윤희남

• 학위: 박사
• 연구실 : (O관)제1교수회관 (O112)
• 세부전공 : 바이오엔지니어링전공

학위

• 박사, 서울대학교 바이오엔지니어링전공 (세부전공 : 생체신호 및 정보 처리), 201802
• 학사, 경희대학교 의료공학과, 201102

경력

• 조교수, 상명대학교, (2020.03~ )
• 선임연구원, LG전자 CTO부문 인공지능연구소, (2018.02~2020.02)

논문

• Effect of closed-loop vibration stimulation on sleep quality for poor sleepers, Frontiers in Neuroscience, 202410
• Modulation of sleep using noninvasive stimulations during sleep, BIOMEDICAL ENGINEERING LETTERS, 202308
• Technologies for sleep monitoring at home: wearables and nearables, BIOMEDICAL ENGINEERING LETTERS, 202308
• Closed-Loop Auditory Stimulation to Guide Respiration: Preliminary Study to Evaluate the Effect on Time Spent in Sleep Initiation during a Nap, SENSORS, 202307
• Convolutional Neural Networks for the Real-Time Monitoring of Vital Signs Based on Impulse Radio Ultrawide-Band Radar during Sleep, SENSORS, 202303
• Age-dependent cardiorespiratory directional coupling in wake-resting state, PHYSIOLOGICAL MEASUREMENT, 202212
• Robust Method for Screening Sleep Apnea With Single-Lead ECG Using Deep Residual Network: Evaluation With Open Database and Patch-Type Wearable Device Data, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 202211
• Respiratory Event Detection during Sleep Using Electrocardiogram and Respiratory Related Signals: Using Polysomnogram and Patch-Type Wearable Device Data, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 202202
• Hybrid CNN-LSTM Network for Real-Time Apnea-Hypopnea Event Detection Based on IR-UWB Radar, IEEE ACCESS, 202202
• External Auditory Stimulation as a Non-Pharmacological Sleep Aid, SENSORS, 202202
• Attention-Based LSTM for Non-Contact Sleep Stage Classification Using IR-UWB Radar, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 202110
• Changes in physiological network connectivity of body system in narcolepsy during REM sleep, COMPUTERS IN BIOLOGY AND MEDICINE, 202109
• Weak closed-loop vibrational stimulation improves the depth of slow-wave sleep and declarative memory consolidation, SLEEP, 202106
• Differential associations of age and Alzheimer's disease with sleep and rest-activity rhythms across the adult lifespan, NEUROBIOLOGY OF AGING, 202105
• Long Short-Term Memory Networks for Unconstrained Sleep Stage Classification Using Polyvinylidene Fluoride Film Sensor, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 202012
• Effect of Closed-Loop Vibration Stimulation on Heart Rhythm during Naps, SENSORS, 201910
• Heart rate variability changes in major depressive disorder during sleep: Fractal index correlates with BDI score during REM sleep, PSYCHIATRY RESEARCH, 201901
• Unobtrusive Sensing Technologies for the Lifecare Solution, JOURNAL OF HEALTHCARE ENGINEERING, 2019
• Human Heart Rhythms Synchronize While Co-sleeping, FRONTIERS IN PHYSIOLOGY, 2019
• Sleep-Dependent Directional Coupling of Cardiorespiratory System in Patients With Obstructive Sleep Apnea, IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 201812
• Wakefulness evaluation during sleep for healthy subjects and OSA patients using a patch-type device, COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 201803
• Slow-Wave Sleep Estimation for Healthy Subjects and OSA Patients Using R-R Intervals, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 201801
• Real-time apnea-hypopnea event detection during sleep by convolutional neural networks, COMPUTERS IN BIOLOGY AND MEDICINE, 2018
• A Novel Wearable Forehead EOG Measurement System for Human Computer Interfaces, SENSORS, 201707
• REM sleep estimation based on autonomic dynamics using R-R intervals, PHYSIOLOGICAL MEASUREMENT, 201704
• Sleep Period Time Estimation Based on Electrodermal Activity, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 201701
• Smart ECG Monitoring Patch with Built-in R-Peak Detection for Long-Term HRV Analysis, ANNALS OF BIOMEDICAL ENGINEERING, 201607
• Physiological Signal Monitoring Bed for Infants Based on Load-Cell Sensors, SENSORS, 201603
• Polyvinylidene fluoride sensor-based method for unconstrained snoring detection, PHYSIOLOGICAL MEASUREMENT, 201507
• Heart Rate Variability Monitoring during Sleep Based on Capacitively Coupled Textile Electrodes on a Bed, SENSORS, 201505
• 심전도를 이용한 서파 수면 자동 검출 알고리즘 개발, 의공학회지, 201412
• PVDF 필름 기반 센서를 이용한 무구속적인 누운 자세 추정, 의공학회지, 201410
• 침대 패드 형태의 용량성 전극에서 측정된 심전도 신호를처리하기 위한 자동 잡음 제거 및 피크 검출 알고리즘, 의공학회지, 201408
• Unconstrained Sleep Apnea Monitoring Using Polyvinylidene Fluoride Film-Based Sensor, IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 201407
• PVDF 필름 기반 센서를 이용한 정상인 및 폐쇄성 수면무호흡증 환자에서의 무구속적인 렘 수면 모니터링, 의공학회지, 201406
• Nocturnal Awakening and Sleep Efficiency Estimation Using Unobtrusively Measured Ballistocardiogram, IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 201401
• Ferroelectret film-based patch-type sensor for continuous blood pressure monitoring, ELECTRONICS LETTERS, 2014

