생체역학: 운동분석 및 최적화 기반의 3D 인체 모델링 개발 연구
인공지능 및 전문가시스템: 머신러닝 기술 활용 의료 진단 전문가시스템 개발
의용전자: 다양한 생체신호처리, H/W 설계, 알고리즘 개발을 통한 의료시스템 개발
학력
Ph.D. Dept. of Mechanical Engineering, The University of Iowa, USA
(Major: Biomedical Engineering)
약력/경력
성균관대학교 바이오메카트로닉스학과 교수 (2002-현재)
성균관대학교 삼성융합의과학원 교수 (2010-현재)
성균관대학교 글로벌바이오메디컬공학과 교수 (2015-현재)
성균관대학교 생명공학연구원 원장 (2017-현재)
충북 의료기기 정책자문단 자문위원 (2014-현재)
보건산업진흥원 보건신기술 전문분과위원회 전문위원 (2009-현재)
학술지 논문
(2024)
Deep learning model to evaluate sensorimotor system ability in patients with dizziness for postural control.
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING.
32,
2
(2024)
Can Pressure Data from Wearable Insole Devices Be Utilized to Estimate Low Back Moments for Exoskeleton Control System?.
ACTUATORS.
13,
91
(2022)
A Novel Optimization-Based Convolution Neural Network to Estimate the Contribution of Sensory Inputs to Postural Stability During Quiet Standing.
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS.
26,
9
(2022)
Machine Learning Strategies for Low-Cost Insole-Based Prediction of Center of Gravity during Gait in Healthy Males.
SENSORS.
22,
9
(2021)
Machine Learning Model to Estimate Net Joint Moments during Lifting Task Using Wearable Sensors: A Preliminary Study for Design of Exoskeleton Control System.
APPLIED SCIENCES-BASEL.
11,
24
(2021)
A Novel Patient-to-Image Surface Registration Technique for ENT- and Neuro-Navigation Systems: Proper Point Set in Patient Space.
APPLIED SCIENCES-BASEL.
11,
12
(2020)
Acceleration Magnitude at Impact Following Loss of Balance Can Be Estimated Using Deep Learning Model.
SENSORS.
20,
21
(2020)
A Novel Surface Registration for Image-Guided Neurosurgery: Effects of Intervals of Points in Patient Space on Registration Accuracy.
JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS.
10,
6
(2020)
Acquisition of point cloud in CT image space to improve accuracy of surface registration: Application to neurosurgical navigation system.
JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY.
34,
6
(2020)
Insole System-Based Neural Network Model to Evaluate Force Risk in Cube Method: Application to Pepper Farming Tasks.
JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS.
10,
6
(2020)
Predicting Center of Gravity Displacement During Walking Using a Single Inertial Sensor and Deep Learning Technique.
JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS.
10,
6
(2019)
Machine learning approach to predict center of pressure trajectories in a complete gait cycle: a feedforward neural network vs. LSTM network.
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING.
57,
12
(2019)
Machine Learning-Based Pre-Impact Fall Detection Model to Discriminate Various Types of Fall.
JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME.
141,
8
(2019)
Single Inertial Sensor-Based Neural Networks to Estimate COM-COP Inclination Angle During Walking.
SENSORS.
19,
13
(2018)
Structural design sensitivity analysis of an ultrasonically activated scalpel to improve contact pressure distribution.
JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY.
32,
11
(2018)
Gender-specific Kinematics for Rotational Coordination Between Hips and Lumbar Spine during Downswing.
JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING.
38,
5
(2018)
Analysis of sensory system aspects of postural stability during quiet standing in adolescent idiopathic scoliosis patients.
JOURNAL OF NEUROENGINEERING AND REHABILITATION.
15,
(2018)
A Novel Detection Model and Its Optimal Features to Classify Falls from Low- and High-Acceleration Activities of Daily Life Using an Insole Sensor System.
SENSORS.
18,
4
(2017)
Evaluation of Robust Classifier Algorithm for Tissue Classification under Various Noise Levels.
ETRI JOURNAL.
39,
1
(2017)
Markerless image-to-patient registraton using stereo vision: comparison of registration accuracy by feature selecton method and location of stereo vision system.
전자공학회논문지.
53,
1
단행본
(2022)
Biotechnology and Sports Engineering.
Lighting Source UK Ltd.
주저자
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Digital Factory for Human-Oriented Production Systems.
Springer.
공동
(2008)
의공기사(산업기계).
교육개발연구원.
공동
특허/프로그램
작업 부담평가 장치 및 방법.
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20211203.
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작업 보조용 외골격 장치.
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저전력 하이브리드형 낙상 감지 장치 및 이를 이용한 낙상 감지 방법(LOW-POWER HYBRID-TYPE FALL DETECTION APPARATUS AND FALL DETECTION METHOD USING THE SAME).
10-2019-0108320.
20210809.
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수술용 내비게이션 시스템에서의 표면 점군집 개선 방법 및 장치(METHODS AND APPARATUSES FOR IMPROVING SURFACE POINT CLUSTER IN SURGICAL NAVIGATION SYSTEM).
10-2019-0165110.
20210624.
대한민국
Apparatus and method for discriminating biological tussue, surgical apparatus using the apparatus.
15/203,872.
