About AAI
(Dep. of Applied Artificial Intelligence)
교수소개
이름
김성은
전공
뇌공학, 뇌인공지능, 딥러닝
TEL
02-970-6450
E-mail
sekim@seoultech.ac.kr
연구실
상상관 402호
학력
- 2004. 3 ~ 2010. 8, Ph.D. Division of Electrical and Computer Engineering, POSTECH, Korea
- 2000. 3 ~ 2004. 2, B.S. Department of Electronic and Electrical Engineering, POSTECH, Korea
주요 경력
- 2023. 10 ~ current, Associate Professor, SeoulTech
- 2021. 3 ~ 2023. 9, Assistant Professor, SeoulTech
- 2017. 3 ~ 2021. 2, Assistant Professor, Hanbat National University
- 2014. 1 ~ 2017. 2, Postdoctoral Associate, MIT (USA)
- 2011. 10 ~ 2014. 1, Senior Engineer, Samsung Electronics
- 2010. 9 ~ 2011. 9, Postdoctoral Fellow, POSTECH
주요논문 및 저서
◾ Y. Kwak, K. Kong, W.-J. Song, B.-K. Min and S.-E. Kim, "Multilevel Feature Fusion with 3D Convolutional Neural Network for EEG Based Workload Estimation", IEEE ACCESS, vol. 8, pp. 16009-16021, Jan 2020.
◾ L. Cornelissen†, S.-E. Kim†, P. L. Purdon, E. N. Brown, and C. B. Berde, "Electroencephalographic Markers of Brain Development during Sevoflurane Anaesthesia in Children up to 3 Years Old," (Featured in Front Cover) British Journal of Anaesthesia, vol. 120, no. 6, pp. 1274-1286, Jun 2018. (†equally contributed authors)
◾ S.-E. Kim†, M. Behr†, D. Ba†, and E. N. Brown, "State-Space Multitaper Time-Frequency Analysis," (Featured in MIT News) PNAS, vol. 115, no.1, pp. E5-E14, Jan 2018. (†equally contributed authors)
◾ L. Cornelissen†, S.-E. Kim†, P. L. Purdon, E. N. Brown, and C. B. Berde, "Age-dependent Electroencephalogram (EEG) Patterns during Sevoflurane General Anesthesia in Infants," eLife, 06513, 2015. (†equally contributed authors)
◾ S.-E. Kim, J.-W. Lee, and W.-J. Song, "A Theory on the Convergence Behavior of the Affine Projection Algorithm," IEEE Transactions on Signal Processing, vol. 59, no. 12, pp. 6233-6239, Dec 2011.
저널 논문
◾ H.-S. Lee, J.-W. Lee, W.-J. Song and S.-E. Kim*, "Adaptive Algorithm for Sparse System Identification based on Hard-Thresholding Techniques," IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 67, no. 12, pp. 3597-3601, Dec 2020.
◾ H. Park†, Y. Kim†, S. Kim, A. J, S.-E. Kim*, and W. Choi*, "Comparison of electroencephalogram between propofol- and thiopental-induced anesthesia for awareness risk in pregnant women", Scientific Reports, 10:6192, Apr 2020.(†equally contributed authors, *co-corresponding authors)
◾ Y. Kwak, K. Kong, W.-J. Song, B.-K. Min and S.-E. Kim*, "Multilevel Feature Fusion with 3D Convolutional Neural Network for EEG Based Workload Estimation", IEEE ACCESS, vol. 8, pp. 16009-16021, Jan 2020.
◾ J.-H. Chung and T. Kang*, D. Kwun, J. Lee, and S.-E. Kim*, "User Recognition based on Human Body Impulse Response: A Feasibility Study," IEEE ACCESS, vol. 8, pp. 6627-6637, Dec 2019. (*co-corresponding authors)
◾ Y. Kwak, W.-J. Song, and S.-E. Kim*, "Speckle-Noise-Invariant Convolutional Neural Network for SAR Target Recognition," IEEE Geoscience and Remote Sensing Letters, vol. 16, no. 4, pp. 549-553, Apr 2019.
◾ S.-E. Kim, D. Ba, and E. N. Brown, "A Multitaper Frequency-Domain Bootstrap Method," IEEE Signal Processing Letters, vol. 25, no. 12, pp. 1805-1809, Dec 2018.
