Dr. Soohyun Park has been an assistant professor at Sookmyung Women's University, Seoul, Republic of Korea. He has been a postdoctoral scholar at the Department of Electrical and Computer Engineering, Korea University, Seoul, Republic of Korea, since 2023. She received her Ph.D. degree in electrical and computer engineering at Korea University, Seoul, Republic of Korea, in 2023. Her research focuses include deep learning algorithms and their applications to computer networking, autonomous mobility platforms, and quantum multi-agent distributed autonomous systems.
Her research website is as follows: Distributed Platforms and Systems (DPS) Laboratory at Sookmyung Women's University
Net-Zero CAFE (Connectivity and Autonomy for Future Ecosystem) Research Center, ITRC
(탄소중립 미래자율통신 연구센터)
Institute of ICT Promotion (IITP) (IITP 대학정보통신연구센터) (2024.07-2031.12)
Development of a 20-Ton Excavator and Application Services using the SDM (Software-Defined-Machine) Platform
(SDM 플랫폼을 적용한 20톤급 굴착기 및 응용 서비스 개발)
Korea Constructuin Equipment Technology Institute (KOCETI) (건설기계부품연구원) (2024.07-2029.03)
Quantum-Empowered Spatio-Temporal Multi-Scale Digital Twin System
(양자 기계학습 기반 시공간 멀티 스케일 디지털 트윈 시스템 개발)
National Research Foundation (NRF) (한국연구재단 중견연구자지원사업) (2025.03-2028.02)
AI Bots Collaborative Platform and Self-Organizing Artificial Intelligence Technology Development
(AI Bots 협업 플랫폼 및 자기조직 인공지능 기술개발)
Institute of ICT Promotion (IITP) (IITP 사람중심인공지능핵심원천기술개발) (2022.04-2026.12)
Mapping between Real World and Virtual Reality (VR) for End-Edged Cloud Real-Time VR Servers
(실제 세계와 가상 현실 매핑과 End-Edged Cloud의 Real-Time VR 서버 구축)
Samsung Advanced Institute of Technology (삼성종합기술원) (2020.09-2025.09)
Quantum Hyper-Driving: Quantum-Inspired Hyper-Connected and Hyper-Sensing Autonomous Mobility Technologies
(Quantum Hyper-Driving: 양자 컴퓨팅 기반 초연결 고차원-센싱 자율이동체 기술)
National Research Foundation (NRF) (한국연구재단 중견연구자지원사업) (2022.03-2025.02)
Research on Reinforcement Learning-based Large Language Model (LLM)
(강화학습기반 거대언어모델 연구)
Sookmyung Women's University SW Inudstry Collaboration (숙명여자대학교 SW중심대학사업 산학협력프로젝트) (2024.03-2024.08)
(참여기업: 튜터러스랩스)
Research on Quantum Multi-Agent Reinforcement Learning Stability (Research on Multi-Agent Reinforcement Learning Exploration, Communication, Training Strategy)
(퀀텀멀티에이전트 강화학습 안정성 확보 연구개발 [멀티에이전트 강화학습 탐색, 통신, 학습전략 기술연구])
Electronics and Telecommunications Research Institute (ETRI) (한국전자통신연구원 위탁과제) (2023.09-2024.01)
SQUAD: Software Testing for Quantum Distributed Learning Software
The Journal of Supercomputing (Springer), v(n):ppp-ppp, Month Year. S. Park, J. H. Cho, H. J. Yook, G. S. Jhun, Y. K. Lee, J. Kim
Computation-Efficient Quantum Convolutional Neural Networks for Autonomous Driving Applications
The Journal of Supercomputing (Springer), v(n):ppp, Month Year. E. J. Roh, C. Im, W. Jeong, S. Park
Hierarchical Scheduling for Oil Spill SAR Image Detection in Space-Air-Ground Integrated Networks
IEEE Transactions on Vehicular Technology, v(n):ppp-ppp, Month Year. S. B. Son, S. Park
Adaptive Quantum Federated Learning for Autonomous Surveillance Multi-Drone Networks
