Study on Self-Driving B5G Networks towards Federated Private-5G

• 이 논문은 2021년도 정부(과학기술정보통신부)의 재원으로 한국연구재단 (기초연구실 사업)의 지원을 받아 수행된 연구임(No. 2021R1A4A3022102) 

• This research was supported by National Research Foundation (NRF) of Korea Grant funded by the Korean Government (MSIT) (No. 2021R1A4A3022102).   

• International Journal

1. Taeho Park, Hochan Lee, Heewon Kim, Subin Han, Taeyun Kim, and Sangheon Pack*, "Divide and Cache: Design and Implementation of Control Plane Framework for Private 5G, IEEE Transactions on Network and Service Management, vol. 21, no. 2, pp. 1550-1560, April 2024. (0.33)

2. Eun Been Choi, Jisu Kim, Dahye Jeong, Eunil Park*, and Angel P. del Pobil, "Detecting agro: Korean trolling and clickbaiting behaviour in online environments," Journal of Information Science. pp. 1-10, in press. (0.5).

3. Lee, S., Kim, J., Kim, D., Kim, K. J., & Park, E.* (2023). Computational Approaches to Developing the Implicit Media Bias Dataset: Assessing Political Orientations of Nonpolitical News Articles. Applied Mathematics and Computation, 458, 128219 (SCIE, JCR 2022 IF=4.000, Q1 in Mathematics, Applied). (0.5).

4. 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)

5. Ramneek, Patrick Hosein, and Sangheon Pack*, "Pricing eSIM Services: Ecosystem, Challenges, and Opportunities," IEEE Communications Magazine, vol. 61, no. 7, pp. 18-24, July 2023. (0.5)

6. Mincheol Paik, Haneul Ko*,  and Sangheon Pack*, "Virtual Experience-based Mobile Device Selection Algorithm for Federated Learning," IEEE Systems, vol. 17, no. 2, pp. 2294-2303, June 2023. (0.5)

7. Joonwoo Kim, Jaewook Lee, Taeyun Kim, and Sangheon Pack*, "Deep Q-Network-based Cloud-Native Network Function Placement in Edge Cloud-Enabled Non-Public Networks," IEEE Transactions on Network and Service Management, vol. 20, no. 2, pp. 1804-1816, June 2023. (0.5)

8. Haneul Ko, Jaewook Lee, Sangwon Seo, Sangheon Pack* and Victor Leung, "Joint Client Selection and Bandwidth Allocation Algorithm for Federated Learning," IEEE Transactions on Mobile Computing, vol. 22, no. 6, pp. 3380-3390, June 2023. (0.5)

9. 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)

10. 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)

11. 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)

12. Jinyoung Han**, Seong Choi**, Ji In Park, Joon Seo Hwang, Jeong Mo Han, Junseo Ko, Jeewoo Yoon, Daniel Duck–Jin Hwang*, "Detecting Macular Disease based on Optical Coherence Tomography using a Deep Convolutional Network," Journal of Clinical Medicine, 12(3):1005, January 2023. (SCIE, JCR 2021 IF = 4.964) (0.5)

13. Migyeong Yang, Jinyoung Han, Ji In Park, Joon Seo Hwang, Jeong Mo Han, Jeewoo Yoon, Seong Choi, Gyudeok Hwang, Daniel Duck-Jin Hwang, "Prediction of Visual Acuity in Pathologic Myopia with Myopic Choroidal Neovascularization Treated with Anti-Vascular Endothelial Growth Factor Using a Deep Neural Network Based on Optical Coherence Tomography Images," Biomedicines, 11(8), 2238, Aug, 2023. (SCIE, JCR 2022 IF = 4.7) (0.33)

14. Chun, S., Han, J., Choi, D., & Kwon, T. (2024). Predicting diversification scores of videos in recommendation network. Expert Systems with Applications, 121803. (0.5)

15. Yanyan Chi, and Eunil Park*, "Counterattacking long videos: exploring the characteristics of popular instant videos and roles of producers and viewers," Library Hi Tech, vol. 41, no. 3, pp. 694-710, 2023. (0.5)