◾ J.-W. Lee, J.-T. Kong, W.-J. Song, and S.-E. Kim*, "Data-Reserved Periodic Diffusion LMS for Reducing Communications over Networks," IEEE ACCESS, vol. 6, pp. 54636-54650, Sep 2018.
◾ J.-T. Kong, D.-C. Ahn, S.-E. Kim, and W.-J. Song, "Robust Distributed Clustering Algorithm over Multitask Networks," IEEE ACCESS, vol. 6, pp. 45439-45447, Aug 2018.
◾ L. Cornelissen†, S.-E. Kim†, P. L. Purdon, E. N. Brown, and C. B. Berde, "Electroencephalographic Markers of Brain Development during Sevoflurane Anaesthesia in Children up to 3 Years Old," (Featured in Front Cover) British Journal of Anaesthesia, vol. 120, no. 6, pp. 1274-1286, Jun 2018. (†equally contributed authors)
◾ S.-E. Kim†, M. Behr†, D. Ba†, and E. N. Brown, "State-Space Multitaper Time-Frequency Analysis," (Featured in MIT News) PNAS, vol. 115, no.1, pp. E5-E14, Jan 2018. (†equally contributed authors)
◾ O. Akeju, L. Hobbs, L. Gao, S. Burns, K. Pavone, G. S. Plummer, E. C. Walsh, T. Houle, S.-E. Kim, M. T. Bianchi, J. M. Ellenbogen, E. N. Brown, "Dexmedetomidine Promotes Biomimetic Non-rapid Eye Movement Stage 3 Sleep in Humans: A Pilot Study," Clinical Neurophysiology, vol. 129, no. 1, pp. 69-78, Jan 2018.
◾ J.-T. Kong, J.-W. Lee, S.-E. Kim, and W.-J. Song, "Diffusion LMS Algorithm with Muti-combination for Distributed Estimation: Formation and Performance Analysis," Digital Signal Processing, vol. 71, pp. 117-130, Dec 2017.
◾ F. J. Flores, K. E. Hartnack, K. A. B. Fath, S.-E. Kim, M .A. Wilson, E. N. Brown, and P. L. Purdon, "Thalamocortical synchronization during induction and emergence from propofol-induced anesthesia," PNAS, vol. 114, no. 32, pp. E6660-E6668, Aug 2017.
◾ O. Akeju†, S.-E. Kim†, R. Vazquez, J. Rhee, K. J. Pavone, L. E. Hobbs, P. L. Purdon, and E. N. Brown, "Spatiotemporal Dynamics of Dexmedetomidine-induced Electroencephalogram Oscillations," PLoS ONE, vol. 11, no. 10, e0163431, Oct 2016. (†equally contributed authors) [IF: 2.806]
◾ J. Kenny, J. Chemali, C. J. Van Dort, S.-E. Kim, D. Ba, N. E. Taylor, E. N. Brown, and K. Solt, "Physostigmine and Methylphenidate Induce Distinct Arousal States during Isoflurane General Anesthesia in Rats,'' Anesthesia & Analgesia, vol. 123, no. 5, pp. 1210-1219, Nov 2016.
◾ S.-E. Kim, J.-W. Lee, and W.-J. Song, "A Noise Resillent Affine Projection Algorithm and Its Performance Analysis," Signal Processing, vol. 121, pp. 94-101, Apr 2016.
◾ L. Cornelissen†, S.-E. Kim†, P. L. Purdon, E. N. Brown, and C. B. Berde, "Age-dependent Electroencephalogram (EEG) Patterns during Sevoflurane General Anesthesia in Infants," eLife, 06513, 2015. (†equally contributed authors)
◾ M. B. Westover, S.-E. Kim, SN Ching, P. L. Purdon, and E. N. Brown, "Robust Control of Burst Suppression for Medical Coma," Journal of Neural Engineering, vol. 12, no. 4, 046004 (22pp), Aug 2015.
◾ H.-S. Lee, S.-E. Kim, J.-W. Lee, and W.-J. Song, "A Variable Step-size Diffusion LMS Algorithm for Distributed Estimation," IEEE Transactions on Signal Processing, vol. 63, no. 7, pp. 1808-1820, Apr 2015.