IEEE Transactions on Intelligent Vehicles, v(n):ppp-ppp, Month Year. S. Park, C. Park, S. Jung, J. Kim
Quantum Jump to Virtual Worlds: High-Quality Multiple Virtual Meta-Space Realization in Metaverse
IEEE Multimedia (Minor Revision), v(n):ppp-ppp, Month Year. S. Park, J. Kim
DDPG-based Deep Reinforcement Learning Tactics for Defending Torpedo Attacks
IEEE Transactions on Intelligent Vehicles, v(n):ppp-ppp, Month Year. J. Chung, C. Im, J. Choi, Y. Yoon, S. Park
Auction-based Trustworthy and Resilient Quantum Distributed Learning
IEEE Internet of Things Journal, v(n):ppp-ppp, Month Year. H. Lee, S. B. Son, S. Y-C. Chen, S. Park
Slimmable Federated Reinforcement Learning for Energy-Efficient Proactive Caching
IEEE Transactions on Networking, 33(5):ppp-ppp, October 2025. H. Baek, G. S. Kim, S. Park, A. F. Molisch, J. Kim
Correlation-Assisted Spatio-Temporal Reinforcement Learning for Stock Revenue Maximization
Expert Systems with Applications (Elsevier), 289:128361, September 2025. J. Chung, M. Kim, S. Min, H. Choi, S. Park, J. Kim
Quantum-Eyes: Scalable Quantum Convolutional Neural Networks for Low-Overhead Object Detection
IEEE Computational Intelligence Magazine, 20(3):ppp-ppp, August 2025. J. Kim, E. J. Roh, C. Im, S. Park
Quantum Multi-Agent Reinforcement Learning for Joint Cube-Satellites and High-Altitude Long-Endurance Aerial Vehicles in SAGIN
IEEE Transactions on Aerospace and Electronic Systems, 61(4):ppp-ppp, August 2025. G. S. Kim, Y. Cho, S. Park, S. Jung, J. Kim
Stabilized Classification Control using Multi-Stage Quantum Convolutional Neural Networks for Autonomous Driving
IEEE/KICS Journal of Communications and Networks, 27(n):ppp-ppp, August 2025. E. J. Roh, S. Park, S. Jung, J. Kim
Quantum Reinforcement Learning for Lightweight LEO Satellite Routing
IEEE Internet of Things Journal, 12(14):ppp-ppp, July 2025. G. S. Kim, S. Lee, I.-S. Cho, S. Park, J. Kim
Quantum Federated Learning with Pole-Angle Quantum Local Training and Trainable Measurement
Neural Networks (Elsevier), 187:107301, July 2025. S. Park, H. Lee, S. B. Son, S. Jung, J. Kim
Entanglement-Controlled Quantum Federated Learning
IEEE Internet of Things Journal, 12(11):18318-18330, June 2025. S. Park, H. Lee, S. Jung, J. Park, M. Bennis, J. Kim
Dynamic Quantum Federated Learning for UAV-based Autonomous Surveillance
IEEE Transactions on Vehicular Technology, 74(5):8158-8170, May 2025. S. Park, S. B. Son, S. Jung, J. Kim
Toward Uniform Quantum Federated Aggregation: Heterogeneity Exclusion using Entropy and Fidelity
IEEE Internet of Things Journal, 12(5):5732-5741, March 2025. S. B. Son, S. Park
Situation-Aware Deep Reinforcement Learning for Autonomous Nonlinear Mobility Control in Cyber-Physical Loitering Munition Systems
IEEE/KICS Journal of Communications and Network, 27(1):10-22, February 2025. H. Lee, S. Jung and S. Park
Hybrid Quantum-Classical 3D Object Detection using Multi-Channel Quantum Convolutional Neural Network
The Journal of Supercomputing (Springer), 81(3):455, February 2025. E. J. Roh, J. Y. Shim, J. Kim, S. Park
