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Journal Articles

Machine Learning Metamodel of a Computationally Intense LOCA Code

Landon A. Conner, Clarence L. Worrell, Jun Liao, James P. Spring, Reza A. Karimi, Jeremy S. Marquardt, Joseph D. Wieder

ASME J of Nuclear Rad Sci. July 2023, 9(3): 031402.

Paper No: NERS-22-1002

DOI: https://doi.org/10.1115/1.4056465

Published Online: February 8, 2023

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Topics: Artificial neural networks, Genetic algorithms, Machine learning, Safety, Pressurized water reactors

Proceedings Papers

Applying Machine Learning to Improve BOA Analysis of CIPS/CILC

Jun Liao, Alexander Mace, Guoqiang Wang, Jesse S. Fisher

Proc. ASME. ICONE29, Volume 2: Nuclear Fuel and Material, Reactor Physics and Transport Theory, and Fuel Cycle Technology, V002T02A095, August 8–12, 2022

Paper No: ICONE29-94480

DOI: https://doi.org/10.1115/ICONE29-94480

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Topics: Machine learning, Boron, Corrosion, Fuels, Nuclear power stations, Algorithms, Calibration, Chemistry, Cladding systems (Building), Computers

Proceedings Papers

Assessment of Passive Cooling Capability of the Westinghouse Lead Fast Reactor Under Station Blackout Conditions

Emre Tatli, Sung Jin Lee, Jun Liao, Paolo Ferroni

Proc. ASME. ICONE29, Volume 4: SMRs, Advanced Reactors, and Fusion, V004T04A020, August 8–12, 2022

Paper No: ICONE29-91821

DOI: https://doi.org/10.1115/ICONE29-91821

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Topics: Cooling, Fast neutron reactors, Computational fluid dynamics, Design, Heat, Reactor vessels, Vessels, Water, Accidents, Accounting

Proceedings Papers

Machine Learned Metamodeling of a Computationally Intensive Accident Simulation Code

Landon Conner, Clarence L. Worrell, James P. Spring, Jun Liao

Proc. ASME. ICONE28, Volume 1: Operating Plant Challenges, Successes, and Lessons Learned; Nuclear Plant Engineering; Advanced Reactors and Fusion; Small Modular and Micro-Reactors Technologies and Applications, V001T02A035, August 4–6, 2021

Paper No: ICONE28-66619

DOI: https://doi.org/10.1115/ICONE28-66619

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Topics: Accidents, Machinery, Metamodeling, Simulation, Artificial neural networks, Machine learning, Manufacturing, Nuclear industry, Optimization, Safety

Journal Articles

A Study on Onset of Liquid Entrainment in Low Pressure Depressurization System of Advanced Passive Pressurized Water Reactors

Jun Liao, Katsuhiro Ohkawa, William L. Brown, Richard F. Wright

ASME J of Nuclear Rad Sci. October 2019, 5(4): 041701.

Paper No: NERS-18-1088

DOI: https://doi.org/10.1115/1.4042796

Published Online: July 19, 2019

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Topics: Flow (Dynamics), Pipes, Pressure, Pressurized water reactors, Stratified flow, Water, Steam

Proceedings Papers

Simulation of JAERI Downcomer Effective Water Head Experiments With W COBRA/TRAC-TF2

Jeffrey R. Kobelak, Jun Liao, Katsuhiro Ohkawa

Proc. ASME. ICONE26, Volume 4: Nuclear Safety, Security, and Cyber Security; Computer Code Verification and Validation, V004T15A020, July 22–26, 2018

Paper No: ICONE26-82610

DOI: https://doi.org/10.1115/ICONE26-82610

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Topics: Simulation, Water, Superheating, Reactor vessels, Accidents, Pressurized water reactors, Test facilities, Transients (Dynamics), Boiling, Coolants

Journal Articles

Quantitative Analysis of Tissue Damage Evolution in Porcine Liver With Interrupted Mechanical Testing Under Tension, Compression, and Shear

Joseph Chen, Bryn Brazile, Raj Prabhu, Sourav S. Patnaik, Robbin Bertucci, Hongjoo Rhee, M. F. Horstemeyer, Yi Hong, Lakiesha N. Williams, Jun Liao

J Biomech Eng. July 2018, 140(7): 071010.

