Study on Collective Edge Networking to Support Distributed AI Learning

Hochan Lee, Jaewook Lee, Heewon Kim, and Sangheon Pack*, "Straggler-Aware In-Network Aggregation for Accelerating Distributed Deep Learning," IEEE Transactions on Service Computing, vol. 16, no. 6, pp. 4198-4204, November/December 2023. (0.33)

Sangwon Seo, Jaewook Lee, Haneul Ko, and Sangheon Pack*, "Situation-Aware Cluster and Quantization Level Selection for Fast Federated Learning," IEEE Internet of Things (IoT) Journal, vol. 10, no. 15, pp. 13292-13032, August 2023. (0.5)

Haneul Ko, Taeyun Kim, Daeyoung Jung, and Sangheon Pack*, "Software-Defined Electric Vehicle (EV)-to-EV Charging Framework with Mobile Aggregator," IEEE Systems, vol. 17, no. 2, pp. 2815-2823, June 2023. (0.5)

Hosung Baek, Haneul Ko, Joonwoo Kim, Youbin Jeon, and Sangheon Pack*, "Sensing Quality-aware Task Allocation for Multi-dimensional Vehicular Urban Sensing," IEEE Internet of Things (IoT) Journal, vol. 10, no. 11, pp. 9989-9998. June 2023. (0.5)

Sol Han, Hochan Lee, Subin Han, Heewon Kim, and Sangheon Pack*, "Multi-Tenancy- and Redundancy-Aware In-Network Aggregation using Programmable Switches," IEEE Network, vol. 37, no. 3, pp. 94-100, May/June 2023. (0.5)

Hyeim Yang, Seokwon Jang, Sol Han, and Sangheon Pack*, "Auto-NFT: Automated Network Function Translator in Virtualized Programmable Data Plane," IEEE Network, vol. 37, no. 2, pp. 160-165, March/April 2023. (0.5)

Haneul Ko, Sangheon Pack*, and Victor Leung, "Performance Optimization of Serverless Computing for Latency-Guaranteed and Energy-Efficient Task Offloading in Energy Harvesting Industrial IoT," IEEE Internet of Things (IoT) Journal, vol. 10, no. 3, pp. 1897-1907, February 2023. (0.5)

Jaewook Lee, Haneul Ko, Sangwon Seo, and Sangheon Pack*, "Data Distribution-Aware Online Client Selection Algorithm for Federated Learning in Heterogeneous Networks," IEEE Transactions on Vehicular Technology, vol. 72, no. 1, pp. 1127-1136, Jan. 2023. (0.33)

Haneul Ko and Sangheon Pack*, "Function-Aware Resource Management Framework for Serverless Edge Computing," IEEE Internet of Things (IoT) Journal, vol. 10, no. 2, pp. 1310-1319, January 2023. (0.5)

Eungeun Yoo, Haneul Ko*, and Sangheon Pack, "Fuzzy Clustered Federated Learning Algorithm for Solar Power Generation Forecasting," IEEE Transactions on Emerging Topics in Computing, vol. 10, no. 4, pp. 2092-2098, October-December 2022.  (0.5)

Haneul Ko, Hochan Lee, Taeyun Kim, and Sangheon Pack*, "LPGA: Location Privacy-Guaranteed Offloading Algorithm in Cache-Enabled Cloud," IEEE Transactions on Cloud Computing (TCC), vol. 10, no. 4, pp. 2729-2738, October-December 2022. (0.5)

Minok Kim, Joonwoo Kim, Taeyoon Kim, and Sangheon Pack*, "Age of Information based Beacon Transmission for Reducing Status Update Delay in Platooning," IEEE Transactions on Vehicular Technology, vol. 71, no. 10, pp. 11306-11310, October 2022.(0.5)

Bokyeong Kim, Minchol Paik, Yumi Kim, Haneul Ko*,  and Sangheon Pack*, "Distributed Electric Vehicle Charging Mechanism: A Game-Theoretical Approach," IEEE Transactions on Vehicular Technology, vol. 9, no. 17, pp. 15800-15813, August 2022. (0.5)

Haneul Ko, Sangheon Pack*, and Victor Leung, "An Optimal Battery Charging Algorithm in Electric Vehicle-Assisted Battery Swapping Environments," IEEE Transactions on Intelligent Transportation Systems (TITS), vol. 23, no. 5, pp. 3985-3994, May 2022. (0.5)

Seokwon Jang, Hyeim Yang, and Sangheon Pack*, "Traffic Redundancy Elimination over Programmable Data Plane: Design and Implementation," IEEE Network, vol. 35, no. 6, pp. 292-298, November/December 2021. (0.5)

Haneul Ko and Sangheon Pack*, "Distributed Device-to-Device Offloading System: Design and Performance Optimization," IEEE Transactions on Mobile Computing (TMC), , vol. 20, no. 10, pp. 2949-2960, October 2021. (0.5)

Yunyoung Cho, Seokwon Jang, Jaewook Lee, and Sangheon Pack*, "Deep Spatiotemporal Correlation Network Model for Load Prediction in Service Function Chaining," IEEE Networking Letters, vol. 3, no. 3, pp. 152-155, September 2021.  (0.5)

