Machine learning based co-optimization of carbon dioxide sequestration and oil recovery in CO2-EOR project

You, Junyu; Ampomah, William; Sun, Qian; Kutsienyo, Eusebius Junior; Balch, Robert Scott; Dai, Zhenxue; Cather, Martha; Zhang, Xiaoying

doi:10.1016/j.jclepro.2020.120866

Title: Machine learning based co-optimization of carbon dioxide sequestration and oil recovery in CO2-EOR project

Authors:: You, Junyu; Ampomah, William; Sun, Qian; Kutsienyo, Eusebius Junior; Balch, Robert Scott; Dai, Zhenxue; Cather, Martha; Zhang, Xiaoying

Publication Date:: Wed Jul 01 00:00:00 EDT 2020

Sponsoring Org.:: USDOE

OSTI Identifier:: 1605334

Resource Type:: Publisher's Accepted Manuscript

Journal Name:: Journal of Cleaner Production

Additional Journal Information:: Journal Name: Journal of Cleaner Production Journal Volume: 260 Journal Issue: C; Journal ID: ISSN 0959-6526

Publisher:: Elsevier

Country of Publication:: United Kingdom

Language:: English

Citation Formats


                    You, Junyu, Ampomah, William, Sun, Qian, Kutsienyo, Eusebius Junior, Balch, Robert Scott, Dai, Zhenxue, Cather, Martha, and Zhang, Xiaoying. Machine learning based co-optimization of carbon dioxide sequestration and oil recovery in CO2-EOR project.  United Kingdom: N. p., 2020. 
Web.  doi:10.1016/j.jclepro.2020.120866.

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                    You, Junyu, Ampomah, William, Sun, Qian, Kutsienyo, Eusebius Junior, Balch, Robert Scott, Dai, Zhenxue, Cather, Martha, & Zhang, Xiaoying. Machine learning based co-optimization of carbon dioxide sequestration and oil recovery in CO2-EOR project.  United Kingdom.  https://doi.org/10.1016/j.jclepro.2020.120866

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                    You, Junyu, Ampomah, William, Sun, Qian, Kutsienyo, Eusebius Junior, Balch, Robert Scott, Dai, Zhenxue, Cather, Martha, and Zhang, Xiaoying. Wed .  
"Machine learning based co-optimization of carbon dioxide sequestration and oil recovery in CO2-EOR project".  United Kingdom.  https://doi.org/10.1016/j.jclepro.2020.120866.

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@article{osti_1605334,

  title        = {Machine learning based co-optimization of carbon dioxide sequestration and oil recovery in CO2-EOR project},

  author       = {You, Junyu and Ampomah, William and Sun, Qian and Kutsienyo, Eusebius Junior and Balch, Robert Scott and Dai, Zhenxue and Cather, Martha and Zhang, Xiaoying},

  abstractNote = {},

  doi          = {10.1016/j.jclepro.2020.120866},

  journal      = {Journal of Cleaner Production},

  number       = C,

  volume       = 260,

  place        = {United Kingdom},

  year         = {Wed Jul 01 00:00:00 EDT 2020},

  month        = {Wed Jul 01 00:00:00 EDT 2020}

}

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https://doi.org/10.1016/j.jclepro.2020.120866

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Title: Machine learning based co-optimization of carbon dioxide sequestration and oil recovery in CO2-EOR project

Citation Formats

Comparison of multi-objective optimization methodologies for engineering applications journal, March 2012

Heterogeneity-assisted carbon dioxide storage in marine sediments journal, September 2018

Net CO2 Stored in North American EOR Projects journal, July 2011

Techno-economic assessment of CO2 direct air capture plants journal, July 2019

Carbon dioxide in enhanced oil recovery journal, September 1993

Comparison between Multi-Layer Perceptron and Radial Basis Function Networks for Sediment Load Estimation in a Tropical Watershed journal, January 2012

Optimal CO2 allocation and scheduling in enhanced oil recovery (EOR) operations journal, December 2016

Effect of gravity segregation on CO2 sequestration and oil production during CO2 flooding journal, January 2016

Goal programming for decision making: An overview of the current state-of-the-art journal, December 1998

Structuring an artificial intelligence based decision making tool for cyclic steam stimulation processes journal, June 2017

What determines the diversity of CO2 emission patterns in the Beijing-Tianjin-Hebei region of China? An analysis focusing on industrial structure change journal, August 2019

The role of CO2 capture and utilization in mitigating climate change journal, April 2017

Nexus between clean energy consumption, economic growth and CO2 emissions journal, May 2018

Multilayer perceptrons and radial basis function neural network methods for the solution of differential equations: A survey journal, November 2011

CO2 capture in existing power plants using second generation Ca-Looping systems firing biomass in the calciner journal, June 2018

Pitch angle control in wind turbines above the rated wind speed by multi-layer perceptron and radial basis function neural networks journal, August 2009

Performance assessment of CO2-enhanced oil recovery and storage in the Morrow reservoir journal, April 2017