◾ J. W. Lee, S.-E. Kim, and W.-J. Song, "Data-selective Diffusion LMS for Reducing Communication Overhead," Signal Processing, vol. 113, pp. 211-217, Aug 2015.
◾ K.-H. Kim, Y. S. Choi, S.-E. Kim, and W.-J. Song, "A Low-Complexity Complementary-Pair Affine Projection Adaptive Filter," IEICE Trans Fundamentals Elec, Comm & Comp Sci, vol. E97-A, no. 10, pp.2074-2078, Oct 2014.
◾ S.-E. Kim, Y.-S. Choi, J.-W. Lee, and W.-J. Song, "Partial-Update Normalized Sign LMS Algorithm Employing Sparse Updates," IEICE Trans Fundamentals Elec, Comm & Comp Sci, vol. E96-A, no. 6, pp. 1482-1487, Jun 2013.
◾ M.-K. Song, S.-E. Kim, Y.-S. Choi, and W.-J. Song, "Selective Normalized Subband Adaptive Filter with Subband Extension," IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 60, no. 2, pp. 101-105, Feb 2013.
◾ J.-W. Lee, S.-E. Kim, W.-J. Song, and A. H. Sayed, "Spatio-Temporal Diffusion Strategies for Distributed Estimation and Detection over Networks," IEEE Transactions on Signal Processing, vol. 60, no. 8, pp. 4017-4034, Aug 2012.
◾ Y.-S. Choi, S.-E. Kim, and W.-J. Song, "Noise-Robust Normalized Subband Adaptive Filtering," IET Electronics Letters, vol. 48. no. 8, pp. 432-434, Apr 12, 2012.
◾ S.-E. Kim, J.-W. Lee, and W.-J. Song, "A Theory on the Convergence Behavior of the Affine Projection Algorithm," IEEE Transactions on Signal Processing, vol. 59, no. 12, pp. 6233-6239, Dec 2011.
◾ K.-H. Kim, Y.-S. Choi, S.-E. Kim, and W.-J. Song, "An Affine Projection Algorithm With Periodically Evolved Update Interval," IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 58, no.11, pp. 763-767, Nov 2011.
◾ K.-H. Kim, S.-E. Kim, and W.-J. Song, "An Alternating Selection for Parallel Affine Projection Filters," IEICE Trans Fundamentals Elec, Comm & Comp Sci, vol. E94-A no.7 pp.1576-1580, Jul 2011.
◾ S.-E. Kim, Y.-S. Choi, M.-K. Song, and W.-J. Song, "A Subband Adaptive Filtering Algorithm Employing Dynamic Selection of Subband Filters," IEEE Signal Processing Letters, vol. 17, no. 3, pp. 245-248, Mar 2010.
◾ J.-J. Hong, S.-E. Kim, and W.-J. Song, "A Clipping Reduction Algorithm Using Backlight Luminance Compensation for Local Dimming Liquid Crystal Displays," IEEE Transactions on Consumer Electronics, vol. 56, no. 1, pp.240-246, Feb 2010.
◾ S.-E. Kim, J.-Y. An, J.-J. Hong, T. W. Lee, C. G. Kim, and W.-J. Song, "How to Reduce Light Leakage and Clipping in Local Dimming Liquid-Crystal Displays," Journal of the Society for Information Display, vol. 17, no. 12, pp. 1051-1057, Dec 2009.
◾ S.-E. Kim, S.-J. Kong, and W.-J. Song, "An Affine Projection Algorithm with Evolving Order," IEEE Signal Processing Letters, vol. 16, no. 11, pp. 937-940, Nov 2009.