Autonomous Mission-Oriented Unmanned Underwater Vehicle Control using Directional Policy Optimization
Ocean Engineering (Elsevier), 320:120242, January 2025. E. J. Roh, I. Song, S. Kim, S. Park
The Matrix: Quantum AI for Interacting Two Worlds in Prioritized Metaverse Spaces
IEEE Communications Magazine, 62(12):97-103, December 2024. S. Park, H. Baek, J. Kim
Spatio-Temporal Multi-Metaverse Dynamic Streaming for Hybrid Quantum-Classical Systems
IEEE/ACM Transactions on Networking, 32(6):5279-5294, December 2024. S. Park, H. Baek, J. Kim
Joint Quantum Reinforcement Learning and Stabilized Control for Spatio-Temporal Coordination in Metaverse
IEEE Transactions on Mobile Computing, 23(12):12410-12427, December 2024. S. Park, J. Chung, C. Park, S. Jung, M. Choi, S. Cho, J. Kim
Markov Decision Policies for Distributed Angular Routing in LEO Mobile Satellite Constellation Networks
IEEE Internet of Things Journal, 11(23):38744-38754, December 2024. S. Park, G. S. Kim, S. Jung, J. Kim
Quantum Multi-Agent Reinforcement Learning is All You Need: Coordinated Global Access in Integrated TN/NTN Cube-Satellite Networks
IEEE Communications Magazine, 62(10):86-92, October 2024. S. Park, G. S. Kim, Z. Han, J. Kim
AQUA: Analytics-driven Quantum Neural Network (QNN) User Assistance for Software Validation
Future Generation Computer Systems (Elsevier), 159:545-556, October 2024. S. Park, H. Baek, J. W. Yoon, Y. K. Lee, J. Kim
Trends in Quantum Reinforcement Learning: State-of-the-Arts and the Road Ahead
ETRI Journal (Wiley), 46(5):748-758, October 2024. S. Park, J. Kim
(Invited Article: Special Issue on Next-Gen AI and Quantum Technology)
Cooperative Multi-UAV Positioning for Aerial Internet Service Management: A Multi-Agent Deep Reinforcement Learning Approach
IEEE Transactions on Network and Service Management, 21(4):3797-3812, August 2024. J. Kim, S. Park, S. Jung, C. Cordeiro
Farthest Agent Selection with Episode-Wise Observations for Real-Time Multi-Agent Reinforcement Learning Applications
IEEE Access, 12:108504-108514, August 2024. H. Lee, G. S. Kim, M. Choi, H. Baek, S. Park
Handover Protocol Learning for LEO Satellite Networks: Access Delay and Collision Minimization
IEEE Transactions on Wireless Communications, 23(7):7624-7637, July 2024. J.-H. Lee, C. Park, S. Park, A. F. Molisch
Age-of-Information Aware Caching and Delivery for Infrastructure-Assisted Connected Vehicles
IEEE Transactions on Vehicular Technology, 73(7):10681-10696, July 2024. S. Park, C. Park, S. Jung, M. Choi, J. Kim
Quantum Multi-Agent Reinforcement Learning for Autonomous Mobility Cooperation
IEEE Communications Magazine, 62(6):106-112, June 2024. S. Park, J. P. Kim, C. Park, S. Jung, J. Kim
Learning-Based Cooperative Mobility Control for Autonomous Drone-Delivery
IEEE Transactions on Vehicular Technology, 73(4):4870-4885, April 2024. S. Park, C. Park, J. Kim
Dynamic Quantum Federated Learning for Satellite-Ground Integrated Systems using Slimmable Quantum Neural Networks
IEEE Access (IEEE Vehicular Technology Society Section), 12:58239-58247, April 2024. S. Park, S. Jung, J. Kim
