Publications

International Journal

• Peripheral Artery Disease Diagnosis Based on Deep Learning-Enabled Analysis of Non-Invasive Arterial Pulse Waveforms

  Sina Masoumi Shahrbabak, Sooho Kim, Byeng D. Youn, Hao-Min Cheng, Chen-Huan Chen, Ramakrishna Mukkamala, and Jin-Oh Hahn* Computers in Biology and Medicine , 2024-01 , SCIE (IF: 7.0, Rank: 2.3%) , Vol. 168, pp. 107813, 2024

  LINK

• Deep Learning-Based Diagnosis of Peripheral Artery Disease via Continuous Property-Adversarial Regularization: Preliminary In Silico Study

  Sooho Kim, Jin-Oh Hahn*, and Byeng D. Youn* IEEE Access , 2021-09 , SCIE (IF: 3.4, Rank: 34.5%) , Vol. 9, pp. 127433-127443, 2021

  LINK

• A Resilience Measure Formulation that Considers Sensor Faults

  Minji Yoo¹, Taejin Kim¹, Joung Taek Yoon, Yunhan Kim, Sooho Kim, and Byeng D. Youn* Reliability Engineering & System Safety , 2020-07 , SCIE (IF: 9.4, Rank: 3.3%) , Vol. 199, pp. 106393, 2020

  LINK

• Detection and Severity Assessment of Peripheral Occlusive Artery Disease via Deep Learning Analysis of Arterial Pulse Waveforms: Proof-of-Concept and Potential Challenges

  Sooho Kim, Jin-Oh Hahn*, and Byeng D. Youn* Frontiers in Bioengineering and Biotechnology , 2020-06 , SCIE (IF: 4.3, Rank: 23.3%) , Vol. 8, pp. 720, 2020

  LINK

• Life-Cycle Maintenance Cost Analysis Framework Considering Time-Dependent False and Missed Alarms for Fault Diagnosis

  Joung Taek Yoon, Byeng D. Youn*, Minji Yoo, Yunhan Kim, and Sooho Kim Reliability Engineering & System Safety , 2019-04 , SCIE (IF: 9.4, Rank: 3.3%) , Vol. 184, pp. 181-192, 2019

  LINK

Application Patent

• Domestic  "Diagnosis Device for Peripheral Arterial Occlusive Disease and Method of Constructing PAD Detection Model"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2022-0116382

  2022-09-15

Registration Patent

• Domestic  "System and Method for Monitoring Partial Discharge Using Sensor Data"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2607227

  2023-11-23

• Domestic  "Apparatus and Method for Preprocessing data"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2437540

  2022-07-27

• Domestic  "Apparatus and Method for Detecting Data Needs Label Update"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2242203

  2021-04-14

• Domestic  "Fault Diagnosis Method of Transformer"

  Republic of Korea

  Republic of Korea

  Patent No. : 10-2128460

  2020-06-24

International Conference

• "Data Challenge: Deep Learning Based Fault Diagnosis Data Imputation of Compressor Using Vibration on Motor and Screw"

  Sooho Kim and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09

• "A Disease Severity Regression Approach for Diagnosis of Abdominal Aortic Aneurysm using a Deep Neural Network"

  Joo Hyeon Im, In Chan Lee, Donghyu Lee, Sooho Kim, Jin-Oh Hahn, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-08

• "Diagnosis of Partial Discharge in Gas-Insulated Switchgear: Distinguishing from Ambient Noise Events"

  Sooho Kim, Kibum Park, Boseong Seo, Jaekyung Shin, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-08

• "Peripheral Arterial Disease Location Detection for Different Patient Severity Levels Using Domain-Adaptation-Based 1D CNN"

  In Chan Lee, Sooho Kim, Joo Hyeon Im, Jin-Oh Hahn, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-08

• "Predictive Maintenance (PdM) of Power Transformers through Digital Innovation: Prognosis Framework and Case Studies"

  Boseong Seo, Jaekyung Shin, Sooho Kim, Kibum Park, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-08

• "Diagnosis of Fault Severity Level on Planetary Gearbox with Sparse Vibration Dataset by Generating Virtual Signal"

  Sooho Kim and Byeng D. Youn Conference : ASME 2019 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2019-08-21

• "Deep CNN based Partial Discharge Classification Model for GIS Using On-site Data"

  Jongmin Park, Sooho Kim, Hyunjae Kim, Sunuwe Kim, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management 2019 Prognostics & Health Management

• "Extended Greedy Algorithm for Feature Subset Selection of Fault Detection with Imbalanced Data"

  Hyunhee Choi, Hyejeong Son, Sunuwe Kim, Sooho Kim, Hyunjae Kim, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management 2019 2019-07-24

• "Failure Prognosis of Coal Pulverizer Gearbox Using Autocorrelation-Wavelet Packet Dcomposition Method"

  Guesuk Lee, Sooho Kim, Joowhan Song, Taejin Kim Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2017 2017-07-12

• "Hybriding Data-driven and Model-based Approaches for Fault Diagnosis of Rail Vehicle Suspensions"