Paper No: BIO-17-1575

DOI: https://doi.org/10.1115/1.4039825

Published Online: April 30, 2018

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Topics: Biological tissues, Compression, Damage, Liver, Shear (Mechanics), Mechanical testing, Testing, Stress

Includes: Supplementary data

Proceedings Papers

A Thermal Hydraulic Phenomenon Based Review on the Validation Matrix of Several Reactor Safety Analysis Systems Codes

Jun Liao, Scott E. Fortune

Proc. ASME. ICONE24, Volume 3: Thermal-Hydraulics, V003T09A088, June 26–30, 2016

Paper No: ICONE24-61136

DOI: https://doi.org/10.1115/ICONE24-61136

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Topics: Safety, Accidents, Computers, Coolants, Fluids, Model development, Momentum, Navier-Stokes equations, Nuclear reactor coolants, Nuclear reactors

Journal Articles

Anisotropic Compressive Properties of Passive Porcine Muscle Tissue

Renee Pietsch, Benjamin B. Wheatley, Tammy L. Haut Donahue, Ryan Gilbrech, Rajkumar Prabhu, Jun Liao, Lakiesha N. Williams

J Biomech Eng. November 2014, 136(11): 111003.

Paper No: BIO-14-1075

DOI: https://doi.org/10.1115/1.4028088

Published Online: September 4, 2014

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Topics: Anisotropy, Biological tissues, Compression, Fibers, Muscle, Stress, Testing

Proceedings Papers

The Intrinsic Durability of Aortic Valve ECM in Absence of Cellular Maintenance

Jun Liao, Erinn M. Joyce, Hugh L. Jones, Mina Tahai, Ali Borazjani, W. David Merryman, Michael S. Sacks

Proc. ASME. SBC2008, ASME 2008 Summer Bioengineering Conference, Parts A and B, 659-660, June 25–29, 2008

Paper No: SBC2008-193110

DOI: https://doi.org/10.1115/SBC2008-193110

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Topics: Durability, Maintenance, Valves, Biological tissues, Design, Surgery

Proceedings Papers

Detection of Myocardial Fiber Disruption in Artificial Lesions With 3D DT-MRI Tract Models

Song Zhang, John A. Crow, Robert C. Cooper, Ronald M. McLaughlin, Shane Burgess, Ali Borazjani, Jun Liao

Proc. ASME. SBC2008, ASME 2008 Summer Bioengineering Conference, Parts A and B, 663-664, June 25–29, 2008

Paper No: SBC2008-193121

DOI: https://doi.org/10.1115/SBC2008-193121

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Topics: Biological tissues, Damage, Diseases, Fibers, Heart failure, Magnetic resonance imaging, Myocardium, Statistics, Stress

Proceedings Papers

Local Non-Affine Deformations and Fiber Kinematics of Elastomeric Electrospun Scaffolds

Todd D. Courtney, Jun Liao, William R. Wagner, Michael S. Sacks

Proc. ASME. SBC2007, ASME 2007 Summer Bioengineering Conference, 1045-1046, June 20–24, 2007

Paper No: SBC2007-176720

DOI: https://doi.org/10.1115/SBC2007-176720

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Topics: Deformation, Fibers, Kinematics, Biological tissues, Bioreactors, Ester, Mechanical properties, Modeling, Stiffness, Stress

Proceedings Papers

Cellular Deformations in Microintegrated Electrospun Poly (Ester Urethane) Urea Scaffolds Under Biaxial Stretch

Jun Liao, W. David Merryman, Yi Hong, John Stella, Simon Watkins, William R. Wagner, Michael S. Sacks

