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Seung Ro Lee

Hanyang University · Medicine

About the Lab

Professor Seung Ro Lee's research lab specializes in medical imaging, neuroprotection in stroke, and advanced computational methods in metal forming processes. The lab conducts clinical and preclinical studies on traumatic brain injury and facial fractures, with a focus on neuroimaging and biomarkers, while also advancing machine learning and finite element modeling for industrial applications in metal forming. Key research directions include the neuroprotective mechanisms of PARP inhibitors in ischemic stroke and the development of AI-driven preform design for forging processes using 3D convolutional neural networks. The integration of medical imaging, computational modeling, and intelligent manufacturing defines the lab’s interdisciplinary approach.

neuroprotectionmachine learningmetal formingmedical imaging3D CNN

Research Overview

Papers
61
Total Citations
638
Papers (5y)
13
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
13total
2011
2013
2014
2021
2023
Citations per year (5y)
175total
20112013201420212023

Selected Papers

15
1
Article|126 citations·1987
The impact-absorbing effects of facial fractures in closed-head injuries
K. Francis Lee, Louis K. Wagner, Y. Eugenia Lee, Jung Ho Suh, Seung Ro Lee
SJR Q1Journal of neurosurgery

A series of 210 patients with facial fractures sufficiently severe to require cranial computerized tomography (CT) to evaluate suspected closed-head injury (CHI) was studied. The injuries were separated into five grades of severity based on neurological examination, including cranial CT. The injuries were also grouped into three categories based on facial regional involvement, using chi-square contingency table analysis. The data demonstrated that patients with upper facial fractures were at gre

SurgeryMedicine
2
Article|115 citations·2001
Idiopathic Multilocular Thymic Cyst
Yo Won Choi, H. Page McAdams, Seok Chol Jeon, Eun Kyung Hong, Yun‐Hyeon Kim, Jung-Gi Im, Seung Ro Lee
SJR Q1American Journal of Roentgenology

Multilocular thymic cysts typically manifest on CT as unilocular or multilocular cystic thymic masses, often with soft-tissue attenuation components. CT cannot be used to distinguish neoplastic from nonneoplastic soft-tissue components.

NeurologyMedicine
3
Article|91 citations·2004
The effect of PARP inhibitor on ischaemic cell death, its related inflammation and survival signals
Seong‐Ho Koh, Younjoo Park, Chi Won Song, Jun Gyou Kim, Kisok Kim, Juhan Kim, Myung‐Ho Kim, Seung Ro Lee, Dong‐Won Kim, Hyun‐Jeung Yu, Dae‐Il Chang, Se Jin Hwang
SJR Q2European Journal of Neuroscience

Poly(ADP-ribose) polymerase (PARP) plays an important role in ischaemic cell death, and 3-aminobenzamide (3-AB), one of the PARP inhibitors, has a protective effect on ischaemic stroke. We investigated the neuroprotective mechanisms of 3-AB in ischaemic stroke. The occlusion of middle cerebral artery (MCA) was made in 170 Sprague-Dawley rats, and reperfusion was performed 2 h after the occlusion. Another 10 Sprague-Dawley rats were used for sham operation. 3-AB was administered to 85 rats 10 min

OncologyMedicine
4
Article|60 citations·2004
Basal cell adenoma in the parotid gland: CT and MR findings.
Mijung Jang, Dongwoo Park, Seung Ro Lee, Chang Kok Hahm, Youngsun Kim, Yongsoo Kim, Choong Ki Park, Kyung Tae, Moon Hyang Park, Yong Wook Park
PubMedOA

Basal cell adenoma is a rare benign salivary gland epithelial tumor, usually involving the parotid gland. We report CT and MR findings of three cases with basal cell adenoma occurring in the parotid gland. The three cases presented here demonstrate a well-circumscribed tumor, which showed a cystic and solid, or the pure solid mass. They were well enhanced after contrast matter injection. The solid portion of the mass was isoattenuated at CT, with intermediate signal intensity on T1- and T2-weigh

SurgeryMedicine
5
Article|39 citations·2021
Multiaxial fatigue life prediction of polychloroprene rubber (CR) reinforced with tungsten nano-particles based on semi-empirical and machine learning models
Joeun Choi, Luca Quagliato, Seung Ro Lee, Jung-Hoon Shin, Naksoo Kim
SJR Q1International Journal of Fatigue
Mechanics of MaterialsEngineering
6
Article|33 citations·2021
Machine Learning-Based Models for the Estimation of the Energy Consumption in Metal Forming Processes
Irene Mirandola, Guido Berti, R. Caracciolo, Seung Ro Lee, Naksoo Kim, Luca Quagliato
SJR Q2MetalsOA

This research provides an insight on the performances of machine learning (ML)-based algorithms for the estimation of the energy consumption in metal forming processes and is applied to the radial-axial ring rolling process. To define the mutual influence between ring geometry, process settings, and ring rolling mill geometries with the resulting energy consumption, measured in terms of the force integral over the processing time (FIOT), FEM simulations have been implemented in the commercial SW

Mechanical EngineeringEngineering
7
Article|31 citations·2021
A New Approach to Preform Design in Metal Forging Processes Based on the Convolution Neural Network
Seung Ro Lee, Luca Quagliato, Donghwi Park, Inwoo Kwon, Juhyun Sun, Naksoo Kim
SJR Q2Applied SciencesOA

This study presents an innovative methodology for preform design in metal forging processes based on the convolution neural network (CNN) algorithm. The proposed approach extracts the features of inputted forging product geometries and utilizes them to derive the corresponding preform shapes by employing weight arrays (filters) determined during the convolutional operations. The filters are progressively updated during the training process, emulating the learning steps of a process engineer resp

