Reservoir management and advanced optimization for thermal and thermal-solvent based recovery processes using fundamentals, scaled models, and machine learning (T07-C02)

Phase:	Theme
Theme:	Heavy Oil - In-Situ (T07)
Status:	Ended
Start Date:	2017-10-01
End Date:	2023-03-31
Principal Investigator
Trivedi, Japan J

Co-Investigators

Leung, Juliana Y

Project Overview

The project deals with optimization of thermal and solvent aided processes for heavy oil recovery. Using machine leaning methods, scaled models and real-time data integration; a work-flow for steam allocation under uncertainity for SAGD multilateral well pad operations will be developed. Big data analytics and artificial intelligence algorithms will be applied to improve the economic, environmental, planning, and forecasting aspects of reservoir management.

Outputs

Title	Category	Date	Authors
Graduate Teaching Award University of Alberta	Award	2020-02-20	Leung, J.
Great Supervisor Award University of Alberta	Award	2018-02-14	Leung, J.
Mid-Career Research Award University of Alberta	Award	2019-05-01	Leung, J.
Closed-Loop Reservoir Management Using Nonlinear Model Predictive Control: A Field Case Study	Publication	2018-09-03	Rajan Patel, Jose Leonardo Guevara Urdaneta, Trivedi, J.
Data-Driven Steam Optimization for SAGD University of Alberta	Publication	2020-10-01	Prakash Jagadeesan, Najmudeen Sibaweihi, Rajan G Patel, Trivedi, J.
Design of warm solvent injection processes for heterogeneous heavy oil reservoirs: a hybrid workflow of multi-objective optimization and proxy models University of Alberta	Publication	2019-04-10	Zhiwei Ma, Leung, J.
Integration of deep learning and data analytics for SAGD temperature and production analysis University of Alberta	Publication	2019-04-10	Zhiwei Ma, Leung, J.
Optimization of Steam Injection for Heavy Oil Reservoirs Using Reinforcement Learning	Publication	2018-12-10	Jose Leonardo Guevara Urdaneta, Rajan Patel, Trivedi, J.
Performance Assessment of Ensemble Kalman Filter and Markov Chain Monte Carlo under Forecast Model Uncertainty	Publication	2018-09-06	Rajan Patel, Tarang Jain, Trivedi, J.
A novel particle-tracking based proxy for capturing SAGD production features under reservoir heterogeneity University of Alberta	Activity	2019-04-23	Chang Gao, Zhiwei Ma, Leung, J.
Efficient tracking of solvent chamber development during warm solvent injection in heterogeneous reservoirs via machine learning University of Alberta	Activity	2020-03-18	Zhiwei Ma, Leung, J.
Novel Viscoelastic Model for Predicting the Synthetic Polymer’s Viscoelastic Behavior in Porous Media Without Core Flood	Activity	2018-07-03	Madhar Azad, Trivedi, J.
Petrophysical Analysis of Unconventional Reservoirs	Activity	2018-08-20	Rajan Patel, Yenny Carolina Arambula Becerra
Real-Time Steam Allocation Workflow Using Machine Learning for Digital Heavy Oil Reservoirs University of Alberta	Activity	2019-04-01	Najmudeen Sibaweihi, Rajan Patel, Jose Leonardo Guevara Urdaneta, Ian Gates, Trivedi, J.
Reservoir Management and Advanced Optimization for Thermal and Thermal-Solvent based Recovery Processes using Scaled Models and Machine Learning - Current Status	Activity	2018-10-03	Trivedi, J., Leung, J., Ian Gates
Stimulation of Mature Oilfields	Activity	2018-05-07	Trivedi, J., Rajan Patel
Updates on development of real-time optimization frameworks and machine learning algorithms	Activity	2019-03-21	Trivedi, J., Ian Gates, Leung, J.
Advanced Closed-Loop Reservoir Management for Computationally Efficient Data Assimilation and Real-Time Production Optimization of SAGD ReservoirsDoctoral Thesis	Publication	2018-06-13	Rajan Patel
Numerical Simulation of Shale Gas Production and Fracturing Fluid Distribution: Integration of Apparent Permeability and Secondary Fracture Network Modeling	Publication	2019-01-01	Chuanyao Zhong
Techniques for Fast Screening of 3D Heterogeneous Shale Barrier Configurations and Their Impacts on SAGD Production Behavior	Publication	2020-01-31	Chang Gao
Data analytics and integration for oilfield development	Activity	2018-08-22	Trivedi, J., Rajan Patel, "Carlos Montes", "Ronald Mendoza", Cesar Vega Medina, "Johnny Rebaza", Yenny Carolina Arambula Becerra
Data assimilation framework for reservoir development and optimization	Activity	2018-08-28	Rajan Patel, Yenny Carolina Arambula Becerra, "Carlos Montes"
Machine learning models and advanced optimization techniques for thermal/thermal-solvent recovery optimization	Activity	2019-03-22	Trivedi, J., Jose Leonardo Guevara Urdaneta, Najmudeen Sibaweihi, Ian Gates
Optimization of reservoir operations for an oilfied in Peru	Activity	2018-08-23	Trivedi, J., Rajan Patel, "Carlos Montes", Yenny Carolina Arambula Becerra
