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Seungik Baek

Associate Professor of Mechanical Engineering Michigan State University

  • East Lansing MI

Dr. Baek is an associate professor in the Department of Mechanical Engineering at Michigan State University.

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Biography

Dr. Baek is an associate professor in the Department of Mechanical Engineering at Michigan State University. He researches computational modeling of arteries to aid patients in predicting their potential risk and clinical management. Particularly, Baek’s research focuses on aneurysms and pulmonary hypertension, and their applications to biomedical engineering. He supervises research and education activities in the Cardiovascular and Tissue Mechanics Research Laboratory.

Baek’s research group has published more than 50 publications in peer-reviewed journals on topics related to cardiovascular mechanics and tissue engineering. He received the NSF CAREER in 2012 and has received multiple grants from NSF and NIH. Baek received his Ph.D. in Mechanical Engineering in 2003 from Texas A&M University.

Industry Expertise

Health and Wellness
Education/Learning

Areas of Expertise

Computational and Statistical Interventions for Vascular Disease
Vascular Growth and Remodeling
Cardiovascular Mechanics
Mechanobiology and Tissue Engineering

Accomplishments

MSU Intramural Research Grants Program (IRGP) Award

2007

NSF CAREER Award

2012

The Withrow Distinguished Scholar Award

2013

Education

Texas A&M University

PhD

Mechanical Engineering

2003

Seoul National University

BS

Biosystem Engineering

1996

Journal Articles

Prior Distributions of Material Parameters for Bayesian Calibration of Growth and Remodeling Computational Model of Abdominal Aortic Wall

Journal of Biomechanical Engineering

Sajjad Seyedsalehi, Liangliang Zhang, Jongeun Choi, Seungik Baek

2015

For the accurate prediction of the vascular disease progression, there is a crucial need for developing a systematic tool aimed toward patient-specific modeling. Considering the interpatient variations, a prior distribution of model parameters has a strong influence on computational results for arterial mechanics. One crucial step toward patient-specific computational modeling is to identify parameters of prior distributions that reflect existing knowledge. In this paper, we present a new systematic method to estimate the prior distribution for the parameters of a constrained mixture model using previous biaxial tests of healthy abdominal aortas (AAs). We investigate the correlation between the estimated parameters for each constituent and the patient's age and gender; however, the results indicate that the parameters are correlated with age only. The parameters are classified into two groups: Group-I in which the parameters

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Computational fluid dynamic simulation of human carotid artery bifurcation based on anatomy and volumetric blood flow rate measured with magnetic resonance imaging

International Journal of Advances in Engineering Sciences and Applied Mathematics

Hamidreza Gharahi, Byron A. Zambrano, David C. Zhu, J. Kevin DeMarco, Seungik Baek

2016

Blood flow patterns and local hemodynamic parameters have been widely associated with the onset and progression of atherosclerosis in the carotid artery. Assessment of these parameters can be performed noninvasively using cine phase-contrast (PC) magnetic resonance imaging (MRI). In addition, in the last two decades, computational fluid dynamics (CFD) simulation in three dimensional models derived from anatomic medical images has been employed to investigate the blood flow in the carotid artery. This study developed a workflow of a subject-specific CFD analysis using MRI to enhance estimating hemodynamics of the carotid artery. Time-of-flight MRI scans were used to construct three-dimensional computational models. PC-MRI measurements were utilized to impose the boundary condition at the inlet and a 0-dimensional lumped parameter model was employed for the outflow boundary condition. The choice of different viscosity models of blood flow as a source of uncertainty was studied, by means of the axial velocity, wall shear stress, and oscillatory shear index. The sequence of workflow in CFD analysis was optimized for a healthy subject using PC-MRI. Then, a patient with carotid artery stenosis and its hemodynamic parameters were examined. The simulations indicated that the lumped parameter model used at the outlet gives physiologically reasonable values of hemodynamic parameters. Moreover, the dependence of hemodynamics parameters on the viscosity models was observed to vary for different geometries. Other factors, however, may be required for a more accurate CFD analysis, such as the segmentation and smoothness of the geometrical model, mechanical properties of the artery’s wall, and the prescribed velocity profile at the inlet.

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Association of Intraluminal Thrombus, Hemodynamic Forces, and Abdominal Aortic Aneurysm Expansion Using Longitudinal CT Images

Annals of Biomedical Engineering

Byron A. Zambrano, Hamidreza Gharahi, ChaeYoung Lim, Farhad A. Jaberi, Jongeun Choi, Whal Lee, Seungik Baek

2015

While hemodynamic forces and intraluminal thrombus (ILT) are believed to play important roles on abdominal aortic aneurysm (AAA), it has been suggested that hemodynamic forces and ILT also interact with each other, making it a complex problem. There is, however, a pressing need to understand relationships among three factors: hemodynamics, ILT accumulation, and AAA expansion for AAA prognosis. Hence this study used longitudinal computer tomography scans from 14 patients and analyzed the relationship between them. Hemodynamic forces, represented by wall shear stress (WSS), were obtained from computational fluid dynamics; ILT accumulation was described by ILT thickness distribution changes between consecutives scans, and ILT accumulation and AAA expansion rates were estimated from changes in ILT and AAA volume. Results showed that, while low WSS was observed at regions where ILT accumulated, the rate at which ILT accumulated occurred at the same rate as the aneurysm expansion. Comparison between AAAs with and without thrombus showed that aneurysm with ILT recorded lower values of WSS and higher values of AAA expansion than those without thrombus. Findings suggest that low WSS may promote ILT accumulation and submit the idea that by increasing WSS levels ILT accumulation may be prevented.

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