Quantum Reinforcement Learning for Spatio-Temporal Prioritization in Metaverse
IEEE Access, 12:54732-54744, April 2024. S. Park, H. Baek, J. Kim
Joint Delay-Sensitive and Power-Efficient Quality Control of Dynamic Video Streaming using Adaptive Super-Resolution
IEEE Transactions on Green Communications and Networking, 8(1):103-117, March 2024. M. Choi, W. J. Yun, S. B. Son, S. Park, J. Kim
Sensing-Aware Deep Reinforcement Learning with HCI-based Human-in-the-Loop Feedback for Autonomous Nonlinear Drone Mobility control
IEEE Access, 12:1727-1736, January 2024. H. Lee, S. Park
Two-Stage Architectural Fine-Tuning for Neural Architecture Search in Efficient Transfer Learning
IET Electronics Letters, 59(24):e13066, December 2023. S. Park, S. B. Son, Y. K. Lee, S. Jung, J. Kim
Quantum Multiagent Actor-Critic Networks for Cooperative Mobile Access in Multi-UAV Systems
IEEE Internet of Things Journal, 10(22):20033-20048, November 2023. C. Park, W. J. Yun, J. P. Kim, T. K. Rodrigues, S. Park, S. Jung, J. Kim
Joint Frame Rate Adaptation and Object Recognition Model Selection for Stabilized Unmanned Aerial Vehicle Surveillance
ETRI Journal (Wiley), 45(5):811-821, October 2023. G. S. Kim, H. Lee, S. Park, J. Kim
Two Tales of Platoon Intelligence for Autonomous Mobility Control: Enabling Deep Learning Recipes
ETRI Journal (Wiley), 45(5):735-745, October 2023. S. Park, H. Lee, C. Park, S. Jung, M. Choi, J. Kim
(Invited Article: Special Issue on Autonomous Unmanned Aerial/Ground Vehicles and their Applications)
EQuaTE: Efficient Quantum Train Engine for Run-Time Dynamic Analysis and Visual Feedback in Autonomous Driving
IEEE Internet Computing, 27(5):24-31, September-October 2023. S. Park, H. Feng, C. Park, Y. K. Lee, S. Jung, J. Kim
Real-Time High-Quality Visualization for Volumetric Contents Rendering: A Lyapunov Optimization Framework
IEEE Open Journal of the Computer Society, 4:243-252, September 2023. H. Baek, R. Lee, S. Jung, J. Kim, S. Park
Multi-Agent Reinforcement Learning for Cooperative Air Transportation Services in City-Wide Autonomous Urban Air Mobility
IEEE Transactions on Intelligent Vehicles, 8(8):4016-4030, August 2023. C. Park, G. S. Kim, S. Park, S. Jung, J. Kim
Stereoscopic Scalable Quantum Convolutional Neural Networks
Neural Networks (Elsevier), 165:860-867, August 2023. H. Baek, W. J. Yun, S. Park, J. Kim
Entropy-Aware Similarity for Balanced Clustering: A Case Study with Melanoma Detection
IEEE Access, 11:46892-46902, May 2023. S. B. Son, S. Park, J. Kim
Workload-Aware Scheduling using Markov Decision Process for Infrastructure-Assisted Learning-Based Multi-UAV Surveillance Networks
IEEE Access (IEEE Vehicular Technology Society Section), 11:16533-16548, February 2023. S. Park, C. Park, S. Jung, J.-H. Kim, J. Kim
Self-Configurable Stabilized Real-Time Detection Learning for Autonomous Driving Applications
IEEE Transactions on Intelligent Transportation Systems, 24(1):885-890, January 2023. W. J. Yun, S. Park, J. Kim, D. Mohaisen
Cooperative Multiagent Deep Reinforcement Learning for Reliable Surveillance via Autonomous Multi-UAV Control
