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Journal Articles

An Unsupervised Machine Learning Based Double Sweet Spots Classification and Evaluation Method for Tight Reservoirs

Yuxuan Deng, Wendong Wang, Yuliang Su, Shibo Sun, Xinyu Zhuang

J. Energy Resour. Technol. July 2023, 145(7): 072602.

Paper No: JERT-22-1659

DOI: https://doi.org/10.1115/1.4056727

Published Online: February 14, 2023

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Topics: Reservoirs, Algorithms, Machine learning, Weight (Mass), Evaluation methods

Journal Articles

Multi-Objective Optimization of Parallel-Connected Double-Effect Mechanical Vapor Recompression System Based on Genetic Algorithm

Hua Jiang, Zihui Zhang, Ziyao Zhang, Wuqi Gong

J. Energy Resour. Technol. January 2023, 145(1): 011701.

Paper No: JERT-22-1068

DOI: https://doi.org/10.1115/1.4055775

Published Online: October 21, 2022

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Topics: Compression, Emissions, Energy consumption, Evaporation, Heat, Optimization, Pareto optimization, Temperature, Vapors, Algorithms

Journal Articles

Cost Optimization and Energy Management of a Microgrid Including Renewable Energy Resources and Electric Vehicles

Tao Hai, Jincheng Zhou, Jasni Mohamad Zain, Saeid Vafa

J. Energy Resour. Technol. April 2023, 145(4): 042101.

Paper No: JERT-22-1401

DOI: https://doi.org/10.1115/1.4055696

Published Online: October 19, 2022

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Topics: Algorithms, Microgrids, Modeling, Optimization, Renewable energy, Renewable energy sources, Particle swarm optimization, Power grids, Storage, Simulation

Journal Articles

Predictive Machine Learning Model for Bottom Hole Flowing and Average Formation Pressure in Underground Gas Storage

Gulei Sui, Hongyong Du, Xiaolin Wang, Bo Chen, Hongxiang Zhu

J. Energy Resour. Technol. February 2023, 145(2): 022002.

Paper No: JERT-22-1029

DOI: https://doi.org/10.1115/1.4054955

Published Online: August 8, 2022

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Topics: Algorithms, Feature selection, Pressure, Ejectors, Wells, Storage

Journal Articles

Numerical Simulation of Biogas Combustion by Using a Finite Volume Based-Multispecies Transport Model

Kenfack Lontsi Stéphane, Chelem Mayigué Charles, Pountounynyi Paul, Obounou Akong Marcel Brice, Zekeng Serge Sylvain

J. Energy Resour. Technol. February 2023, 145(2): 022304.

Paper No: JERT-22-1280

DOI: https://doi.org/10.1115/1.4054914

Published Online: July 22, 2022

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Topics: Biogas, Combustion, Diffusion (Physics), Flames, Fuels, Methane, Temperature, Simulation, Computer simulation, Carbon dioxide

Journal Articles

Development of Digital Twins for Drilling Fluids: Local Velocities for Hole Cleaning and Rheology Monitoring

Mehrdad Gharib Shirangi, Roger Aragall, Reza Ettehadi Osgouei, Roland May, Edward Furlong, Thomas G. Dahl, Charles A. Thompson

J. Energy Resour. Technol. December 2022, 144(12): 123003.

Paper No: JERT-21-1769

DOI: https://doi.org/10.1115/1.4054463

Published Online: May 20, 2022

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Topics: Algorithms, Computational fluid dynamics, Digital twin, Drilling, Fluids, Rheology, Simulation, Machine learning, Rotation

Journal Articles

Machine Learning Assisted Analysis of an Ammonia Engine Performance

Zhentao Liu, Jinlong Liu

J. Energy Resour. Technol. November 2022, 144(11): 112307.

Paper No: JERT-21-1965

DOI: https://doi.org/10.1115/1.4054287

Published Online: April 26, 2022

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Topics: Artificial neural networks, Combustion, Engines, Fuels, Machine learning, Algorithms, Compression, Ignition

Journal Articles

Study on Minimum Miscibility Pressure of CO 2 –Oil System Based on Gaussian Process Regression and Particle Swarm Optimization Model

Zhiwei Hou, Haizhou Su, Guodong Wang

J. Energy Resour. Technol. October 2022, 144(10): 103002.

Paper No: JERT-21-1649

DOI: https://doi.org/10.1115/1.4053949

Published Online: March 18, 2022

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Topics: Carbon dioxide, Particle swarm optimization, Pressure, Temperature, Algorithms

