius Eduardo, Schiozer, Denis José

Geoenergy Science and Engineering

Integration between experimental investigation and numerical simulation of alkaline surfactant foam flooding in carbonate reservoirs

Silva, João Victor Gois, Silveira, Bruno Marco Oliveira, Ferrari, Jean Vicente, Sampaio, Marcio Augusto

Journal of Petroleum Exploration and Production Technology

Comparing Multi-Objective Surrogate Models for Binary Petroleum Well Placement

de Moraes, Matheus B., Coelho, Guilherme P.

Comparação de injeção WAG com injeção contínua de gás e água em poços separados com simulação numérica de um reservatório carbonático

JUNIOR, JOSIAS PEREIRA DE OLIVEIRA

Effect of production system uncertainties on production forecast, energy demand, and carbon emissions

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

Journal of the Brazilian Society of Mechanical Sciences and Engineering

A paradigm shift of HPC for geosciences: a novel HPC service model for geosciences applications

Albuquerque Portella, Felipe

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

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

Comparing WAG-CO2 Injection with Continuous Water and Gas Injection in Separate Wells for the Development and Management of a CO2-Rich Light Oil Fractured Carbonate Reservoir Subject to Full Gas Recycling

de Oliveira, Josias Pereira, Santos, Susana Margarida da Graça, dos Santos, Antônio Alberto Souza, Schiozer, Denis José

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

Optimization of design variables and control rules in field development under uncertainty: A case of intelligent wells and CO2 water alternating gas injection

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

Geoenergy Science and Engineering

Comparing Wag-co2 Injection With Continuous Water and Gas Injection in Separate Wells for the Development and

Junior, J. De Oliveira, Santos, S., Santos, A., Schiozer, D.

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

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

Lopes, Guilherme Nunes

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

Numerical Simulation Study of Relative Permeability Hysteresis in a Fractured Carbonate Reservoir Subjected to Water-Alternating-Gas Injection (WAG-CO2)

Menezes, D. E. S., Botechia, V. E., Santos, S. M. G., Skauge, A., Schiozer, D. J.

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

Análise da histerese de permeabilidade relativa em reservatório com características do pré-sal brasileiro

Silva, Danielle Alves Ribeiro da

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

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

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.

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

AN OPEN ACCESS CARBONATE RESERVOIR MODEL

Gomes, Jorge Costa

The design of an open-source carbonate reservoir model

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

Petroleum Geoscience

COMPUTATIONAL TIME REDUCTION OF COMPOSITIONAL RESERVOIR SIMULATION MODEL WITH WAG INJECTION AND GAS RECYCLE SCHEME THROUGH NUMERICAL TUNING OF SUBMODELS

Mello, S. F., Avansi, G. D., Rios, V. S., Schiozer, D. J.

Brazilian Journal of Petroleum and Gas

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

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

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

Application of machine learning techniques for modeling of relative permeability in engineered water injection in carbonate reservoirs.

Reginato, Leonardo Fonseca

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

Previsão de comportamento de reservatórios de petróleo sob injeção de água: estudo comparativo entre os métodos de declínios temporal, volumétrico e de simulação numérica

Marques, Pablo Fernandes

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

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 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

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

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 review on closed-loop field development and management

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

Journal of Petroleum Science and Engineering

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

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

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

Uma comparação de modelos substitutos de aprendizado de máquina para a previsão do valor presente líquido a partir de dados de alta dimensão de arranjo de poços

Funcia, Mei Abe

An experimental study on volumetric visualization of black oil reservoir models

Campagnolo, Leonardo Quatrin, Celes, Waldemar

Computers & Graphics

Selecting Representative Models for Ensemble-Based Production Optimization in Carbonate Reservoirs with Intelligent Wells and WAG Injection

Santos, S. M. G., Santos, A. A. S., Schiozer, D. J.

Using Synthetic Production Data from an Open Source Carbonate Reservoir Model to Improve our Understanding of Flow Behaviour

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

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

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

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

Two-stage scenario reduction process for an efficient robust optimization

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

Using data management approaches to improve decision analysis in petroleum field development under uncertainty: Gerenciamento de dados para melhorar as decisoes de desenvolvimento de um campo petrolifero, sob incertezas

Mahjour, Seyed Kourosh

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

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

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

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

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

Gerenciamento integrado de múltiplos reservatórios sujeitos a restrições operacionais e de escoamento

Gramorelli, Fernanda, others

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

Multiscale approach to construct a carbonate reservoir model with Karstic features and Brazilian pre-salt trends using numerical simulation: Abordagem multi-escalar para a construção de um modelo de reservatorio carbonatico com feições cársticas e tendências do pré-sal brasileiro usando simulação numérica

Plata Chaves, Josue Mauricio

Catalisadores para a conversão de glicerol a ácido acrílico em um e dois leitos

Bezerra, Franciel Aureliano

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

Integrated Production Strategy Optimization Based On Iterative Discrete Latin Hypercube

Hohendorff Filho, J. C., Schiozer, D. J.

Scaling Up Highly Permeable Thin Layers Into Flow Simulation

Correia, Manuel Gomes, Schiozer, Denis José

SPE Reservoir Evaluation & Engineering

An integrated workflow to combine static and dynamic uncertainties in reservoir simulation models

Correia, M. G., Schiozer, D. J.

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

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.

SPE-185875-MS

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

Methodology for the development of carbonate reservoirs with CO2-WAG= Metodologia de desenvolvimiento de campos de petróleo carbonáticos com CO2-WAG

Torrez Camacho, Luz Diana

Integration of Highly Permeable Thin Layers Into Flow Simulation

Correia, Manuel Gomes, Schiozer, Denis José

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.

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

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

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