SNUEI

딥러닝 deep learning

방법 · 데이터·AI

42연구단 논문
13교수
21,081억 국가 R&D(2015–24)
+238%증가율
4.36%서울대 비중

다층 인공신경망으로 데이터에서 특징을 자동으로 학습해 예측·분류하는 기계학습 방법이다.

연도별 연구단 논문

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국가 R&D 과제 동향 (NTIS, 억 원)

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2015–2024 과제 레코드 12,402건 · 10년 21,081억 · 2015–19 대비 2020–24 +238% · 대학 수행 44.8% · 서울대(본교) 4.36%. 매칭: 영문 키워드 'deep learning', 국문 '딥러닝', '심층학습'. 기관운영비·인력양성·출연연 주요사업비 등 과제 아닌 레코드는 뺐다.

매칭 과제의 NTIS 표준분류(1순위, 연구비 비중): 정보/통신 > 소프트웨어 14% · 정보/통신 > 정보 이론 13% · 정보/통신 > 정보이론 7% · 전기/전자 > 반도체소자 및 시스템 3%

최근 주요 과제 (2022–2024, 연차 정부연구비 순)

연도과제수행기관부처억
2023자율주행 레벨4급의 기능안전성 인공지능 반도체 개발오픈엣지테크놀로지(주)과학기술정보통신부92.0
20222,000 TFLOPS급 서버 인공지능 딥러닝 프로세서 및 모듈 개발(주)사피온코리아과학기술정보통신부53.0
2022직독식 수질복합센서 및 초분광영상 기반 시공간 복합 인공지능 녹조 예측 기술한국전자통신연구원과학기술정보통신부51.0
2024거대 인공지능 학습을 위한 K-인공두뇌 반도체 개발한국전자통신연구원과학기술정보통신부41.0
2022복합감각 기반 상황예측형 모바일 인공지능 프로세서 개발(주)텔레칩스과학기술정보통신부40.0
2022(BCI-2세부) 딥러닝을 이용하여 사람의 의도를 인지하는 BCI 기반 뇌인지컴퓨팅 기술 개발고려대학과학기술정보통신부26.7
2023초거대 모델 기반 인공지능을 실현하는 고효율 아날로그 AI 컴퓨팅 기술 개발한국전자통신연구원과학기술정보통신부25.0
2022(전문연구실) 기계를 위한 영상 부호화 기술한국전자통신연구원과학기술정보통신부24.0

교수

교수학과논문2022년 이후
류영렬조경·지역시스템공학부109
정훈영에너지자원공학과96
손석우지구환경과학부54
안태인농림생물자원학부42
박상욱기계공학부33
차석원기계공학부21
윤상원전기정보공학부22
박윤미건설환경도시공학부22
강기석재료공학부11
김호영기계공학부11
전누리기계공학부11
이규섭전기정보공학부11
류재윤화학생물공학부11

연결되는 NTIS 분류

에너지/자원만에너지·환경·원자력 확장

온실가스 처리 2 기후학 2 기상과학 2 신재생에너지 2 전력계통·전력IT·그리드 1 생태계 복원/관리 1 대기과학 1 자원탐사/개발/활용 1

논문 (최신순)