Upstream Oil & Gas Industry: Past, Present and Future	Activity	2018-08-27	Trivedi, J., Rajan Patel, Yenny Carolina Arambula Becerra
Ultra-Strong Hydrogel Fibers	IP Management	2022-03-31	"He X", "Li Z", "Li J", "Mishra D", "Ren Y", Ian Gates
A Novel Viscoelastic Model for Predicting the Viscoelastic Behavior of Synthetic Polymers using Direct Extensional Rheological Measurements	Publication	2018-07-30	Madhar Azad, Trivedi, J.
A statistical upscaling workflow for warm solvent injection processes for heterogeneous heavy oil reservoirs University of Alberta	Publication	2021-12-31	Elena Andriianova, Leung, J.
Can low salinity water injection be an efficient option for the Recô ncavo Basin? An experimental and simulation case study University of Alberta	Publication	2021-07-01	A Almeida da Costa, J. Mateo, Rajan Patel, Trivedi, J., J B Soares, P S Rocha, Gabriel Pereira da Costa, M Embiruç u
Design of Steam Alternating Solvent Process Operational Parameters Considering Shale Heterogeneity University of Alberta	Publication	2022-04-30	Zhiwei Ma, "Luis Coimbra", Leung, J.
Design of warm solvent injection processes for heterogeneous heavy oil reservoirs: a hybrid workflow of multi-objective optimization and proxy models University of Alberta	Publication	2020-05-04	Zhiwei Ma, Leung, J.
Does Polymer& rsquo$\mathsemicolon$s Viscoelasticity Influence Heavy-Oil Sweep Efficiency and Injectivity at 1 ft/D? University of Alberta	Publication	2019-12-01	Madhar Azad, Trivedi, J.
Efficient tracking and estimation of solvent chamber development during warm solvent injection in heterogeneous reservoirs via machine learning University of Alberta	Publication	2021-11-01	Zhiwei Ma, Leung, J.
Hierarchical Ni@Ni(OH)2 core-shell hybrid arrays on cotton cloth fabricated by a top-down approach for high-performance flexible asymmetric supercapacitors	Publication	2019-10-11	"Jin Z.", "Zhou M.", "Hu J.", "Li K.", "Tang L.", Hongying Zhao, "Zhao Y"
Incorporating Phase Behavior Constraints in Multi-objective Optimization of Warm Vaporized Solvent Injection Process	Publication	2021-05-12	"Seyide Hunyinbo", Zhiwei Ma, Leung, J.
Integration of data-driven modeling techniques for lean zone and shale barrier characterization in SAGD reservoirs University of Alberta	Publication	2019-02-07	Zhiwei Ma, Leung, J.
Integration of deep learning and data analytics for SAGD temperature and production analysis University of Alberta	Publication	2020-02-20	Zhiwei Ma, Leung, J.
Knowledge-based heterogeneity characterization framework for 3D steam-assisted gravity drainage reservoirs University of Alberta	Publication	2020-02-20	Zhiwei Ma, Leung, J.
Nonlinear Model Predictive Control of Steam-Assisted-Gravity-Drainage Well Operations for Real-Time Production Optimization University of Alberta	Publication	2020-06-01	Rajan G Patel, Trivedi, J.
Optimization of steam injection in SAGD using reinforcement learning University of Alberta	Publication	2021-05-01	J L Guevara, Rajan Patel, Trivedi, J.
Performance of ensemble Kalman filter and Markov chain Monte Carlo under uncertainty in forecast model	Publication	2019-01-21	Rajan Patel, Tarang Jain, Trivedi, J.
Performance of ensemble Kalman filter and Markov chain Monte Carlo under uncertainty in forecast model	Publication	2019-06-01	Rajan Patel, Tarang Jain, Trivedi, J.
Quantification of Sor Reduction during Polymer Flooding Using Extensional Capillary Number University of Alberta	Publication	2020-10-01	Madhar Azad, Trivedi, J.
Quantification of the viscoelastic effects during polymer flooding: a critical review University of Alberta	Publication	2020-03-23	Madhar Azad, Trivedi, J.
Real-Time Production Optimization of Steam-Assisted-Gravity-Drainage Reservoirs Using Adaptive and Gain-Scheduled Model-Predictive Control: An Application to a Field Model	Publication	2019-02-01	Rajan Patel, Prasad, V., Trivedi, J.
Real-time steam allocation workflow using machine learning for digital heavy oil reservoirs University of Alberta	Publication	2021-04-01	Najmudeen Sibaweihi, Rajan Patel, Jose Leonardo Guevara Urdaneta, Ian Gates, Trivedi, J.
Techniques for Fast Screening of 3D Heterogeneous Shale Barrier Configurations and Their Impacts on SAGD Chamber Development University of Alberta	Publication	2021-02-01	Chang Gao, Leung, J.

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Reservoir management and advanced optimization for thermal and thermal-solvent based recovery processes using fundamentals, scaled models, and machine learning (T07-C02)

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Reservoir management and advanced optimization for thermal and thermal-solvent based recovery processes using fundamentals, scaled models, and machine learning (T07-C02)

Co-Investigators

Project Overview

Outputs