Proc. ASME. SBC2007, ASME 2007 Summer Bioengineering Conference, 1047-1048, June 20–24, 2007

Paper No: SBC2007-176726

DOI: https://doi.org/10.1115/SBC2007-176726

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Topics: Deformation, Ester, Urethane elastomers, Biological tissues, Biodegradation, Cardiovascular system, Fibers, Maintenance, Mechanical properties, Muscle

Proceedings Papers

LOCA Break Spectrum Analysis of the Westinghouse Small Modular Reactor

Vefa N. Kucukboyaci, Jun Liao

Proc. ASME. ICONE21, Volume 2: Plant Systems, Construction, Structures and Components; Next Generation Reactors and Advanced Reactors, V002T05A075, July 29–August 2, 2013

Paper No: ICONE21-16884

DOI: https://doi.org/10.1115/ICONE21-16884

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Topics: Emission spectroscopy, Small modular reactors, Spectroscopy, Safety, Design, Pressurized water reactors, Reactor vessels, Accidents, Boilers, Containment

Proceedings Papers

Validation of Finite Element Lower Extremity Model Using Drop Tower Testing

Robbin Bertucci, R. Prabhu, M. F. Horstemeyer, James Sheng, Jun Liao, Lakiesha Williams

Proc. ASME. SBC2013, Volume 1B: Extremity; Fluid Mechanics; Gait; Growth, Remodeling, and Repair; Heart Valves; Injury Biomechanics; Mechanotransduction and Sub-Cellular Biophysics; MultiScale Biotransport; Muscle, Tendon and Ligament; Musculoskeletal Devices; Multiscale Mechanics; Thermal Medicine; Ocular Biomechanics; Pediatric Hemodynamics; Pericellular Phenomena; Tissue Mechanics; Biotransport Design and Devices; Spine; Stent Device Hemodynamics; Vascular Solid Mechanics; Student Paper and Design Competitions, V01BT55A023, June 26–29, 2013

Paper No: SBC2013-14650

DOI: https://doi.org/10.1115/SBC2013-14650

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Topics: Bombs, Deformation, Explosions, Explosives, Finite element analysis, Land mines, Military systems, Shock waves, Stress, Testing

Proceedings Papers

Effect of Thermosensitive Hydrogel Injection on Mechanical Behavior of Porcine Myocardium

Bo Wang, Robbin Bertucci, Zhenqing Li, Raj Prabhu, Lakiesha Williams, Jianjun Guan, Jun Liao

Proc. ASME. SBC2013, Volume 1A: Abdominal Aortic Aneurysms; Active and Reactive Soft Matter; Atherosclerosis; BioFluid Mechanics; Education; Biotransport Phenomena; Bone, Joint and Spine Mechanics; Brain Injury; Cardiac Mechanics; Cardiovascular Devices, Fluids and Imaging; Cartilage and Disc Mechanics; Cell and Tissue Engineering; Cerebral Aneurysms; Computational Biofluid Dynamics; Device Design, Human Dynamics, and Rehabilitation; Drug Delivery and Disease Treatment; Engineered Cellular Environments, V01AT11A002, June 26–29, 2013

Paper No: SBC2013-14551

DOI: https://doi.org/10.1115/SBC2013-14551

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Topics: Hydrogels, Mechanical behavior, Myocardium, Patient treatment, Biodegradation, Biological tissues, Biomaterials, Mechanical properties, Surgery, Temperature

Proceedings Papers

Modeling Passive Safety in the Westinghouse Small Modular Reactor: Assessment of Wall Condensation and CMT Natural Circulation

Jun Liao, Vefa N. Kucukboyaci

Proc. ASME. HT2013, Volume 4: Heat and Mass Transfer Under Extreme Conditions; Environmental Heat Transfer; Computational Heat Transfer; Visualization of Heat Transfer; Heat Transfer Education and Future Directions in Heat Transfer; Nuclear Energy, V004T19A004, July 14–19, 2013

Paper No: HT2013-17742

DOI: https://doi.org/10.1115/HT2013-17742

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Topics: Condensation, Modeling, Safety, Small modular reactors, Design, Containment, Accidents, Coolants, Gravity (Force), Heat sinks

Journal Articles

Cyclic Pressure and Angiotensin II Influence the Biomechanical Properties of Aortic Valves

Valtresa Myles, Jun Liao, James N. Warnock

J Biomech Eng. January 2014, 136(1): 011011.