◾ Subject-Invariant Deep Neural Networks Based on Baseline Correction for EEG Motor Imagery BCI, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, vol.27 No.4 pp.1801~1812, 2023김성은
◾ 기계 학습에 기반한 가상현실의 손 움직임을 통한 경도인지장애 조기 선별: 가상현실 기반의 경도인지장애 조기 선별, Journal of Cognitive Intervention and Digital Health, vol.1 No.1 pp.1~7, 2022김성은
◾ Neurodynamic correlates for the cross-frequency coupled transcranial alternating current stimulation during working memory performance, FRONTIERS IN NEUROSCIENCE, vol.16, 2022김성은
◾ Spiking Neural Networks-Inspired Signal Detection Based on Measured Body Channel Response, IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, vol.71, 2022김성은
◾ Penalty based robust learning with noisy labels, NEUROCOMPUTING, vol.489 pp.112~127, 2022김성은
◾ FGANet: fNIRS-Guided Attention Network for Hybrid EEG-fNIRS Brain-Computer Interfaces, IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, vol.30 pp.329~339, 2022김성은
◾ Adaptive State-Space Multitaper Spectral Estimation, IEEE SIGNAL PROCESSING LETTERS, vol.29 pp.523~527, 2022김성은
◾ Measurement and Analysis of Human Body Channel Response for Biometric Recognition, IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, vol.70, 2021김성은
◾ Measurement and Evaluation of Electric Signal Transmission Through Human Body by Channel Modeling, System Design, and Implementation, IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, vol.70, 2021김성은
◾ 공과대학 학생들의 시각적 대시보드를 활용한 온라인 토론활동 경험, 공학교육연구, vol.24 No.1 pp.24~33, 2021김성은
학술대회
◾ Y. Kwak, W.-J. Song, S.-E. Kim, “Deep Feature Normalization using Rest State EEG Signals for Brain-Computer Interface,” Internationl Conference on Electronics, Information, and Communication (ICEIC) 2021, Jan. 31-Feb. 3, Jeju, Korea (2021) (Best Paper Award)
◾ Y. Kwak, W.-J. Song, S.-E. Kim, “Graph Neural Network with Multilevel Feature Fusion for EEG based Brain-Computer Interface,” The 5th IEEE/IEIE International Conference on Consumer Electronics (ICCE) Asia 2020, Nov. 1-3, Haeundae, Busan, Korea (2020).
◾ Y. Kwak, W.-J. Song, B.-K. Min, and S.-E. Kim, “3D CNN based Multilevel Feature Fusion for Workload Estimation,” Proc. 8th IEEE International Winter Conference on Brain-Computer Interface, Feb. 26-28, Gangwon, Korea (2020).
◾ S.-E. Kim, D. Ba, and E. N. Brown, “A Multitaper Frequency-Domain Bootstrap Method," IEEE Int. Conf. on Acoustics, Speech, and Signal Process., May 12-17, Brighton, UK (2019).
◾ Y. Kwak, W.-J. Song, and S.-E. Kim, “Classification of Working Memory Performance from EEG with Deep Artificial Neural Networks,” Proc. 7th IEEE International Winter Conference on Brain-Computer Interface, Feb. 18-20, Gangwon, Korea (2019).
◾ S.-E. Kim, M. Behr, D. Ba, and E. N. Brown, "State-Space Model Based Multitaper Spectral Estimation," The 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2017), Jul 11-15, Jeju Island, Korea (2017).
◾ S.-E. Kim, D. Ba, and E. N. Brown, "Multitapter Frequency Domain Bootstrap," The 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2015), Aug 25-29, Milan, Italy (2015).
◾ S.-E. Kim, Y. Kim, J. Yoon, and E. S. Kim, "Indoor Navigation System Using Geomagnetic Anormalies for Smartphones," International Conference on Indoor Positioning and Indoor Navigation, IPIN'12, Sep 13-15, Sydney, Australia, (2012).
◾ H.-S. Lee, S.-E. Kim, J.-W. Lee, and W.-J. Song, "A Variable Step-size Diffusion LMS Algorithm for Distributed Estimation over Networks," in Proceedings of The 27th Internation Technical Conference on Circuits/Sytems, Computers, and Communications, ITC-CSCC'12, Jul 15-18, Sapporo, Japan, (2012). (Best Paper Award)
◾ M.-K. Song, S.-E. Kim, Y.-S. Choi, and W.-J. Song, "An Efficient Normalized Subband Adaptive Filter Exploiting a Subset of Subbands," European Signal Processing Conference (EUSIPCO-2011), Aug 29- Sep. 2, Barcelona, Spain (2011).