연도논문SNUEI 저자피인용
2026Memory-Efficient Artificial Intelligence Framework for Real-Time Multivariate Anomaly Detection
IEEE Internet of Things Journal
박상욱5
2026Species information in multi-temporal Sentinel-2 data improves forest canopy height estimation
Agricultural and Forest Meteorology
류영렬1
2026Cross-material catalyst discovery via deep learning 신재생에너지 › 수소
Nature Materials
류재윤1
2026A source-free unsupervised domain adaptation framework for large-scale, in-season soybean mapping
ISPRS Journal of Photogrammetry and Remote Sensing
류영렬0
2026Artificial Intelligence Framework for Universal Quantification of Surficial Anti‐Fingerprint Performance
International Journal of Intelligent Systems
박상욱0
2026Step-Aware Cross-View Transformer for Unsupervised Semiconductor Manufacturing Equipment Anomaly Detection
IEEE Internet of Things Journal
박상욱0
2026Prediction of high-resolution dynamic spatial data using U-Net and diffusive-time-of-flight
Advances in Water Resources
정훈영0
2026Determinants of pedestrian falls: The impact of street characteristics using computer vision
Journal of Transport & Health
박윤미0
2026Net carbon losses in Central African forests revealed by high-resolution biomass change maps
Nature Communications
류영렬0
2025Efficient deep-learning-based surrogate model for reservoir production optimization using transfer learning and multi-fidelity data
Petroleum Science
정훈영22
2025Bi-LSTM based fault diagnosis scheme having high accuracy for Medium-Voltage Direct Current systems using pre- and post-processing
International Journal of Electrical Power & Energy Systems
이규섭9
2025Mapping carbon stock and growth of individual street trees using LiDAR-camera fusion-based mobile mapping system
Remote Sensing of Environment
류영렬4
2025Plant-specific crop evapotranspiration estimation system for greenhouse tomatoes using convolutional neural network and rail-based monitoring device
Computers and Electronics in Agriculture
안태인4
2025GPP-net: a robust high-resolution GPP estimation network for Sentinel-2 using only surface reflectance and photosynthetically active radiation
Remote Sensing of Environment
류영렬3
2025Quantifying perceived decline through deep learning predictions and analyzing association with objective measures: A case study of Seoul, S. Korea
Cities
박윤미2
2025Satellite-based mapping of annual canopy height and aboveground biomass in African dense forests
Frontiers in Remote Sensing
류영렬2
2025Prediction of carbon dioxide phase at bottomhole by adaptive factorization network considering well geometry
Applied Computing and Geosciences
정훈영1
2024A novel framework for predicting non-stationary production time series of shale gas based on BiLSTM-RF-MPA deep fusion model 자원탐사/개발/활용 › 광물자원 개발
Petroleum Science
정훈영30
2024Deep learning model for heavy rainfall nowcasting in South Korea 대기과학 › 대기역학
Weather and Climate Extremes
손석우19
2024Angio-Net: deep learning-based label-free detection and morphometric analysis of in vitro angiogenesis
Lab on a Chip
전누리16
2024Enhancing pressure gradient prediction in multi-phase flow through diverse well geometries of North American shale gas fields using deep learning
Energy
정훈영11
2023A Deep‐Learning Ensemble Method to Detect Atmospheric Rivers and Its Application to Projected Changes in Precipitation Regime
Journal of Geophysical Research Atmospheres
손석우75
2023Super resolution of historic Landsat imagery using a dual generative adversarial network (GAN) model with CubeSat constellation imagery for spatially enhanced long-term vegetation monitoring
ISPRS Journal of Photogrammetry and Remote Sensing
류영렬46
2023Automated Sewing System Enabled by Machine Vision for Smart Garment Manufacturing
IEEE Robotics and Automation Letters
김호영36
2023Real-time monitoring of CO2 transport pipelines using deep learning 온실가스 처리 › CO2 저장기술
Process Safety and Environmental Protection
정훈영29
2023Merging multiple sensing platforms and deep learning empowers individual tree mapping and species detection at the city scale 생태계 복원/관리 › 생태환경 이용/관리기술
ISPRS Journal of Photogrammetry and Remote Sensing
류영렬16
2023Human Activity and Correlated Posture Monitoring Using Earlobe-Worn Wearable Sensor System and Deep Learning Algorithm
IEEE Sensors Journal
윤상원8
2023In-Season Wall-to-Wall Crop-Type Mapping Using Ensemble of Image Segmentation Models
IEEE Transactions on Geoscience and Remote Sensing
류영렬6
2023An artificial neural network using multi-head intermolecular attention for predicting chemical reactivity of organic materials
Journal of Materials Chemistry A
강기석1
2022Effective training strategies for deep-learning-based precipitation nowcasting and estimation 기상과학 › 기상관측/분석기술
Computers & Geosciences
손석우56
2022Pre-diagnosis of flooding and drying in proton exchange membrane fuel cells by bagging ensemble deep learning models using long short-term memory and convolutional neural networks 신재생에너지 › 연료전지
Energy
차석원47
2022Actual Maximum Junction Temperature Estimation Process of Multichip SiC MOSFET Power Modules With New Calibration Method and Deep Learning
IEEE Journal of Emerging and Selected Topics in Power Electronics
윤상원31
2022Non-Destructive Monitoring of Crop Fresh Weight and Leaf Area with a Simple Formula and a Convolutional Neural Network
Sensors
안태인14
2022Evaluation of Deep-Learning-Based Very Short-Term Rainfall Forecasts in South Korea 기상과학 › 기상관측/분석기술
Asia-Pacific Journal of Atmospheric Sciences
손석우9
2021Deep learning for bias correction of MJO prediction 기후학 › 기후모델링/예측기술
Nature Communications
손석우91
2021Robust PV-BESS Scheduling for a Grid With Incentive for Forecast Accuracy 전력계통·전력IT·그리드 › 지능형 전력망 플…
IEEE Transactions on Sustainable Energy
차석원50
2021Efficient deep-learning-based history matching for fluvial channel reservoirs
Journal of Petroleum Science and Engineering
정훈영37
2020Exploring Google Street View with deep learning for crop type mapping
ISPRS Journal of Photogrammetry and Remote Sensing
류영렬84
2020Development of ensemble smoother–neural network and its application to history matching of channelized reservoirs 기후학 › 기후시스템 관측/분석기술
Journal of Petroleum Science and Engineering
정훈영20
2019Predicting CO 2 Plume Migration in Heterogeneous Formations Using Conditional Deep Convolutional Generative Adversarial Network 온실가스 처리 › CO2 저장기술
Water Resources Research
정훈영203