  Chan Hee Park, Sooho Kim, Junmin Lee, Dong-Ki Lee, Kyumin Na, Joowhan Song and Byeng D. Youn Conference : Annual Conference of the Prognostics and Health Management Society 2017 2017-10-04

• "Expectation-Maximization Method for Data-Based Estimation of the Cantilever Beam End-to-End Problem"

  Taejin Kim, Guesuk Lee, Sooho Kim and Byeng D. Youn Conference : American Institute of Aeronautics and Astronautics (AIAA) Science and Technology forum and exposition 2018 2018-01-08

• "Autonomous Fault Diagnosis for Overhead Hoist Transport Vehicles Using Command Torque Signal"

  Chan Hee Park, Giljun Ahn, Sooho Kim, Jungho Park and Byeng D. Youn Conference : International Conference on Energy and Sustainability 2018 2018-10-18

• "Physical Analysis of Latent Feature Space inside End-to-end One Dimensional Convolutional Neural Network for Fault Diagnosis"

  Sooho Kim, Sunuwe Kim, Hyunjae Kim, Jungho Park and Byeng D. Youn Conference : International Conference on Energy and Sustainability 2018 2018-10-19

Domestic Conference

• "다양한 질환 위치 하에서 강건한 말초동맥질환 심각도 추정을 위한 딥러닝 기법 개발"

  이동휴, 임주현, 김수호, 조수호, 한진오, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2022년 춘계학술대회 2022-05-20

• "비침습적 말초동맥질환 진단을 위한 CNN 기반 앙상블 모델"

  이동휴, 임주현, 이인찬, 김수호, 한진오, 윤병동 Conference : 대한기계학회 2021년 학술대회 2021-11-04

• "딥러닝을 이용한 혈압 파형 데이터 기반 복부 대동맥류의 상태 진단"

  임주현, 이인찬, 이동휴, 김수호, 한진오, 윤병동 Conference : 대한기계학회 2021년 학술대회 2021-11-03

• "1차원 합성곱 신경망 기반 복부 대동맥류 진단"

  임주현, 이인찬, 이동휴, 김수호, 한진오, 윤병동 Conference : 한국PHM학회 2021년도 정기학술대회 2021-09-10

• "Style Transfer Based Virtual Data Generation for Fault Diagnosis of Planetary Gearbox"

  김수호, 박종민, 윤병동 Conference : PHM KOREA 2019 2019-04-11

• "Fault Diagnosis Framework for an Overhead Hoist Transport (OHT) Vehicle Using Control Signal"

  박찬희, 안길준, 김수호, 박정호, 윤병동 Conference : PHM KOREA 2019 2019-04-11

• "합성곱 신경망 기반의 GIS PD 고장 감지 및 진단 모델 개발"

  박종민, 김수호, 김현재, 김선의, 윤병동 Conference : PHM KOREA 2019 2019-04-12

• "가상 데이터 생성 기반 작동 조건에 강건한 유성 기어박스 고장 진단"

  김수호, 윤병동 Conference : 대한기계학회 2019년 학술대회 2019-11-13

• "복부 대동맥류 진단을 위한 심층신경망 기반 질환 심각도 회귀"

  임주현, 김수호, 이인찬, 한진오, 윤병동 Conference : 대한기계학회 2020년 학술대회 2020-12-16

• "유성기어박스의 건전성 진단을 위한 하중 조건 정규화"

  김수호, 이규석, 김윤한, 윤병동 Conference : 대한기계학회 CAE 및 응용역학부문 2018년도 춘계학술대회 2018-04-26

• "인공지능 기반 위성기어박스 고장 진단 알고리즘 개발에 진동 센서"

  김수호, 김윤한, 윤병동 Conference : 2018년도 추계 소음진동 학술대회 2018-10-18

• "합성곱 신경망 기반의 위상 불변에 강건한 GIS PD 고장 진단 모델 개발"

  박종민, 김선의, 김수호, 정진교, 윤병동 Conference : 대한기계학회 2018년도 학술대회 2018-12-14

• "동맥 협착증 진단을 위한 심층신경망 기반 심각도 회귀"

  임주현, 김수호, 한진오, 윤병동 Conference : 한국PHM학회 2020년도 정기학술대회 2020-07-23

• "코일 전류 분석을 활용한 고압 차단기의 딥러닝 기반 고장 감지 방법 개발"

  김윤한, 정진교, 김수호, 윤병동 Conference : 한국PHM학회 2020년도 정기학술대회 2020-07-22

Awards

• 김수호, 윤병동 ,"PHMAP 2021 Data Challenge Competition - Winner (3rd Place)" 2021-09-10

• 김윤한, 정진교, 김수호, 윤병동 ,"한국PHM학회 2020년도 정기학술대회 - 우수발표상" 2020-07-23

• 김수호, 김선의, 김현재, 박정호, 윤병동 ,"International Conference on Energy and Sustainability 2018 - Outstanding Presentation Award" 2018-10-19

• 박찬희, 김수호, 이준민, 이동기, 나규민, 송주환, 윤병동 ,"2017 PHM Society Data Challenge Competition - Winner" 2017-10-04

• 이규석, 김수호, 송주환, 김태진 ,"PHMAP 2017 Data Challenge Competition - Winner (2nd Place)" 2017-07-13