◾ J.-W. Lee, S.-E. Kim, W.-J. Song, and A. H. Sayed, "Spatial-Temporal Diffusion LMS Algorithms for Distributed Estimation Over Adaptive Network," European Signal Processing Conference (EUSIPCO-2011), Aug 29- Sep 2, Barcelona, Spain (2011).
◾ S.-E. Kim, J.-W. Lee, and W.-J. Song, "Steady-State Analysis of the NLMS Algorithm with Reusing Coefficient Vector and a Method for Improving Its Performance IEEE Int. Conf. on Acoustics, Speech, and Signal Process. (ICASSP '11), pp. 4120-4123, May 22-27, Prague, Czech Republic (2011).
◾ J.-J. Hong, S.-E. Kim, and W.-J. Song, "Clipping Reduction Algorithm using Backlight Luminance Compensation for Local Dimming in Liqiuid Crystal Displays," IEEE International Conference on Consumer Electronics Digest of Technical Papers (ICCE'10), pp. 55-56, Jan 11-13, Las Vegas, USA (2010).
◾ J.-H. Lee, S.-E. Kim, T.-H. Lee, and W.-J. Song, "Flicker Reduction Backlight Control based on Adaptive Moving Average Filtering," SID International Symposium Digest of Technical Papers, vol. 40, pp. 1294-1297, May 31-Jun. 5, San Antonio, USA (2009).
◾ J.-Y. An, S.-E. Kim, and W.-J. Song, "Adaptive Local Dimming Backlight for Liquid Crystal Displays," Proceedings of The 15th International Display Workshops (IDW'08), pp. 285-288, Dec 3-5, Niigata, Japan (2008). (Outstanding Poster Paper Award)
◾ K.-H. Kim, Y.-S. Choi, S.-E. Kim, and W.-J. Song, "Convex Combination of Affine Projection Filters with Individual Regularization," Proceedings of The 23rd International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC'08), pp. 901-904, Jul 6-9, Shimonoseki, Japan (2008).
◾ S.-E. Kim, Y.-S. Choi, Y.-K. Han, and W.-J. Song, "Partial-Update L∞-Norm Adaptive Filtering Algorithm with Sparse Updates," Proceedings of The 23rd International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC'08), pp.905-908, Jul 6-9, Shimonoseki, Japan (2008).
◾ 최예지, 김연수, 박진석, 최호진, 김성은, Phase Lag Entropy를 이용한 알츠하이머병의 뇌 연결성 연구, 추계학술대회 논문집, 곤지암리조트, 2022김성은
◾ 정다예나, 김연수, 박진석, 최호진, 김성은, EEG 리듬 분석 기반의 경도인지장애 예측, 추계학술대회 논문집, 곤지암리조트, 2022김성은
◾ 정지훈, 진창균, 김성은, Autoencoder 및 Variational Autoencoder 기반 위조지문 판별 모델 비교, 추계학술대회 논문집, 곤지암리조트, 2022김성은
◾ Chang-Gyun Jin, Seong-Eun Kim, EEG-based Mental Workload Estimation using Encoder-Decoder Networks with Multilevel Feature Fusion, The Seventh International Conference on Consumer Electronics Asia, SONO CALM, Yeosu, South Korea, 2022김성은