Mechanics of MaterialsEngineering
8
Article|24 citations·2023
Gaussian process regression-driven deep drawing blank design method
Seung Ro Lee, Youngbin Lim, Lander Galdos, Taeyong Lee, Luca Quagliato
SJR Q1International Journal of Mechanical Sciences
Mechanical EngineeringEngineering
9
Article|19 citations·1998
Multiple cerebellar infarction due to vertebral artery obstruction and bulbar symptoms associated with vertical subluxation and atlanto-occipital subluxation in ankylosing spondylitis.
Seung Cheol Shim, Dae‐Hyun Yoo, Je Kyung Lee, Hee Kwan Koh, Seung Ro Lee, Seong Hoon Oh, Seong Yoon Kim
PubMed

Ankylosing spondylitis (AS) results in disease-specific inflammation at the site of ligamentous insertion into the bone. Atlantoaxial joint subluxation and vertical subluxation of the axis may occur as a consequence of instability resulting from the inflammatory process. Spontaneous anterior atlantoaxial subluxation is a well recognized complication in about 2% of patients with AS, and presents with or without signs of spinal cord compression. Vertical subluxation may follow anterior or posterio

SurgeryMedicine
10
Article|15 citations·2009
Hypereosinophilia with Multiple Thromboembolic Cerebral Infarcts and Focal Intracerebral Hemorrhage
Eun‐Ju Lee, Young‐Jun Lee, Seung Ro Lee, Dong Woo Park, Hyun Young Kim
SJR Q1Korean Journal of RadiologyOA

We report a case of hypereosinophilia causing multiple areas of cerebral infarcts. A 52-year-old Korean man presented with dysarthria and weakness in both arms. A brain MRI revealed multiple acute infarcts in the distal border zone with focal intracerebral hemorrhage, whereas a cerebral angiogram was not remarkable. The eosinophil count was 5,500/microL and was accompanied by elevated cardiac enzyme levels. The pattern of cerebral infarcts and laboratory results suggest a thromboembolic infarcti

RheumatologyMedicine
11
Article|14 citations·2021
A Buckling Instability Prediction Model for the Reliable Design of Sheet Metal Panels Based on an Artificial Intelligent Self-Learning Algorithm
Seung Ro Lee, Luca Quagliato, Donghwi Park, Guido Berti, Naksoo Kim
SJR Q2MetalsOA

Sheets’ buckling instability, also known as oil canning, is an issue that characterizes the resistance to denting in thin metal panels. The oil canning phenomenon is characterized by a depression in the metal sheet, caused by a local buckling, which is a critical design issue for aesthetic parts, such as automotive outer panels. Predicting the buckling instability during the design stage is not straightforward since the shape of the component might change several times before the part is sent to

Mechanical EngineeringEngineering
12
Article|8 citations·2021
Using Convolutional Neural Network with Taguchi Parametric Optimization for Knee Segmentation from X‐Ray Images
Young Jae Kim, Seung Ro Lee, Ja‐Young Choi, Kwang Gi Kim
SJR Q2BioMed Research InternationalOA

Loss of knee cartilage can cause intense pain at the knee epiphysis and this is one of the most common diseases worldwide. To diagnose this condition, the distance between the femur and tibia is calculated based on X-ray images. Accurate segmentation of the femur and tibia is required to assist in the calculation process. Several studies have investigated the use of automatic knee segmentation to assist in the calculation process, but the results are of limited value owing to the complexity of t

RheumatologyMedicine
13
Article|7 citations·2013
Pure Intrasellar Meningioma Located Under the Pituitary Gland: Case Report
Seung Tae Woo, Dong Woo Park, Choong-Ki Park, Young‐Jun Lee, Seung Ro Lee, Ju Yeon Pyo
SJR Q1Korean Journal of RadiologyOA

Most intrasellar meningiomas are located in the subdiaphragmatic and supraglandular region because they originate from the diaphragma sellae. Subglandular meningiomas located under the pituitary gland are extremely rare. Intrasellar meningiomas in the subdiaphragmatic and subglandular region probably originate from the dura in the sellar floor. We report a case of a subglandular meningioma along with a review of the literature.

Endocrinology, Diabetes and MetabolismMedicine
14
Article|7 citations·2000
Radiofrequency Thermal Ablation of Malignant Hepatic Tumors: Post-Ablation Syndrome
Jung Bin Choi, Hyun Chul Rhim, Yong‐Soo Kim, Byung Hee Koh, On Koo Cho, Heung Suk Seo, Seung Ro Lee
Journal of the Korean Radiological Society

Purpose: To evaluate post-ablation syndrome after radiofrequency thermal ablation of malignant hepatic tumors. Materials and Methods: Forty-two patients with primary (n=29) or secondary (n=13) hepatic tumors under-went radiofrequency thermal ablation. A total of 65 nodules ranging in size from 1.1 to 5.0 (mean, 3.1) cm were treated percutaneously using a 50W RF generator with 15G expandable needle electrodes. We retrospec-tively evaluated the spectrum of post-ablation syndrome including pain, fe

HepatologyMedicine
15
Article|7 citations·2013
Duplication of the Left Vertebral Artery Origin: A Case Report
Sang-Wook Shin, Dong Woo Park, Choong Ki Park, Young Jun Lee, Seung Ro Lee
SJR Q4Journal of the Korean Society of RadiologyOA
Pulmonary and Respiratory MedicineMedicine

Research Areas

SurgeryNeurologyRheumatologyMechanical EngineeringPulmonary and Respiratory MedicinePathology and Forensic Medicine

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