Handling multiple objectives with particle swarm optimization journal, June 2004

Optimum design of CO2 storage and oil recovery under geological uncertainty journal, June 2017

Activity enhancement of ammonia-oxidizing bacteria and nitrite-oxidizing bacteria in activated sludge process: metabolite reduction and CO2 mitigation intensification process journal, July 2019

Numerical Simulation of Carbon Dioxide Injection in the Western Section of the Farnsworth Unit journal, January 2014

A hybrid algorithm for carbon dioxide emissions forecasting based on improved lion swarm optimizer journal, January 2020

Application of a particle swarm optimization algorithm for determining optimum well location and type journal, May 2009

The impact of economic growth on CO2 emissions in Azerbaijan journal, October 2018

Optimization of Miscible CO 2 Water-Alternating-Gas Injection in the Bakken Formation journal, October 2014

An overview of current status of carbon dioxide capture and storage technologies journal, November 2014

An Integrated Framework for Optimizing CO 2 Sequestration and Enhanced Oil Recovery journal, November 2013

Oil recovery mechanisms and asphaltene precipitation phenomenon in immiscible and miscible CO2 flooding processes journal, July 2013

Uncertainty analysis of carbon sequestration in an active CO2-EOR field journal, August 2016

Co-optimization of CO 2 -EOR and storage processes in mature oil reservoirs : Original Research Article: Co-optimization of CO journal, August 2016

CO 2 Accounting and Risk Analysis for CO 2 Sequestration at Enhanced Oil Recovery Sites journal, June 2016

Is the CO 2 emissions reduction from scale change, structural change or technology change? Evidence from non-metallic sector of 11 major economies in 1995–2009 journal, April 2017

Comparison of multi-objective optimization methodologies for engineering applications
journal, March 2012

Heterogeneity-assisted carbon dioxide storage in marine sediments
journal, September 2018

Net CO2 Stored in North American EOR Projects
journal, July 2011

Techno-economic assessment of CO2 direct air capture plants
journal, July 2019

Carbon dioxide in enhanced oil recovery
journal, September 1993

Comparison between Multi-Layer Perceptron and Radial Basis Function Networks for Sediment Load Estimation in a Tropical Watershed
journal, January 2012

Optimal CO2 allocation and scheduling in enhanced oil recovery (EOR) operations
journal, December 2016

Effect of gravity segregation on CO2 sequestration and oil production during CO2 flooding
journal, January 2016

Goal programming for decision making: An overview of the current state-of-the-art
journal, December 1998

Structuring an artificial intelligence based decision making tool for cyclic steam stimulation processes
journal, June 2017

What determines the diversity of CO2 emission patterns in the Beijing-Tianjin-Hebei region of China? An analysis focusing on industrial structure change
journal, August 2019

The role of CO2 capture and utilization in mitigating climate change
journal, April 2017

Nexus between clean energy consumption, economic growth and CO2 emissions
journal, May 2018

Multilayer perceptrons and radial basis function neural network methods for the solution of differential equations: A survey
journal, November 2011

CO2 capture in existing power plants using second generation Ca-Looping systems firing biomass in the calciner
journal, June 2018

Pitch angle control in wind turbines above the rated wind speed by multi-layer perceptron and radial basis function neural networks
journal, August 2009

Performance assessment of CO2-enhanced oil recovery and storage in the Morrow reservoir
journal, April 2017

Handling multiple objectives with particle swarm optimization
journal, June 2004

Optimum design of CO2 storage and oil recovery under geological uncertainty
journal, June 2017

Activity enhancement of ammonia-oxidizing bacteria and nitrite-oxidizing bacteria in activated sludge process: metabolite reduction and CO2 mitigation intensification process
journal, July 2019

Numerical Simulation of Carbon Dioxide Injection in the Western Section of the Farnsworth Unit
journal, January 2014

A hybrid algorithm for carbon dioxide emissions forecasting based on improved lion swarm optimizer
journal, January 2020

Application of a particle swarm optimization algorithm for determining optimum well location and type
journal, May 2009

The impact of economic growth on CO2 emissions in Azerbaijan
journal, October 2018

Optimization of Miscible CO ₂ Water-Alternating-Gas Injection in the Bakken Formation
journal, October 2014

An overview of current status of carbon dioxide capture and storage technologies
journal, November 2014

An Integrated Framework for Optimizing CO ₂ Sequestration and Enhanced Oil Recovery
journal, November 2013

Oil recovery mechanisms and asphaltene precipitation phenomenon in immiscible and miscible CO2 flooding processes
journal, July 2013

Uncertainty analysis of carbon sequestration in an active CO2-EOR field
journal, August 2016

Co-optimization of CO ₂ -EOR and storage processes in mature oil reservoirs : Original Research Article: Co-optimization of CO
journal, August 2016

CO ₂ Accounting and Risk Analysis for CO ₂ Sequestration at Enhanced Oil Recovery Sites
journal, June 2016

Is the CO 2 emissions reduction from scale change, structural change or technology change? Evidence from non-metallic sector of 11 major economies in 1995–2009
journal, April 2017