Ramneek, Patrick Hosein, and Sangheon Pack*, "User Remuneration under Congestion: A Dynamic and Fair Pricing Strategy for Wireless Networks," IEEE Transactions on Vehicular Technology, vol. 70, no. 7, pp. 7294-7299, July 2021. (0.5)

Jaewook Lee, Haneul Ko, Hochan Lee, and Sangheon Pack*, "Flow-Aware Service Function Embedding Algorithm in Programmable Data Plane," IEEE Access,  vol. 9, pp.6113-6121, January 2021. (0.5)

Jaewook Lee, Haneul Ko, Joonwoo Kim, and Sangheon Pack*, "DATA: Dependency-Aware Task Allocation Scheme for Distributed Edge Clouds,"  IEEE Transactions on Industrial Informatics (TII), vol. 16, no. 12, pp.7782-7790, December 2020. (0.5)

Sol Han, Seokwon Jang, Hochan Lee, and Sangheon Pack*, "Switch-Centric Byzantine Fault Tolerance Mechanism in Distributed Software Defined Networks," IEEE Communications Letters, vol. 24, no. 10, pp. 2236-2239, October 2020. (0.5)

Hosung Baek, Haneul Ko, and Sangheon Pack, "Privacy-Preserving and Trustworthy Device-to-Device (D2D) Offloading Scheme," IEEE Access, vol. 8, pp.191551-191560, October 2020. (0.5)

Haneul Ko, Hochan Lee, Taeyun Kim, and Sangheon Pack*, "Information Freshness-Guaranteed and Energy-Efficient Data Generation Control System in Energy Harvesting Internet of Things," IEEE Access, vol. 8, pp. 168711-168720, September 2020. (0.5)

Ramneek, Seung-Jun Cha, Sangheon Pack*, Seung Hyub Jeon, Yeon Jeong Jeong, and Jin Mee Kim, Sungin Jung, "FENCE: Fast, Extensible, and Consolidated Edge for Intelligent Big Data Processing," IEEE Access,  vol. 8, pp. 125423-125437, July 2020. (0.33) 

Mahmoud Elsharief, Mohamed A. Abd El-Gawad, Haneul Ko, and Sangheon Pack*, "EERS: Energy-Efficient Reference Node Selection Algorithm for Synchronization in Industrial Wireless Sensor Networks" MDPI Sensors, vol. 20, no. 15, (article number: 4050), July 2020 (0.5)

Subin Han, Eunsok Lee, and Sangheon Pack, “P4ToR: Conflict-Free Distributed Scheduling for Hybrid Optical/Electrical Datacenter Networks," in Proc. IEEE International Conference on Computer Communications (INFOCOM) 2024 (Poster), Vancouver, Canada, May 2024. (0.33)

Hochan Lee, Haneul Ko, Chanbin Bae, and Sangheon Pack,  "Accelerating Convolutional Neural Network Inference in Split Computing: An In-Network Computing Approach," in Proc. International Conference on Information Networking (ICOIN) 2024, Ho Chi Minh, Vietnam, January 2024. (0.5)

Hongrok Choi, Hochan Lee, Dongkyun Ryoo, Heewon Kim, Haneul Ko, and Sangheon Pack,  "In-Orbit Aggregator-Empowered Federated Learning Framework for Satellite and Terrestrial-Integrated Networks," in Proc. International Conference on Information Networking (ICOIN) 2024, Ho Chi Minh, Vietnam, January 2024. (1.0)

Heewon Kim, Seongyeon Yoon, and Sangheon Pack, "Adaptive In-Network Inference using Early-Exits," in Proc. International Workshop on P4 in Europe (EuroP4) 2023, Paris, France, December 2023. (0.5)

Subin Han, Eunsok Lee, and Sangheon Pack, "Fine-Grained Load Balancing with Multi-Agent Reinforcement Learning for Self-Organizing Networks," in Proc. IEEE Global Communications Conference (GLOBECOM) 2023 Workshop on Artificial Intelligence Enabled Next Generation Wireless Networks, Kuala Lumpur, Malaysia, December 2023. (0.5)

Ramneek and Sangheon Pack, "A Lightweight and Secure Vehicular Edge Computing Framework for V2X Services," in Proc. IEEE International Conference on Distributed Computing Systems (ICDCS) 2022 Poster, Bologna, Italy, July 2022. (0.5)

Sangwon Seo, Jaewook Lee, Haneul Ko, and Sangheon Pack, "Performance-Aware Client and Quantization Level Selection Algorithm for Fast Federated Learning," in Proc. IEEE Wireless Communications and Networking Conference (WCNC) 2022, Texas, USA, April 2022. (0.5)

Beopgwon Jung, Joonwoo Kim, and Sangheon Pack, "Deep Reinforcement Learning-Based Context-Aware Redundancy Mitigation for Vehicular Collective Perception Services," in Proc. International Conference on Information Networking (ICOIN) 2022, Jeju, Korea, January 2022. (1.0)