저역서

• Seamless Healthcare Monitoring, SPRINGER, 20171125

지식재산

• 수면 유도 장치, 20230828
• 수면 상태를 결정하는 전자 장치 및 그 제어 방법, 20220118
• Apparatus for inducing activity of user's autonomic nervous system and method thereof, 20210525
• 졸음 운전을 방지하기 위한 방법, 시스템 및 차량, 20210216
• 개인 맞춤형 호흡 동기화를 위한 심박변이 기반의 청각자극 변조 장치 및 방법, 20190715
• 자율신경계 활동 유도 장치 및 그 방법, 20190610
• 생체 신호를 수집하여 수면상태를 판별하고 수면 인자를 도출하는 방법 및 이를 이용한 서버, 20181106
• 사용자의 생체 데이터 및 수면환경 데이터를 수집하여 챗봇을 통해 설문을 간소화하는 방법 및 이를 이용한 챗봇 제공 장치, 20180213
• 사용자의 심박 패턴을 학습하여 숙면에 유리하도록 동기화하는 방법 및 이를 이용한 장치, 20171222
• 생체신호기반 수면 상호영향 분석방법, 20170821
• 공진호흡주파수 및 위상 검출을 통한 최적의 호흡패턴 결정 방법, 시스템 및 컴퓨터 프로그램, 20170703
• 일상생활 중 심부 체온 일주기 리듬 추정 방법, 20160728
• 뇌파측정을 통한 개인 인증 방법, 시스템 및 컴퓨터 프로그램, 20160323