Journal Articles

A Comparative Study of Multi-Stage Approaches for Wind Farm Layout Optimization

Puyi Yang, Hamidreza Najafi

J. Energy Resour. Technol. October 2022, 144(10): 101302.

Paper No: JERT-21-1842

DOI: https://doi.org/10.1115/1.4053869

Published Online: March 7, 2022

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Topics: Algorithms, Optimization, Wind farms

Journal Articles

Statistical Methods to Improve the Quality of Real-Time Drilling Data

Salem Al-Gharbi, Abdulaziz Al-Majed, Abdulazeez Abdulraheem, Zeeshan Tariq, Mohamed Mahmoud

J. Energy Resour. Technol. September 2022, 144(9): 093006.

Paper No: JERT-21-2017

DOI: https://doi.org/10.1115/1.4053519

Published Online: March 2, 2022

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Topics: Algorithms, Drilling, Filters, Filtration, Polynomials, Wavelets

Journal Articles

Prediction of Short-Term Photovoltaic Power Via Self-Attention-Based Deep Learning Approach

Jie Li, Huimeng Niu, Fanxi Meng, Runran Li

J. Energy Resour. Technol. October 2022, 144(10): 101301.

Paper No: JERT-21-1815

DOI: https://doi.org/10.1115/1.4053738

Published Online: March 2, 2022

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Topics: Algorithms, Artificial neural networks, Errors, Weight (Mass), Energy generation, Resolution (Optics), Power grids, Solar cell arrays, Stability

Journal Articles

Improved Particle Swarm Algorithm Using Rubik’s Cube Topology for Bilevel Building Energy Transaction

Xiaochun Feng, Yang Chen, Jian Zhang, Heejin Cho, Xin Shi

J. Energy Resour. Technol. July 2022, 144(7): 070910.

Paper No: JERT-21-1656

DOI: https://doi.org/10.1115/1.4053768

Published Online: February 22, 2022

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Topics: Algorithms, Particle swarm optimization, Particulate matter, Topology, Batteries

Journal Articles

Localization of Thermal Wellbore Defects Using Machine Learning

Kathryn Bruss, Raymond Kim, Taylor A. Myers, Jiann-Cherng Su, Anirban Mazumdar

J. Energy Resour. Technol. September 2022, 144(9): 093005.

Paper No: JERT-21-1256

DOI: https://doi.org/10.1115/1.4053516

Published Online: February 16, 2022

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Topics: Algorithms, Machine learning, Sensors, Simulation, Temperature, Errors, Geothermal engineering, Artificial neural networks

Journal Articles

Genetic Optimization for Engine Combustion System Calibration: A Case Study of Optimization Performance Sensitivity to Algorithm Search Parameters

Andrew B. Mansfield, Varun Chakrapani, Qingyu Li, Margaret S. Wooldridge

J. Energy Resour. Technol. August 2022, 144(8): 082308.

Paper No: JERT-21-1742

DOI: https://doi.org/10.1115/1.4053347

Published Online: January 21, 2022

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Topics: Algorithms, Calibration, Combustion systems, Engines, Nitrogen oxides, Optimization, Optimization algorithms, Errors

Journal Articles

Comparison of Random Forest and Neural Network in Modeling the Performance and Emissions of a Natural Gas Spark Ignition Engine

Jinlong Liu, Qiao Huang, Christopher Ulishney, Cosmin E. Dumitrescu

J. Energy Resour. Technol. March 2022, 144(3): 032310.

Paper No: JERT-21-1797

DOI: https://doi.org/10.1115/1.4053301

Published Online: January 7, 2022

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Topics: Artificial neural networks, Emissions, Engines, Errors, Machine learning, Natural gas, Algorithms, Combustion, Modeling, Cylinders

Journal Articles

Fault Management Architecture Based on a Digital Twin Approach

Ladislav Vesely, Erik Fernandez, Jayanta Kapat, Jaffer H. Ghouse, Debangsu Bhattacharyya, Christopher J. Ruscher, A. J. Rolling

J. Energy Resour. Technol. March 2022, 144(3): 032106.

Paper No: JERT-21-1686

DOI: https://doi.org/10.1115/1.4053134

Published Online: December 27, 2021

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Topics: Algorithms, Digital twin, Failure, Physics, Pressure drop, Simulation, Temperature, Water, Leakage, Sensors