◾ Ida Ayu Putu Ari Crisdayanti, Seong-Eun Kim, Multilevel Feature Fusion-based Convolutional Neural Network for Anomaly Classification of Respiratory So, The Seventh International Conference On Consumer Electronics (ICCE) Asia, SONO CALM, Yeosu, South Korea, 2022김성은
◾ 박은서, Ida Ayu Putu Ari Crisdayanti, 김성은, 모든 연령대의 디지털 청진음 기반 폐음 진단을 위한 딥러닝 기술 개발, 한국전기전자학회 하계학술대회 논문집, 제주대학교, 2022김성은
◾ 3, 머신러닝 알고리즘 기법을 이용한 뇌파 기반의 마취 후 회복실에서의 통증 분류 및 분석, 한국전기전자학회 하계학술대회, 제주대학교, 2022김성은
◾ 한혜림, 김연수, 김성은, 머신러닝 알고리즘 기법을 이용한 뇌파 기반의 마취 후 회복실에서의 통증 분류 및 분석, 하계학술대회 논문집, 제주대학교 아라컨벤션홀, 2022김성은
◾ 진창균, 김성은, Variational AutoEncoder 기반의 데이터 트랜드 분석을 사용한 센서 고장 탐지 및 예측 기법, 하계학술대회 논문집, 제주신화월드, 2022김성은
◾ Ida Ayu Putu Ari Crisdayanti, 남성우, 정성관, 이민영, 김성은, CNN-LSTM 네트워크 기반의 소아 호흡이상음 식별 기법, 하계종합학술발표회 논문집, 제주 그랜드하얏트호텔, 2022김성은
◾ 진창균, 김성은, Long Short Term Memory 기반의 심층신경망을 이용한 센서 고장 탐지 기법, 동계종합학술발표회 논문집, 평창 알펜시아 리조트, 2022김성은
◾ 최예지, 김광일, 김예찬, 김성은, BCI 를 위한 동작 상상 뇌파 분류에 관한 연구, 동계종합학술발표회 논문집, 평창 알펜시아 리조트, 2022김성은
◾ 정지훈, 최수빈, 김성은, 화이트 밸런스 기술을 이용한 소변 검사 결과 영상 판독에 관한 연구, 동계종합학술발표회 논문집, 평창 알펜시아 리조트, 2022김성은
◾ 송인경, 김연수, 이병두, 신원정, 김성은, Age-dependent electroencephalographic spectral patterns during midazolam-induced general anesthesia for congenital heart surgery in children, Neuroscience 2021, 온라인, 2021김성은
◾ 공경보, 이준기, 곽영철, 조영래, 김성은, 송우진, Mitigating Memorization in Sample Selection for Learning with Noisy Labels, International Conference for Machine Learning, 온라인, 2021김성은
◾ 김연수, 홍부휘, 조유민, 김성은, 뇌파의 주파수 밴드별 전력 변화를 기반으로 한 마취 심도 추정, 2021년 대하전자공학회 하계학술대회 논문집, 제주도, 2021김성은
◾ 곽영철, 송우진, 김성은, 딥러닝 기반의 뇌파 식별을 위한 데이터 증강법, 하계학술대회논문집, 제주도, 2021김성은
특허
◾ [Grant] E. N. Brown, S.-E. Kim, M. Behr, D. E. Ba, "Systems And Methods for Analyzing Electrophysiological Data from Patients Undergoing Medical Treatments," (US 10786168), Sep 29, 2020.
◾ [등록] 김성은, 김용, 안현기, 김응선, 홍현수, "디바이스 위치 결정 방법 및 장치," (대한민국 10-2085182), Feb 28, 2020.
◾ [출원] 김성은, "뇌 인지 부하 분류 시스템 및 방법," (대한민국 10-2019-0136685), Oct 30, 2019.
◾ [출원] 김성은, 김성무, 김종원, 김연수, 김제모, "사용자 인증 시스템 및 방법," (대한민국 10-2019-0038583), Apr 2, 2019.
◾ [등록] 김성은, 김용, 김응선, 안현기, 윤지현, "자기장 지도를 수정하는 방법, 자기장 지도를 수정하는 사용자 단말 및 서버," (대한민국 10-1960280), Mar 14, 2019.
◾ [등록] 김성은, 김용, 김응선, 안현기, "진북과 자북 간의 차이를 이용하여 사용자 단말의 위치를 추정하는 방법 및 그 사용자 단말," (대한민국 10-1957748), Mar 7, 2019.
◾ [등록] 윤지현, 김성은, 김용, 김응선, 안현기, "3차원 자기장 지도에 기초하여 생성된 입자 필터를 이용하여 위치를 추정하는 이동 단말 및 그 장치를 이용한 방법," (대한민국 10-1957750), Mar 7, 2019.
◾ [등록] 김성은, 김용, 김응선, 안현기, 윤지현, "사용자와의 인터랙션을 통해 사용자 단말의 초기 위치를 설정하는 방법 및 그 사용자 단말," (대한민국 10-1932590), Dec 19, 2018.
◾ [등록] 김성은, 김용, 김응선, 안현기, 윤지현, "건물의 도면 정보에 기초하여 자기장 지도를 생성하는 방법 및 장치," (대한민국 10-1923939), Nov 26, 2018.