Paper No: BIO-13-1272

DOI: https://doi.org/10.1115/1.4026041

Published Online: December 4, 2013

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Topics: Biological tissues, Biomechanics, Pressure, Valves, Mechanical testing

Proceedings Papers

Strain Rate Effects on Structure-Property Relationship in the Rabbit Patellar Tendon

Deborah Davis, John Clemmer, Jun Liao, Mark F. Horsetemeyer, Lakiesha N. Williams

Proc. ASME. SBC2009, ASME 2009 Summer Bioengineering Conference, Parts A and B, 675-676, June 17–21, 2009

Paper No: SBC2009-206304

DOI: https://doi.org/10.1115/SBC2009-206304

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Topics: Tendons, Anterior cruciate ligament, Biological tissues, Computer simulation, Mechanical properties

Proceedings Papers

Strain Rate Dependence in the Structure Property Relationship of Porcine Brain

Mark G. T. Begonia, Jun Liao, Mark F. Horstemeyer, Lakiesha N. Williams

Proc. ASME. SBC2009, ASME 2009 Summer Bioengineering Conference, Parts A and B, 223-224, June 17–21, 2009

Paper No: SBC2009-206371

DOI: https://doi.org/10.1115/SBC2009-206371

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Topics: Brain, Biological tissues, Control rooms, Deformation, Mechanical properties, Nervous system, Traumatic brain injury

Journal citation

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Supplemental Material

Machine Learning Metamodel of a Computationally Intense LOCA Code

Applying Machine Learning to Improve BOA Analysis of CIPS/CILC

Assessment of Passive Cooling Capability of the Westinghouse Lead Fast Reactor Under Station Blackout Conditions

Machine Learned Metamodeling of a Computationally Intensive Accident Simulation Code

A Study on Onset of Liquid Entrainment in Low Pressure Depressurization System of Advanced Passive Pressurized Water Reactors

Simulation of JAERI Downcomer Effective Water Head Experiments With W COBRA/TRAC-TF2

Quantitative Analysis of Tissue Damage Evolution in Porcine Liver With Interrupted Mechanical Testing Under Tension, Compression, and Shear

A Thermal Hydraulic Phenomenon Based Review on the Validation Matrix of Several Reactor Safety Analysis Systems Codes

Anisotropic Compressive Properties of Passive Porcine Muscle Tissue

The Intrinsic Durability of Aortic Valve ECM in Absence of Cellular Maintenance

Detection of Myocardial Fiber Disruption in Artificial Lesions With 3D DT-MRI Tract Models

Local Non-Affine Deformations and Fiber Kinematics of Elastomeric Electrospun Scaffolds

Cellular Deformations in Microintegrated Electrospun Poly (Ester Urethane) Urea Scaffolds Under Biaxial Stretch

LOCA Break Spectrum Analysis of the Westinghouse Small Modular Reactor

Validation of Finite Element Lower Extremity Model Using Drop Tower Testing

Effect of Thermosensitive Hydrogel Injection on Mechanical Behavior of Porcine Myocardium

Modeling Passive Safety in the Westinghouse Small Modular Reactor: Assessment of Wall Condensation and CMT Natural Circulation

Cyclic Pressure and Angiotensin II Influence the Biomechanical Properties of Aortic Valves

Strain Rate Effects on Structure-Property Relationship in the Rabbit Patellar Tendon

Strain Rate Dependence in the Structure Property Relationship of Porcine Brain

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