16. Jinmo Lee, and Eunil Park* "D-HRSP: Dataset of Helpful Reviews for Service Providers," Telematics and Informatics, vol. 82, p. 102001, 2023. (0.5)

17. SangEun Lee, Chaeeun Ryu, and Eunil Park*, "OSANet: Object Semantic Attention Network for Visual Sentiment Analysis," IEEE Transactions on Multimedia, vol. 25, pp. 7139-7148, 2023. (0.33)

18. Eunil Park, "CRNet: A multimodal deep convolutional neural network for customer revisit prediction," Journal of Big Data, vol. 10, no. 1, pp. 1-10, 2023. (0.5)

19. Minyoung Lee and Eunil Park*, "Real-time Korean Voice Phishing Detection based on Machine Learning Approaches,"  Journal of Ambient Intelligence and Humanized Computing, vol. 14, pp. 8173-8184, 2023. (0.5)

20. Ahn, H., & Park, E.* (2022). For sustainable development in the transportation sector: Determinants of acceptance of sustainable transportation using the innovation diffusion theory and technology acceptance model. Sustainable Development, 30(5), 1169-1183. (0.5)

21. Ahn, H., & Park, E.* (2022). Determinants of consumer acceptance of mobile healthcare devices: an application of the concepts of technology acceptance and coolness. Telematics and Informatics, 70, 101810. (0.5)

22. Lee, S., Jeong, D., & Park, E.* (2022). MultiEmo: multi-task framework for emoji prediction. Knowledge-Based Systems, 242, 108437. (0.5)

23. 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)

24. 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)

25. Jiwon Kang, Jeewoo Yoon, Eunil Park, and Jinyoung Han*, "Why Tag Me?: Detecting Motivations of Comment Tagging in Instagram," Expert Systems With Applications, Vol. 202, pp.117171, September 2022. (0.5)

26. Joonwoo Kim, Jaewook Lee, Haneul Ko, Taeyun Kim and Sangheon Pack*, "Space Mobile Networks: Satellite as Core and Access Networks for B5G," IEEE Communications Magazine, vol. 60, no. 4, pp. 58-64, April 2022. (0.5)

27. Jeewoo Yoon**, Jinyoung Han**, Junseo Ko, Seong Choi, Ji In Park, Joon Seo Hwang, Jeong Mo Han, Kyuhwan Jang, Joonhong Sohn, Kyu Hyung Park, and Daniel Duck-Jin Hwang, "Classifying central serous chorioretinopathy subtypes with a deep neural network using optical coherence tomography images: A cross-sectional study," Scientific Reports 12, 422(2022), Jan, 2022.  (SCI, JCR 2020 IF = 4.379) (0.5) 

28. 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)

29. Yeonju Jan and Eunil Park*, "Satisfied or Not: User Experience of Mobile Augmented Reality in Using Natural Language Processing Techniques on Review Comments," Virtual Reality, pp. 839-848, November 2021. (0.5)

30. Syjung Hwang, Minyoung Lee, Eunil Park*, and Angel P. del Pobil, "Determinants of Customer Brand Loyalty in the Retail Industry: A Comparison between National and Private Brands in South Korea," Journal of Retailing and Consumer services, Vol. 63, 102684, November 2021. (0.5)

• International Conference

1. Chanbin Bae, Hochan Lee, Sangheon Pack, and Youngmin Ji, "Accelerating Federated Learning at Programmable User Plane Function via In-Network Aggregation," in Proc. International Conference on Information Networking (ICOIN) workshop on Big Data and 5G/6G Communication Networks 2024, Ho Chi Minh, Vietnam, January 2024. (0.3)

2. 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)

3. Ramneek, Patrick Hosein, and Sangheon Pack, "A Cross-Slice Resource Orchestration Framework for 5G Network Services," in Proc. IEEE International Conference on Distributed Computing Systems (ICDCS) 2023 Poster, Hong Kong, China, July 2023. (0.5)

4. Minsu Park, and Eunil Park*, "ACL TA-DA: A Dataset for Text Summarization and Generation. In Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing (SAC '23, pp. 1233-1239), March 2023. (0.33)

5. Taeho Park, Hochan Lee,  Heewon Kim, Subin Han, Taeyun Kim, and Sangheon Pack, "Divide and Cache: A Novel Control Plane Framework for Private 5G Networks," in Proc. IEEE Consumer Communications and Networking Conference (CCNC) 2023, Las Vegas, USA, January 2023.