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미국
유전알고리즘을 이용한 표면정합의 최적정합점 획득 방법 개발.
10-2019-0009981.
20200806.
대한민국
수술용 내비게이션의 표면 정합 방법 및 장치.
10-2018-0022793.
20200402.
대한민국
수술용 내비게이션의 표면 정합 방법 및 수술용 내비게이션 장치.
10-2018-0015796.
20200212.
대한민국
사용자 위급상황 판별 및 알림 방법 및 장치.
10-2018-0033461.
20190716.
대한민국
족부압력 측정장치 및 이를 이용한 지면 반력 측정방법(APPARATUS FOR FOOT PRESSURE MEASURING AND GROUND REACTION FORCE MEASURING METHOD USING THE SAME).
10-1839-6680000.
20180312.
대한민국
웨어러블 자세유지 보조 장치.
10-2016-0049301.
20170828.
대한민국
표면정합을 이용한 영상정합방법 및 영상정합장치.
10-2016-0064865.
20170803.
대한민국
골프 수윙 시 지면 반력 측정 장치 및 방법.
10-2015-0093221.
20170629.
대한민국
외골격 장치.
10-2016-0028840.
20170607.
대한민국
초음파 수술기.
10-2016-0004752.
20170531.
대한민국
생체조직 판별 장치 및 방법, 이를 이용한 수술 장치.
10-2015-0097370.
20170405.
대한민국
지방흡입술(liposuction)에서 사용되는 케뉼라의 위치 추적 및 유저인터페이스(UI) 개발.
10-2014-0000359.
20150611.
대한민국
척추의 비틀림양을 측정할 수 있는 척추측만증 교정장치.
10-2014-0012293.
20150608.
대한민국
지면반력 예측 모델 도출 방법 및 이를 이용한 지면반력 예측 장치(METHOD FOR DERIVING GROUND REACTION FORCE PREDICTING MODEL AND GROUND REACTION FORCE PREDICTING APPARATUS USING THE SAME).
10-1502235-0000.
20150306.
대한민국
인공슬관절 전치환술을 위한 수술용 항법 장치 및 방법.
10-2011-0127174.
20130902.
대한민국
수상/공훈
2013-2014년 최다 인용 논문상 (International Journal of Precision Engineering and Manufacturing)
바이오시스템학회 우송논문상 (2014)
바이오시스템학회 학술상 (2011)
국제 LabVIEW 어플리케이션 공모전 의료 및 바이오 특별상 (2010)
학술회의논문
(2023)
Deep learning-based slip-trip falls and near-falls prediction model using a single inertial measurement unit sensor for construction workplace.
2023 IBDAP.
태국
(2019)
Effect of the points interval on the accuracy of surface registration.
ICON-BASE.
대한민국
(2019)
Insole system-based neural network model to evaluate force risk in cube method: application to pepper farming tasks.
ICON-BASE.
대한민국
(2019)
Predicting center of gravity displacement during walking using a single inertial sensor and deep learning technique.
The international conference on biotechnology and sports engineering.
대한민국
(2019)
Real-Time and Real-Life scenario-based fall detection model using machine learning algorithm.
The international conference on biotechnology and sports engineering.
대한민국
(2018)
Artificial neural network-based predition model for foot pressure distribution during a stace phase.
SMIT2018-IBEC2018 Joint Conference.
대한민국
(2018)
The effects of feature selectioin on pre-impact fall detection modle with increment of lead time.
SMIT2018-IBEC2018 Joint Conference.
대한민국
(2018)
Development of novel iterative cosest point algorithm for surface registration of surgical navigation system.
Proceedings of Academicsera 19th international conference.
대만
(2018)
Evaluation of pre-impact fall predictiion model using machine learnig-based classifiers.
Proceedings of Academicsera 19th international conference.
대만
(2018)
Insole system for evaluation of farm-working risk level: Proper input variable.
Proceedings of academicsera 19th international conference.
대만
(2017)
낙상 후 위험상황 판단 시스템 개발.
2017 대한의용생체공학회.
대한민국
(2017)
유한요소법을 활용한 초음파 수술용 절개장치의 디자인 변수와 접촉 압력의 민감도 분석.
2017 대한의용생체공학회.
대한민국
(2017)
Evaluation of standing balance in patients wit idiopathic scoliosis.
EMBC 2017.
대한민국
(2017)
중량물 들고 내리기 농작업 자세의 에너지 소모량 평가 시스템 개발.
한국농업기계학회 춘계학술발표논문집.
대한민국
(2016)
Automatic power level control of ultrasonic surgical device: Proper frequency range for optimal input in multi tussue classification.
IBEC 2016.
대한민국
(2016)
Posture stability in adolescent idiopathic scoliosis using discrete wavelet transform.
IBEC 2016.
대한민국
(2016)
System for measuring the twisting angle of the rod in scoliosis correction surgury.
IBEC 2016.
대한민국
(2016)
An Insole Device for the Measurement of Foot Plantar Pressure Distribution during a Gait.
BMES2016.
미국
(2016)
The effect of distribution of facial surface points on target registration error in contour-based registration for neuronavigation.
BMES2016.
미국
(2015)
A study on quantitative posture assessment method for use in power suit.
Proceeding of ASAM.
대한민국