학술발표

• 심박수 검출을 위한 심탄도의 전처리 조합 결정 연구, 대한의용생체공학회, 20231110
• 무구속적으로 측정된 생체신호의 움직임 구간 검출 기술 개발, 대한의용생체공학회, 20231110
• 활동량과 수면 단계로 acrophase의 비교 분석 연구, 대한의용생체공학회, 20231110
• 산모와 태아의 심장 활동 Granger Causality 분석, 대한의용생체공학회, 20231110
• 심박변이도를 활용한 깊은 수면의 단계적 추정, 대한의용생체공학회, 20231110
• 수면 중 움직임 정보를 이용한 깊은 수면 백분율 추정, 대한의용생체공학회, 20231110
• BERT 스코어 기반 디지털 휴먼 프로토타입의 감성 대화 품질 평가, 한국감성과학회, 20221125
• 소리자극에 따른 의식적 호흡이 심박수에 미치는 영향, 대한의용생체공학회, 20221104
• 필터계수가 심탄도의 평균심박수 계산 성능에 미치는 영향 분석, 대한의용생체공학회, 20221104
• 심탄도의 트렌드를 이용한 평균 심박수 검출 방법, 대한의용생체공학회, 20221104
• 대상자 호흡주기 기반의 청각자극이 낮 수면 중 심박변이율에 미치는 영향 분석, 대한의용생체공학회 , 20221104
• 초광대역 레이더 기반의 딥러닝 모델을 이용한 실시간 수면무호흡-저호흡 검출, 대한의용생체공학회, 20210513
• 비접촉식 수면 단계 분류를 위한 주의 집중 기반 장단기 메모리 네트워크 개발, 대한의용생체공학회, 20201111
• Apneic Event Estimation only using SpO2 Dynamics in Sleep Apnea Patients, IEEE Engineering in Medicine and Biology Society, 20200721
• Differential Influence of Aging and Alzheimer’s Disease on Sleep and Rest-Activity Rhythms over the Entire Adult Life, Alzheimer's Association, 20190715
• Preliminary Study: the Effect of Closed-loop Vibration Stimulation on Heart Rhythm during Nap, Japanese Society of Medical & Biological Engineering, 20181212
• Relationship between Periodicity of Limb Movements During Sleep and Sympathetic Overactivity, IEEE Engineering in Medicine and Biology Society, 20180720
• Preliminary Study: Real-Time Sleep Staging Using Ballistocardiogram Signal, IEEE Engineering in Medicine and Biology Society, 20180719
• Association between Sleep-Wake Cycle and Brain Cortical Thickness in Young Adults, American Academy of Sleep Medicine, 20180604
• Monitoring system of paired-individuals' co-sleep using unobtrusively measured biological signals, The Korean Society of Medical & Biological Engineering, 20171206
• Real-time snoring detection using ballistiocardiogram (BCG) in co-sleep, The Korean Society of Medical & Biological Engineering, 20171206
• Respiration characteristics during sleep onset period as a predictor of insomnia, The Korean Society of Medical & Biological Engineering, 20171206
• 주기성 사지 운동 장애 환자의 수면 중 사지 운동의 주기성과 교감신경계의 활성도의 연관성, 대한의용생체공학회, 20171110
• 입면 구간 및 수면 중 불면증의 호흡 특성, 대한의용생체공학회, 20171110
• Directional Coupling in Cardiorespiratory System According the Activation of Autonomic Nervous System Depending on Sleep Stages, IEEE Engineering in Medicine and Biology Society, 20170713
• Heart Rate Variability in Patients with Major Depressive Disorder and Healthy Controls during Non-REM Sleep and REM Sleep, IEEE Engineering in Medicine and Biology Society, 20170713
• Analysis of structural dependency among sleep stages: Application to sleep parameter estimation only using awakening-related information, The Korean Society of Medical & Biological Engineering, 20161111
• Apnea-Hypopnea events detection based on Convolutional Neural Networks, The Korean Society of Medical & Biological Engineering, 20161111
• 두 사람의 수면에서 나타나는 심박동의 상호작용, 대한의용생체공학회, 20160513
• 다채널 심전도 시스템에서 접촉 채널 자동 검출방법, 대한의용생체공학회, 20160513
• 깊은 인공신경망 분류기를 이용한 서파수면 검출, 대한의용생체공학회, 20160513
• 선형판별분석을 이용한 수면 단계 분류, 대한의용생체공학회, 20160513
• Effect of Physical and Mental Conditions on Nonlinear HRV Analysis, Japanese Society of Medical & Biological Engineering, 20151201