IEEE Transactions on Industrial Informatics, 18(10):7086-7096, October 2022. W. J. Yun, S. Park, J. Kim, M. Shin, S. Jung, D. Mohaisen, J.-H. Kim
Joint Mobile Charging and Coverage-Time Extension for Unmanned Aerial Vehicles
IEEE Access, 9:94053-94063, June 2021. S. Park, M. Choi, W.-Y. Shin, J. Kim
Stabilized Adaptive Sampling Control for Reliable Real-Time Learning-based Surveillance Systems
IEEE/KICS Journal of Communications and Networks, 23(2):129-137, April 2021. D. Kim, S. Park, J. Kim, J. Y. Bang, S. Jung
Multiagent DDPG-Based Deep Learning for Smart Ocean Federated Learning IoT Networks
IEEE Internet of Things Journal, 7(10):9895-9903, October 2020. D. Kwon, J. Jeon, S. Park, J. Kim, S. Cho
Dynamic Multi-PQC Quantum Convolutional Neural Network for Real-Time Pothole Detection
IEEE SPAWC, Surrey, United Kingdom, July 2025. M. Kim, J. Heo, E. J. Roh, S. Park
(Invited)
Joint Multi-Agent Reinforcement Learning and Message-Passing for Distributed Multi-UAV Network Management using Conflict Graphs
IEEE/IFIP NOMS, Honolulu, Hawaii, USA, May 2025. Y. Cho, H. Lee, S. Park, J. Kim
(Top Computer Science Conference, Listed by the National Research Foundation Korea (NRF-Korea))
Multi-Modal LLM-based Fully-Automated Training Dataset Generation Software Platform for Mathematics Education
IEEE/ACM ICSE, Ottawa, Canada, April/May 2025. M. Kim, T. Kim, H. Choi, S. Min, J.-H. Lim, S. Park
(Top Computer Science Conference, Listed by the National Research Foundation Korea (NRF-Korea))
M. Kim, T. Kim, H. Choi, S. Min, J.-H. Lim, S. ParkStabilized Robust Control for Lightweight Autonomous Aircraft Mobility: A Quantum Reinforcement Learning Approach
IEEE/IFIP WiOpt, Linköping, Sweden, May 2025. G. S. Kim, J. Chung, T. Q. Duong, S. Park, J. Kim
(Top Computer Network Conference, Listed by the Korean Institute of Information Scientists and Engineers (KIISE))
Advanced Taxiing Path Guidance using Multi-Agent Reinforcement Learning for Air Traffic Management
IEEE/IFIP WiOpt, Seoul, Korea, October 2024. S. Lee, G. S. Kim, S. Park, J. Kim
(Top Computer Network Conference, Listed by the Korean Institute of Information Scientists and Engineers (KIISE))
Quantum Split Learning for Privacy-Preserving Information Management
ACM CIKM, Birmingham, United Kingdom, October 2023. S. Park, H. Baek, J. Kim
(Top Computer Science Conference, Listed by the National Research Foundation Korea (NRF-Korea))
(Acceptance Rate (short): 152/554=27.44%)
Logarithmic Dimension Reduction for Quantum Neural Networks
ACM CIKM, Birmingham, United Kingdom, October 2023. H. Baek, S. Park, J. Kim
(Top Computer Science Conference, Listed by the National Research Foundation Korea (NRF-Korea))
(Acceptance Rate (short): 152/554=27.44%)
Quantum Reinforcement Learning for Large-Scale Multi-Agent Decision-Making in Autonomous Aerial Networks
IEEE VTS A{WCS, Tainan, Taiwan, August 2023. S. Park, J. Kim
(IEEE VTS Seoul Chapter Award)
Joint Offloading and Streaming in Mobile Edges: A Deep Reinforcement Learning Approach
IEEE VTS A{WCS, Singapore, August 2019. S. Park, J. Kim, D. Kwon, M. Shin, J. Kim
(IEEE VTS Seoul Chapter Award)