◾ [Grant] S.-E. Kim, Y. Kim, E. S. Kim, H. Ahn, J. Yoon, “Terminal and Server for Modifying Magnetic Field and Method Thereof,” (US 9995564), Jun 12, 2018.
◾ [출원] 김성은, 김연수, 김성무, 김종원, 한명수, "피부 접촉으로 운전자를 인식할 수 있는 운전자 생체인증 시스템 및 방법," (대한민국 10-2018-0066900), Jun 11, 2018.
◾ [Grant] S.-E. Kim, Y. Kim, H. Ahn, E. S. Kim, “Method for Estimating Location of User Terminal Using Difference Between True North and Magnetic North and the User Terminal Thereof,” (US 9816817), Nov 14, 2017.
◾ [Grant] S.-E. Kim, Y. Kim, E. S. Kim, H. Ahn, J. Yoon, “Method and Apparatus for Creating Magnetic Field Map based on Floor Plan Information of Building,” (US 9709375), Jul 18, 2017.
◾ [Grant] S.-E. Kim, Y. Kim, E. S. Kim, H. Ahn, J. Yoon, “Method of Setting Initial Location of User Terminal via Interaction with User and User Terminal,” (US 9479901 B2), Oct 25, 2016. (continuation of US9137632)
◾ [등록] 김민규, 송우진, 김성은, 안주영, 이정환, “액정표시장치 및 그의 디밍 제어방법,” (대한민국 10-1644189), Jul 25, 2016.
◾ [Grant] H. Ahn, J. Yoon, S.-E. Kim, Y. Kim, E. S. Kim, “Mobile Device for Estimating Location using Particle Filter Generated based on Three-Dimensional (3D) Magnetic Field Map and Method Using Said Mobile Device,” (US 9310208 B2), Apr 12, 2016.
◾ [Grant] S.-E. Kim, Y. Kim, E. S. Kim, H. Ahn, J. Yoon, “Method of Setting Initial Location of User Terminal via Interaction with User and User Terminal,” (US 9137632 B2), Sep 15, 2015.
◾ [출원] 안현기, 공승현, 김성은, 김빈히, 김응선, 설상환, 홍현수, "위치 기반 서비스 제공 방법, 전자 장치, 서버 및 저장 매체," (대한민국 10-2016-0034138), Sep 19, 2014.
◾ [출원] 안현기, 김성은, 김용, 김응선, 홍현수, "위치 판단 방법 및 디바이스," (대한민국 10-2014-0023802), Feb 28, 2014.
◾ [출원] 김성은, 명현, 오택준, 김응선, 김형진, 박별터, 이동화, 정종대, 안현기, "정보 획득 방법 및 디바이스," (대한민국 10-2014-0017525), Feb 14, 2014.
◾ [출원] 김성은, 김용, 안현기, 김응선, 홍현수, “디바이스 위치 결정 방법 및 장치,” (대한민국 10-2013-0145455), Nov 27, 2013.
◾ [Application] Y. Kim, S.-E. Kim, E. S. Kim, H. Ahn, J. Yoon, “User Terminal and Method for Providing Service for Estimating Location based on Change in State on User Terminal,” (US 14/013782), Aug 29, 2013.
◾ [출원] 김용, 김성은, 김응선, 안현기, 윤지현, "사용자 단말의 상태 변화에 기초한 측위 서비스 제공 방법 및 그 사용자 단말," (대한민국 10-2012-0100283), Sep 11, 2012.
◾ [출원] 한윤기, 송우진, 김성은, 홍종주, “액정표시장치의 광분포 시뮬레이션 방법 및 이를 이용한 시뮬레이터,” (대한민국 10-2010-0111107), Nov 9, 2010.
◾ [출원] 이태욱, 송우진, 김성은, 안주영, 이정환, 홍종주, “액정표시장치 및 그 구동방법,” (대한민국 10-2009-0106580), Nov 5, 2009.