• Method of ballistocardiogram measurement for infants, The Korean Society of Medical & Biological Engineering, 20151113
• Increased variation in blood pressure during REM sleep detected from ballistocardiogram, The Korean Society of Medical & Biological Engineering, 20151113
• Obstructive sleep apnea-hypopnea syndrome diagnosis using quantitative analysis of sleep macrostructure, The Korean Society of Medical & Biological Engineering, 20151113
• Classification method for detecting the deep sleep in human sleep based on machine learning, The Korean Society of Medical & Biological Engineering, 20151113
• Noninstrusive Sleep Monitoring, IEEE Engineering in Medicine and Biology Society, 20150827
• Estimation of Sleep Posture using a Patch-Type Accelerometer based Device, IEEE Engineering in Medicine and Biology Society, 20150827
• Correlation between Sleep Spindles and Sleep Structure, IEEE Engineering in Medicine and Biology Society, 20150827
• SVM-Based Non-Intrusive Sleep Staging Method for OSA Patients, IEEE Engineering in Medicine and Biology Society, 20150827
• Ballistocardiogram of Baby during Sleep, IEEE Engineering in Medicine and Biology Society, 20150826
• Contrast between Spectral and Connectivity Features for Electroencephalography based Authentication, International Union for Physical and Engineering Sciences in Medicine, 20150609
• 심전도 유도 호흡의 동역학적 특성을 이용한 입면 지연 시간 추정 방법, 대한의용생체공학회, 20150508
• 자동 잡음 제거 및 피크 검출 알고리즘의 성능 비교평가, 대한의용생체공학회, 20150508
• 무구속 심탄도 모니터링을 통한 폐쇄성 수면 무호흡 구간의 검출, 대한의용생체공학회, 20150508
• 단일 채널 뇌전도 기반 개인 인증 성능 평가, 대한의용생체공학회, 20150508
• 호흡과 움직임 신호를 이용한 무구속 4단계 수면 분석, 대한의용생체공학회, 20150508
• Unconstrained Detection of Snoring with PVDF-film Sensor During Sleep, The Korean Society of Medical & Biological Engineering, 20141121
• ECG Monitoring Patch for Non-invasive Assessment of ANS, The Korean Society of Medical & Biological Engineering, 20141121
• Heart Rate Estimation in Ballistocardiogram Acquired from Various Sensors, The Korean Society of Medical & Biological Engineering, 20141121
• Virtual Keyboard using Eye Blink Extracted from Forehead EOG, The Korean Society of Medical & Biological Engineering, 20141121
• Evaluation of EEG Personal Recognition considering Channel Configuration of Commercial EEG Headset, The Korean Society of Medical & Biological Engineering, 20141121
• Unconstrained Sleeping Posture Estimation using Load Cells: A Preliminary Study, The Korean Society of Medical & Biological Engineering, 20141121
• Deep Sleep Estimation using Photoplethysmography Signal, The Korean Society of Medical & Biological Engineering, 20141121
• Ballistocardiography for Non-Intrusive Sleep Structure Estimation, IEEE Engineering in Medicine and Biology Society, 20140828
• Estimation of Body Temperature Rhythm Based on Heart Activity Parameters in Daily Life, IEEE Engineering in Medicine and Biology Society, 20140828
• PVDF 센서를 이용한 침대에서의 수면자세 추정 사전 연구, 대한의용생체공학회, 20140509
• 전두엽 뇌파 신호만을 이용한 수면/깸 검출, 대한의용생체공학회, 20140509
• 심박변이율에 근거한 수면 모니터링 기술 개발, 대한의용생체공학회, 20140509
• T-REX: 일상생활 중 심전도 모니터링을 위한 패치형 시스템, 대한의용생체공학회, 20140509
• 입면기 호흡주기를 이용한 수면무호흡증 심각도의 예측, 대한의용생체공학회, 20140509
• 헤드밴드형 이마 안전도 측정 시스템을 위한 안구 움직임 구별 알고리즘, 대한의용생체공학회, 20140509
• Validation of Algorithm with Noise Tolerance Methods to Detect R-wave, Biomedical Engineering Society (Singapore), 20131205