인접 그래프

노드 hover = 이웃 강조 · 1회 클릭 = 고정 · 고정된 노드 다시 클릭 = 페이지 이동

이 문서와 연결된 페이지

교수 8

손석우 · 차석원 · 류영렬 · 박상욱 · 박윤미 · 정훈영 · 윤상원 · 안태인

논문 42

Pre-diagnosis of flooding and drying in proton exchange membrane fuel · Predicting CO 2 Plume Migration in Heterogeneous Formations Using Cond · Cross-material catalyst discovery via deep learning · Deep learning model for heavy rainfall nowcasting in South Korea · Net carbon losses in Central African forests revealed by high-resoluti · Development of ensemble smoother–neural network and its application to · Satellite-based mapping of annual canopy height and aboveground biomas · Deep learning for bias correction of MJO prediction · Evaluation of Deep-Learning-Based Very Short-Term Rainfall Forecasts i · A Deep‐Learning Ensemble Method to Detect Atmospheric Rivers and Its A · GPP-net: a robust high-resolution GPP estimation network for Sentinel- · Real-time monitoring of CO2 transport pipelines using deep learning · Efficient deep-learning-based history matching for fluvial channel res · A source-free unsupervised domain adaptation framework for large-scale · In-Season Wall-to-Wall Crop-Type Mapping Using Ensemble of Image Segme · Enhancing pressure gradient prediction in multi-phase flow through div · Forecasting Root-Zone Electrical Conductivity of Nutrient Solutions in · Exploring Google Street View with deep learning for crop type mapping · A novel framework for predicting non-stationary production time series · Effective training strategies for deep-learning-based precipitation no · Actual Maximum Junction Temperature Estimation Process of Multichip Si · Angio-Net: deep learning-based label-free detection and morphometric a · Super resolution of historic Landsat imagery using a dual generative a · Species information in multi-temporal Sentinel-2 data improves forest · Prediction of carbon dioxide phase at bottomhole by adaptive factoriza · Efficient deep-learning-based surrogate model for reservoir production · Long short-term memory for a model-free estimation of macronutrient io · Quantifying perceived decline through deep learning predictions and an · Plant-specific crop evapotranspiration estimation system for greenhous · Robust PV-BESS Scheduling for a Grid With Incentive for Forecast Accur · An artificial neural network using multi-head intermolecular attention · Non-Destructive Monitoring of Crop Fresh Weight and Leaf Area with a S · Determinants of pedestrian falls: The impact of street characteristics · Mapping carbon stock and growth of individual street trees using LiDAR · Merging multiple sensing platforms and deep learning empowers individu · Step-Aware Cross-View Transformer for Unsupervised Semiconductor Manuf · Prediction of high-resolution dynamic spatial data using U-Net and dif · Memory-Efficient Artificial Intelligence Framework for Real-Time Multi · Bi-LSTM based fault diagnosis scheme having high accuracy for Medium-V · Automated Sewing System Enabled by Machine Vision for Smart Garment Ma · Artificial Intelligence Framework for Universal Quantification of Surf · Human Activity and Correlated Posture Monitoring Using Earlobe-Worn We