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πŸ† ICC 2024 Best Paper Award β€” Federated Learning for Edge Networks
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INSLABIntelligenceNetwork&System.Lab
Director Dae-Young Kim
Lab Director (PI)

Dae-Young Kim (κΉ€λŒ€μ˜)

Doctor of Philosophy

Dept. of Computer Software Engineering
Soonchunhyang University
22 Soonchunhyang-ro, Sinchang-myeon, Asan-si, Chungcheongnam-do, Multimedia Bldg. M511
dyoung.kim_at_sch.ac.kr
Lecture 2026-1
Recorded in "Marquis Who's Who in the World 2016"

Education & Career

Career

2021.03 ~ Current

Assistant Professor

Dept. of Computer Software Engineering, Soonchunhyang University

2017.09 ~ 2021.02

Assistant Professor

School of Computer Software, Daegu Catholic University

2015.09 ~ 2017.08

Assistant Professor

Dept. of Computer Software Engineering, Changshin University

2015.05 ~ 2015.08

Research Staff

R&D Division, GITC

2013.04 ~ 2015.04

Research Staff

AirPlug, Inc.

2010.08 ~ 2013.04

Research Staff

Communication Lab., LIG Nex1 Co., Ltd.

Education

2006.03 ~ 2010.08

Ph.D. in Computer Engineering

Kyung Hee University

2004.03 ~ 2006.02

M.S. in Computer Engineering

Kyung Hee University

2000.03 ~ 2004.02

B.S. in Electronic Engineering

Kyung Hee University

Research Areas

Computer systems, Network, Data, and Service using Intelligence

Research Areas Diagram

Selected Publications

Selected publications and research highlights. For a complete list of ongoing and past research outcomes from all lab members, please visit our main publications page.

2026Journal

Graph Temporal Attention Self-Supervised Network for Real-Time Anomaly Detection in Industrial IoT Systems

Samia Zahid, Zilong Jin, Dae-Young Kim//ELSEVIER Engineering Applications of Artificial Intelligence, Submitted

IoTAnomaly DetectionGNN
Jan 15, 2026Journal

Optimizations in Enumerating Maximal Balanced Bicliques: Pruning and Vertex Sorting

Ilkhomjon Sadriddinov, Sony Peng, Sophort Siet, Dae-Young Kim, Kyuwon Park, Doo-Soon Park, Gangman Yi//Human-centric Computing and Information Sciences (SCIE), Vol. 16, ID 2

AlgorithmsBicliques
DOI
Apr 16, 2025Journal

Integration of Federated Learning and Graph Convolutional Networks for Movie Recommendation Systems

Sony Peng, Sophort Siet, Ilkhomjon Sadriddinov, Dae-Young Kim, Kyuwon Park, Doo-Soon Park//TECH SCIENCE PRESS Computers, Materials & Continua (SCIE), Vol. 83, No. 2, pp.2041-2057

Federated LearningGCN
DOI
Feb 27, 2025Journal

Algorithm for Mining Maximal Balanced Bicliques using Formal Concept Analysis

Sadriddinov Ilkhomjon, Sony Peng, Sophort Siet, Dae-Young Kim, Doo-Soon Park, Gangman Yi//IEEE Access (SCIE), Vol. 13, pp. 35113-35123

Data MiningFCA
DOI
Feb 19, 2025Conference

Improve the Reliability of Data Collected from IoT Devices by Allowing Redundancy of Data Transmissions in LPWAN

So-Yeon Lee, Dae-Young Kim//Proc. of 5th IFSA Winter Conference on Automation, Robotics & Communications for Industry 4.0/5.0 (ARCI 2025), Granada, Spain

LPWANReliability
View All Lab Publications

Research Projects

Ongoing Projects

2025.07 ~ 2026.02

AI기반 μŠ€λ§ˆνŠΈμ‹œν‹° 클린 μ‹œμŠ€ν…œ 개발 / Development of AI-based clean systems of a smart city

Agency: Aigenn

Past Projects

2021.03 ~ 2025.02

멀티도메인 λͺ¨λ°”일 μ‚¬λ¬ΌμΈν„°λ„·μ˜ 지λŠ₯ μ„œλΉ„μŠ€λ₯Ό μœ„ν•œ μΈν…νŠΈ 기반 자율 λ„€νŠΈμ›Œν‚Ή 기술 연ꡬ

Agency: NRF

2022.03 ~ 2025.02

λ„€νŠΈμ›Œν¬ μƒνƒœ 인지λ₯Ό μœ„ν•œ 데이터 ν•™μŠ΅ λͺ¨λΈ 개발

Agency: LIG Nex1

2022.07 ~ 2024.12

μŠ€λ§ˆνŠΈμ‹œν‹° ꡬ좕을 μœ„ν•œ 지λŠ₯ν˜• 5G/6G 핡심 인프라 기술 개발

Agency: IITP

2020.06 ~ 2021.12

ν˜μ‹ μ‘°λ‹¬ μ—°κ³„ν˜• μ‹ κΈ°μˆ  R&D 사업 / A Study on AI-based Monitoring System for Wildlife