• 수면 심박-호흡의 위상 동기 특성과 방향성 관계 분석, 대한의용생체공학회, 20131108
• 음악에 의한 심혈관계 생체신호의 변화 분석, 대한의용생체공학회, 20131108
• 태아-임부간 심장박동 위상 동기화 분석, 대한의용생체공학회, 20131108
• PVDF 필름 기반 센서를 이용한 코골이 추정, 대한의용생체공학회, 20131108
• 청각 자극에 따른 편두통환자의 알파파 위상 동기화, 대한의용생체공학회, 20131108
• Estimation of duration of sleep stages only using load cell-based movement, Japanese Society of Medical & Biological Engineering, 20130913
• Evaluation of dynamic activity recognition using lower extremity surface electromyography for health monitoring shoe system, Japanese Society of Medical & Biological Engineering, 20130913
• Real-time Nocturnal Awakening Detection with Heart Rate Data, American Academy of Sleep Medicine, 20130603
• REM Sleep Estimation from ECG-Derived Respiration Method, American Academy of Sleep Medicine, 20130602
• 수면 중 무자각 코골이 신호 모니터링, 대한의용생체공학회, 20130510
• 독립성분분석을 활용한 심박변이율 기반의 깊은 수면 추정 방법, 대한의용생체공학회, 20130510
• 보행 중 심박, 호흡, 움직임의 위상 동기역학적 특성 분석, 대한의용생체공학회, 20121110
• 수면단계에 대한 심폐 동기역학 특성 변화, 대한의용생체공학회, 20121110
• 일상생활 속 장시간의 무구속적인 PPG 관측을 위한 시스템의 발열 문제 개선과 예비 연구, 대한의용생체공학회, 20121110
• 심음 특성을 이용한 심탄도 신호의 분석, 대한의용생체공학회, 20121110
• 수면 중 스마트폰을 이용한 수면 효율 추정, 대한의용생체공학회, 20121110
• Sleep Apnea Monitoring Using Unconstrained Physiological Signal Measurement Sensor, The Korean Society of Medical & Biological Engineering, 20121027
• Common-Mode Interference Suppression for Capacitive Measurement of Electroencephalogram, The Korean Society of Medical & Biological Engineering, 20121026
• Dynamic Relationship Between Cardiolocomotor Coupling and Cardiorespiratory Coupling During Walking on Treadmill, The Korean Society of Medical & Biological Engineering, 20121026
• An Automatic Beat Detection Algorithm for Long-term Ballistocardiogram Monitoring, The Korean Society of Medical & Biological Engineering, 20121026
• 운동 중 심전도 측정에서 동잡음 자동 판단을 위한 파라미터 추출과 활용, 대한의용생체공학회, 20120511
• 일상생활 중 폐쇄성 수면 무호흡증 모니터링, 대한의용생체공학회, 20120511
• 운동 방향에 따른 심전도 파형 분석과 잡음 제거, 대한의용생체공학회, 20111111
• 심탄도를 이용한 수면 중 HRV 분석 비교, 대한의용생체공학회, 20111111
• 심전도와 심탄도를 이용한 수면 중 혈압 추정, 대한의용생체공학회, 20111111
• 판단 알고리즘이 적용된 독립성분분석법을 이용한 심전도 잡음제거, 대한의용생체공학회, 20111111
• Deep Non Deep Distinction with HRV Based Method, American Medical Association and IEEE Engineering in Medicine and Biology Society, 20111017
• Adaptive Motion Artifact Cancellation Using Acceleration and EMG Signals, American Medical Association and IEEE Engineering in Medicine and Biology Society, 20111017
• Sleep Posture Estimation from Capacitively Measured 12-Channel ECG, Japanese Society of Medical & Biological Engineering, 20110921
• Deep and Light Sleep Estimation with BCG Signal HRV using Support Vector Machine, Japanese Society of Medical & Biological Engineering, 20110921

수상

• 루트로닉 의공학상-젊은의공학자상, 대한의용생체공학회, 20231110
• Physiological Measurement Highlights of 2017, Physiological Measurement, 20180101
• 우수논문상, 서울대학교 공과대학 바이오엔지니어링협동과정 학술대회 , 서울대학교 공과대학, 20171117
• Best Paper Award, International Biomedical Engineering Conference 2016, The Korean Society of Medical & Biological Engineering, 20161112
• Student Paper Award, 11th International Conference on Ubiquitous Healthcare (uHealthcare 2014), The Korean Society of Medical & Biological Engineering, 20141122