◾ 뇌 인지 부하 분류 시스템 및 방법, 특허 등록, 대한민국, 10-2292678, 2021김성은
◾ 딥러닝 기반의 뇌파 특징량 정규화 시스템 및 방법, 특허 등록, 대한민국, 10-2285546, 2021김성은
◾ 사용자 인증 시스템 및 방법, 특허 등록, 대한민국, 10-2215522, 2021김성은
◾ 자기장 지도를 수정하는 방법, 자기장 지도를 수정하는 사용자 단말 및 서버, 특허 등록, 대한민국, 10-1960280, 2019김성은
◾ 3차원 자기장 지도에 기초하여 생성된 입자 필터를 이용하여 위치를 추정하는 이동 단말 및 그 장치를 이용한 방법, 특허 등록, 대한민국, 10-1957750, 2019김성은
◾ 진북과 자북 간의 차이를 이용하여 사용자 단말의 위치를 추정하는 방법 및 그 사용자 단말, 특허 등록, 대한민국, 10-1957748, 2019김성은
◾ 사용자와의 인터랙션을 통해 사용자 단말의 초기 위치를 설정하는 방법 및 그 사용자 단말, 특허 등록, 대한민국, 10-1932590, 2018김성은
◾ 건물의 도면 정보에 기초하여 자기장 지도를 생성하는 방법 및 장치(METHOD AND APPARATUS FOR CREATING MAGNETIC FIELD MAP BASED ON FLOOR PLAN INFORMATION OF BUILDING), 특허 등록, 대한민국, 10-1923939, 2018김성은
연구프로젝트
◾ 2020M3C1B8081320 (Co-PI) NRF / MSIT (휴먼플러스융합연구개발사업)
Apr 1, 2020 - Dec 31 2024
Development of Convergence Platform for Brain Stimulation-EEG Response Analysis and Closed-loop Control
(뇌자극-뇌파 동조 분석 및 피드백 제어 융합 플랫폼 개발)

◾ 2020R1C1C1011857 (PI) NRF / MSIT (신진연구)
Mar 1, 2020 - Feb 28, 2023
Development of Highly Reliable Anesthesia Estimation System using Artificial Neural Networks based on Electroencephalogram
(뇌파 기반 인공신경망을 이용한 고신뢰 마취심도 추정 시스템 개발)

◾ 위탁연구 (PI) ETRI / MSIT [Completed]
May 15, 2020 – Nov 30, 2020
생체신호전송 기반 인증을 위한 생체 고유 채널 feature 탐색 연구

◾ 위탁연구 (PI) ETRI / MSIT [Completed]
Mar 1, 2019 - Nov 30, 2019
생체신호전송 응용 인증 기술 연구

◾ 2017-0-00451 (Co-PI) IITP (SW컴퓨팅산업원천기술개발사업) [Completed]
Jan 1, 2019 - Dec 31 2019
Development of BCI based Brain and Cognitive Computing Technology for Recognizing Users's Intentions using Deep Learning
(딥러닝을 이용하여 사람의 의도를 인지하는 BCI 기반 뇌인지컴퓨팅 기술 개발)

◾ 2018M3C1B8017549 (PI) NRF / MSIP (휴먼플러스융합연구개발사업 예비연구) [Completed]
Apr 1, 2018 - Nov 30, 2018
Development of Convergence Platform for Brain Stimulation-EEG Response Analysis and Closed-loop Control
(뇌자극-뇌파 동조 분석 및 피드백 제어 융합 플랫폼 개발)

◾ 2017R1C1B5017254 (PI) NRF / MSIP (생애 첫 연구) [Completed]
Mar 1, 2017 - Feb 29, 2020
EEG Analysis Algorithm for Quantification of Depth of Anesthesia and Closed-loop Anesthetics Delivery Systems
(마취 상태 정량화를 위한 뇌파 분석 기법 개발 및 마취제 자동 투여 장치 개발)
수상
◾ 머신러닝 알고리즘 기법을 이용한 뇌파 기반의 마취 후 회복실에서의 통증 분류 및 분석, 학술대회 우순논문상, 한국전기전자학회, 2022김성은
◾ EEG-based Mental Workload Estimation using Encoder-Decoder Networks with Multilevel Feature Fusion, Best Paper Award Bronze Prize, The Seventh International Conference on Consumer Electronics (ICCE-Asia), 2022김성은
◾ Deep Feature Normalization using Rest State EEG Signals for Brain-Computer Interface, Best Paper Award Bronze Prize, The 20th International Conference on Electronics Information, and Communication (ICEIC 2021), 2021김성은
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