Agency: MOTIE

2016.11 ~ 2019.10

원거리 μ‚¬λ¬ΌμΈν„°λ„·μ˜ μ‚°μ—…μš© μ‘μš©μ„ μœ„ν•œ LPWAN ν”„λ ˆμž„μ›Œν¬ 연ꡬ

Agency: NRF

2016.11 ~ 2017.10

LTE망과 μ„Όμ„œλ₯Ό μ΄μš©ν•˜μ—¬ μ‚°μ—…μž¬ν•΄ 예방 및 λŒ€μ‘μ„ μœ„ν•œ λͺ¨λ“ˆμ‹ μ›¨μ–΄λŸ¬λΈ” λ””λ°”μ΄μŠ€ 및 μœ„μΉ˜κ²€μΆœ μ–΄ν”Œλ¦¬μΌ€μ΄μ…˜ 개발

Agency: SMBA

2015.09 ~ 2016.08

AHRS 기반 μ˜μœ μ•„ 건강체크 μ›¨μ–΄λŸ¬λΈ” λ””λ°”μ΄μŠ€ 및 μ†”λ£¨μ…˜ 개발

Agency: SMBA

2013.04 ~ 2015.04

Multiple Access Optimization (MAO) in Heterogeneous Wireless Networks

Agency: AirPlug

2010.08 ~ 2013.04

Development of Radio Systems Based on Mobile Ad-hoc Networks for Network Centric Warfare

Agency: LIG Nex1

2006.11 ~ 2010.08

A Study on East-West Neo Medical u-Life Care Technology

Agency: MIC ITRC

2008.09 ~ 2010.08

m-MediNet: Enabling Smart Medical Spaces over Wireless Body Area Networks

Agency: KOSEF

2009.01 ~ 2010.08

Future Convergence Service Platform Research Team

Agency: KRF BK21

2007.08 ~ 2009.07

A Study on Common Radio Resource Management in Next-generation Overlaid Wireless Networks

Agency: KRF

2006.04 ~ 2006.10

A Study on Next Generation Mobile Network Architecture for Optimized Integration of Heterogeneous Wireless Networks

Agency: ETRI

2005.07 ~ 2006.06

A Study on Mobility Support for Wireless Sensor Network

Agency: KRF

2005.06 ~ 2005.11

A Study on Service Modeling and Infrasystem Architecture for Next-generation Mobile Communication System

Agency: ETRI

2004.05 ~ 2005.05

Implementation and Performance Enhancement of W-LAN/3G Dual-mode Terminal

Agency: Samsung Electronics

2004.06 ~ 2004.11

A Study on Integrating 2.3GHz Portable Internet into W-LAN and 3G Network

Agency: ETRI

Patents

Registered (16)

2024.10.2810-2724677

MTC(machine type communication) μž₯치 및 데이터 μ–΄κ·Έλ¦¬κ²Œμ΄μ…˜ 기반 업링크 전솑방법

2021.11.2210-2331237

μœ„μž„λœ λ…Έλ“œ 증λͺ…방식 기반 λ³΄μ•ˆ 데이터 전솑방법

2021.08.0910-2289980

μ €μ „λ ₯ κ΄‘μ—­ν†΅μ‹ λ§μ—μ„œ λ©€ν‹°μΊμŠ€νŠΈ 업링크 데이터 전솑 방법

2020.11.0910-2178880

λ””λ°”μ΄μŠ€ ν΄λŸ¬μŠ€ν„°λ§μ— κΈ°λ°˜ν•œ 둜라 톡신 λ„€νŠΈμ›Œν¬ μ‹œμŠ€ν…œ 및 데이터 전솑 방법

2019.11.1310-2046713

λͺ¨λ°”일 λΉ„λ””μ˜€μ˜ ν’ˆμ§ˆν–₯상을 μœ„ν•œ λͺ¨λ°”일 에지 ν΄λΌμš°λ“œμ—μ„œμ˜ νŠΈλž˜ν”½ 관리 방법 및 이λ₯Ό μœ„ν•œ μž₯치

2019.08.0710-2010670

μ €μ „λ ₯ κ΄‘μ—­ λ„€νŠΈμ›Œν¬μ—μ„œ νŠΈλž˜ν”½ νŠΉμ„±μ„ κ³ λ €ν•œ 이쀑 채널 맀체 μ ‘κ·Ό μ œμ–΄ 방법 및 μž₯치