Daeyoung Jung, Dongju Cha, Dongkyun Ryoo, Kyeongtak Lee, Junsik Kim, Soongi Park, and Sangheon Pack, "Handover Performance of Split RAN-Based Vehicular Networks: A Simulation Study," in Proc. International Conference on Consumer Electronics (ICCE) 2022, Virtual Online Conference, January 2022. (0.5)

Ramneek and Sangheon Pack, "A Credible Service Level Agreement Enforcement Framework for 5G Edge," in Proc. International Conference on Computer Communications (INFOCOM) 2021 Poster, May 2021. (0.5) 

Youbin Jeon, Hosung Baek, and Sangheon Pack, "Mobility-Aware Optimal Task Offloading in Distributed Edge Computing," in Proc. International Conference on Information Networking (ICOIN 2021), Jeju, Korea, January 2021. (1.0)

Minok Kim, Joonwoo Kim, and Sangheon Pack, "Adaptive Beacon Transmission for Reducing Inter-Reception Time in Vehicle Platooning," in Proc. International Conference on Information Networking (ICOIN 2021), Jeju, Korea, January 2021. (0.5)

Joonwoo Kim, Jaewook Lee, Taeyun Kim, and Sangheon Pack, "Deep Reinforcement Learning based Cloud-native Network Function Placement in Private 5G Networks," in Proc. IEEE Global Communications Conference (GLOBECOM) 2020 Workshop on AI-Enabled 5G/6G Networks: Automation, Openness, and Radio Access, Taipei, Taiwan, December 2020. (0.5)

Yunyoung Cho, Seokwon Jang and Sangheon Pack, "On Performance VNF Load Prediction Models in Service Function Chaining," in Proc. International Conference on ICT Convergence (ICTC) 2020, Jeju, Korea, October 2020. (0.5)

백상헌, 이호찬, 김희원, 고한얼, "학습 처리 시스템, 로컬 파라미터 개수 결정 장치 및 방법," 출원번호: 17/888843 (2022년 8월 16일, 출원국가: 미국)

백상헌, 전유빈, 백호성, "분산 에지 컴퓨팅 환경에서 작업 할당 방법," 출원번호: PCT/KR2021/001638 (2021년, 02월 08일, PCT)

1. 윤성연, 이호찬, 김희원, 배찬빈, 이주희, 백상헌, "장거리 양자 통신을 위한 양자 라우팅 연구 동향",  한국통신학회 동계종합학술발표회, 2024년 1월. (0.5)

2. 김의중, 김희원, 윤성연, 백상헌, "샘플링 기반의 인밴드 네트워크 텔레메트리 기법 연구 동향,"  JCCI 2023, 2023년 4월. (0.5)

3. 김하은, 김희원, 배찬빈, 백상헌, "분산 머신러닝을 위한 인-네트워크 병합 기술 연구 동향," JCCI 2023, 2023년 4월. (0.5)

4. 배찬빈, 김태윤, 정대영, 류동균, 이경탁, 차동주, 백상헌, "VEC환경에서 에너지 최적화를 위한 DRL 기반 오프로딩 결정 기법 동향", 한국통신학회 하계종합학술발표회, 2022년 6월. (1.0)

5. 김유진, 이호찬, 오서율, 김희원, 백상헌, "모니터링 오버헤드 감소를 위한 In-band Network Telemetry 기법 동향", 한국통신학회 하계종합학술발표회, 2022년 6월. (1.0)

6. 이경탁, 한솔, 백상헌, "프로그래밍 가능한 SmartNIC의 태스크 오프로딩 기법에 관한 연구", JCCI 2022, 2022년 4월. (0.5)

7. 차동주, 정대영, 김희원, 백상헌, "DNN 기반 지능형 애플리케이션의 스플릿 컴퓨팅 활용 연구 동향," 한국통신학회 동계종합학술발표회, 2022년 2월. (0.5)

8. 강동호, 백호성, 백상헌, "차량네트워크에서 차량의 이동성을 예측하는 방법," 한국통신학회 하계종합학술발표회, 2021년 6월. (1.0)

9. 서상원, 이재욱, 고한얼, 백상헌, "연합학습에서의 양자화 레벨에 따른 영향 분석," 대한전자공학회 하계종합학술대회,2021년 6월. (1.0)

10. 정법권, 김준우, 백상헌, "DSRC/C-V2X 기반 차량간 협업 인식에 관한 연구," 한국통신학회 하계종합학술발표회, 2021년 6월. (1.0)

11. 정현재, 백상헌, "IRS-assisted OFDMA 환경에서의 다중 사용자 지원 기법," JCCI 2021, 2021년 4월. (1.0)

12. 최홍록, 백상헌, "Intelligent Reflecting Surface 를 활용한 연합 학습 성능 향상에 대한 연구," JCCI 2021, 2021년 4월. (1.0)

13. 강동호, 김태윤, 김준우, 백상헌, "위성 기반의 5G 모바일 네트워크에 관한 연구," 한국통신학회 하계종합학술발표회, 2020년 8월. (1.0)

14. 이민정, 이재욱, 이호찬, 김태윤, 백상헌, "LTE-LAA와 Wi-Fi의 공존 시스템의 성능 개선에 관한 연구," KNOM 2020, 2020년 5월. (0.5)