Journal Articles

Hybrid Multi-Objective Optimization Approach in Water Flooding

Mohammed Al-Aghbari, Ashish M. Gujarathi, Majid Al-Wadhahi, Nirupam Chakraborti

J. Energy Resour. Technol. June 2022, 144(6): 063008.

Paper No: JERT-21-1497

DOI: https://doi.org/10.1115/1.4052623

Published Online: October 25, 2021

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Topics: Ejectors, Optimization, Pareto optimization, Reservoirs, Simulation models, Underground injection, Water, Algorithms, Artificial neural networks

Journal Articles

Testing Machine Learning Algorithms for Drilling Incidents Detection on a Pilot Small-Scale Drilling Rig

Erik Andreas Løken, Jens Løkkevik, Dan Sui

J. Energy Resour. Technol. December 2021, 143(12): 124501.

Paper No: JERT-21-1215

DOI: https://doi.org/10.1115/1.4052284

Published Online: September 24, 2021

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Topics: Drilling, Machine learning, Drilling rigs, Testing, Algorithms, Pipes, Vibration

Journal Articles

Socio-Inspired Multi-Cohort Intelligence and Teaching-Learning-Based Optimization for Hydraulic Fracturing Parameters Design in Tight Formations

Temoor Muther, Fahad Iqbal Syed, Amirmasoud Kalantari Dahaghi, Shahin Negahban

J. Energy Resour. Technol. July 2022, 144(7): 073201.

Paper No: JERT-20-2053

DOI: https://doi.org/10.1115/1.4052182

Published Online: September 3, 2021

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Topics: Design, Electrical conductivity, Fracture (Materials), Fracture (Process), Hydraulic fracturing, Optimization, Optimization algorithms, Particle swarm optimization, Reservoirs, Teaching

Journal Articles

Applying Different Artificial Intelligence Techniques in Dynamic Poisson’s Ratio Prediction Using Drilling Parameters

Osama Siddig, Hany Gamal, Salaheldin Elkatatny, Abdulazeez Abdulraheem

J. Energy Resour. Technol. July 2022, 144(7): 073006.

Paper No: JERT-21-1643

DOI: https://doi.org/10.1115/1.4052185

Published Online: September 3, 2021

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Topics: Drilling, Machine learning, Poisson ratio, Support vector machines, Algorithms, Testing, Wells, Rocks

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Supplemental Material

An Unsupervised Machine Learning Based Double Sweet Spots Classification and Evaluation Method for Tight Reservoirs

Multi-Objective Optimization of Parallel-Connected Double-Effect Mechanical Vapor Recompression System Based on Genetic Algorithm

Cost Optimization and Energy Management of a Microgrid Including Renewable Energy Resources and Electric Vehicles

Predictive Machine Learning Model for Bottom Hole Flowing and Average Formation Pressure in Underground Gas Storage

Numerical Simulation of Biogas Combustion by Using a Finite Volume Based-Multispecies Transport Model

Development of Digital Twins for Drilling Fluids: Local Velocities for Hole Cleaning and Rheology Monitoring

Machine Learning Assisted Analysis of an Ammonia Engine Performance

Study on Minimum Miscibility Pressure of CO 2 –Oil System Based on Gaussian Process Regression and Particle Swarm Optimization Model

A Comparative Study of Multi-Stage Approaches for Wind Farm Layout Optimization

Statistical Methods to Improve the Quality of Real-Time Drilling Data

Prediction of Short-Term Photovoltaic Power Via Self-Attention-Based Deep Learning Approach

Improved Particle Swarm Algorithm Using Rubik’s Cube Topology for Bilevel Building Energy Transaction

Localization of Thermal Wellbore Defects Using Machine Learning

Genetic Optimization for Engine Combustion System Calibration: A Case Study of Optimization Performance Sensitivity to Algorithm Search Parameters

Comparison of Random Forest and Neural Network in Modeling the Performance and Emissions of a Natural Gas Spark Ignition Engine

Fault Management Architecture Based on a Digital Twin Approach

Hybrid Multi-Objective Optimization Approach in Water Flooding

Testing Machine Learning Algorithms for Drilling Incidents Detection on a Pilot Small-Scale Drilling Rig

Socio-Inspired Multi-Cohort Intelligence and Teaching-Learning-Based Optimization for Hydraulic Fracturing Parameters Design in Tight Formations

Applying Different Artificial Intelligence Techniques in Dynamic Poisson’s Ratio Prediction Using Drilling Parameters

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