2017.06.0210-1745580

λ‹€μ’… λ„€νŠΈμ›Œν¬μ—μ„œ 접속 λ„€νŠΈμ›Œν¬λ₯Ό μ„ νƒν•˜λŠ” 방법

2013.05.2310-1269234

무선 λ„€νŠΈμ›Œν¬μ—μ„œμ˜ 링크 ν’ˆμ§ˆ 기반 데이터 전솑 방법 및 μž₯치

2012.12.0510-1211157

무선 신체 톡신 λ§μ—μ„œμ˜ λ§₯ ν”„λ‘œν† μ½œμ„ μœ„ν•œ 동적 λΉ„κ²½μŸ ν• λ‹Ή 방법 및 이λ₯Ό μ΄μš©ν•œ 무선 λ„€νŠΈμ›Œν¬ 톡신 방법

2012.11.0910-1201677

μ„Όμ„œ λ…Έλ“œμ˜ 경둜 탐색 μž₯치

2012.11.0910-1201678

μ†ŒμŠ€ λ…Έλ“œμ˜ 경둜 탐색 방법

2012.05.0910-1146661

무선 인체 ν†΅μ‹ λ§μ—μ„œ λ„€νŠΈμ›Œν¬μ˜ 수λͺ… μ—°μž₯κ³Ό 톡신 μ‹ λ’°μ„± ν–₯상을 μœ„ν•œ λΌμš°νŒ… μ‹œμŠ€ν…œ 및 그에 λ”°λ₯Έ λ„€νŠΈμ›Œν¬ 톡신 방법

2012.02.2110-1121048

무선 신체 톡신 λ§μ—μ„œμ˜ λ§₯ ν”„λ‘œν† μ½œ 및 이λ₯Ό μ΄μš©ν•œ 무선 λ„€νŠΈμ›Œν¬ 톡신 방법

2010.12.0310-1000006

무선 μ„Όμ„œ λ„€νŠΈμ›Œν¬μ—μ„œ μš”κ΅¬λ˜λŠ” 톡신 신뒰도λ₯Ό λ§Œμ‘±μ‹œν‚€κΈ° μœ„ν•œ 전솑 방법

2010.04.0210-0952229

λΉ„μ½˜ λΉ„κ°€μš© λͺ¨λ“œμ˜ μ €μ „λ ₯ 지그비 μ„Όμ„œ λ„€νŠΈμ›Œν¬ μ‹œμŠ€ν…œ 및 그에 λ”°λ₯Έ λ„€νŠΈμ›Œν¬ 톡신 방법

2009.04.0310-0893007

이기쒅 무선 λ„€νŠΈμ›Œν¬ μ‹œμŠ€ν…œμ—μ„œμ˜ νŽ˜μ΄μ§• 방법 및 이λ₯Όμœ„ν•œ μž₯치

Filed (8)

2024.11.1910-2024-0165124

μ—°μ‚° νš¨μœ¨μ„±μ΄ 높은 2D-CNN λͺ¨λΈμ„ ν™œμš©ν•˜μ—¬ μœ„μΉ˜ 기반 κ·Έλ£Ήν™” 기법을 ν†΅ν•œ 닀쀑 객체λ₯Ό μΈμ‹ν•˜λŠ” 방법 및 κ·Έ μž₯치

2024.04.0810-2024-0047085

λ”₯λŸ¬λ‹ μ•Œκ³ λ¦¬μ¦˜μ„ ν™œμš©ν•œ μŠ€λ§ˆνŠΈνŒ©ν† λ¦¬ λ‚΄ μ‚°μ—…μš© νŒ¬μ—μ„œ λ°œμƒν•˜λŠ” λ…Έμ΄μ¦ˆ 뢄석 방법 및 κ·Έ μž₯치

2017.01.1710-2017-0008288

둜라 무선 톡신을 μ΄μš©ν•œ 톡신 μ„œλΉ„μŠ€ 제곡 방법

2016.12.2110-2016-175762

데이터 μ™œκ³‘μ„ 방지할 수 μžˆλŠ” 인터넷 λ„€νŠΈμ›Œν¬ μ‹œμŠ€ν…œ

2016.12.2110-2016-175763

사물인터넷 λ„€νŠΈμ›Œν¬μ—μ„œ κ²Œμ΄νŠΈμ›¨μ΄μ˜ λΆ€ν•˜λ₯Ό λΆ„μ‚° μ œμ–΄ν•˜λŠ” 방법

2016.12.2110-2016-175765

λ°©ν™”μ…”ν„° λ™μž‘ μ œμ–΄ μ‹œμŠ€ν…œ

2015.12.2810-2015-0187889

지연 ν—ˆμš© μ„Όμ„œ λ„€νŠΈμ›Œν¬μ—μ„œ 이동 싱크 λ…Έλ“œμ™€μ˜ 접속을 μ œμ–΄ν•˜λŠ” 방법

2009.06.08PCT/KR2009/003064

Non-beacon Mode Zigbee Sensor Network System for Low Power Consumption and Network Communication Method Thereof