6. Juho Jung, Chaewon Kang, Jeewoo Yoon, Simon S. Woo, and Jinyoung Han*, "SAFE: Sequential Attentive Face Embedding with Contrastive Learning for Deepfake Video Detection," ACM International Conference on Information and Knowledge Management (CIKM), October, 2023. (0.33)

7. Minji Kim, Migyeong Kang, Eunil Park, Sangheon Pack, and Jinyoung Han*, "Network Data Generation using IP2Vec Embedding", IEEE International Conference on ICT Convergence (ICTC), Oct, 2023 (0.5)

8. Chi, Y., Ahn, H., Park, M. S., Park, E.*, Han, J., & Pack, S. (2022). Technology Acceptance Perspectives on Mobile Services: A Comparison Between 4G and 5G Services. In Proceedings of the 13th International Conference on ICT Convergence (ICTC '22, pp. 778-782), IEEE. (0.33)

9. Taeyun Kim, Seoyul Oh, Inho Cha, Seunghyun Lee, Haneul Ko, Sangheon Pack, and Jinyoung Han, "Holistic Orchestration for Edge-Native Applications: A Review," IEEE International Conference on ICT Convergence (ICTC), October 2022. (0.5)

10. Chaewon Kang, Jeewoo Yoon, Daejin Choi, Eunil Park, Sangheon Pack, and Jinyoung Han*, "TransTraffic: Predicting Network Traffic using Low Resource Data," IEEE International Conference on ICT Convergence (ICTC), October 2022. (0.5)

11. Jeewoo Yoon, Jinyoung Han*, Erik Bucy, and Jungseock Joo, "Predicting Emotional Intensity in Political Debates via Non-verbal Signals," INTERSPEECH, September 2022. (0.5)

12. Chu, Y., & Park, E.* (2022). A Study on Social Justice Using Text Analysis of Social Media Data (소셜 미디어 텍스트 분석을 통한 사회 정의 연구). In Proceedings of the 2022 Annual Conference of Human Computer Interaction (KHCI ’22, Korean, pp. 435-441). (0.33)

13. 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)

14. Jeewoo Yoon, Chaewon Kang, Seungbae Kim, and Jinyoung Han*, "D-Vlog: Multimodal Vlog Dataset for Depression Detection," AAAI Conference on Artificial Intelligence (AAAI) 2022 accepted. (acceptance ratio = 1,345/9,251 = 14.5%) (0.5)

15. Youbin Jeon, Hyeonjae Jeong, Sangwon Seo, Taeyun Kim, Haneul Ko,  and Sangheon Pack, "A Distributed NWDAF Architecture for Federated Learning in 5G," in Proc. International Conference on Consumer Electronics (ICCE) 2022, Virtual Online Conference, January 2022. (0.5)

16. Taeyun Kim, Joonwoo Kim, Sangwon Seo, Seunghyun Lee, and Sangheon Pack, "An Implementation Study of Network Data Analytic Function in 5G," in Proc. IEEE International Conference on Consumer Electronics (ICCE) 2022, Virtual Online Conference, January 2022. (0.5)

17. Junseo Ko, Jeewoo Yoon, Daejin Choi, Eunil Park, Sangheon Pack, and Jinyoung Han, "Trafficformer: A Transformer-Based Traffic Predictor," in Proc. IEEE International Conference on Consumer Electronics (ICCE) 2022, Virtual Online Conference, January 2022. (0.5)

18. Dahye Jeong, Jinyoung Han, Eunil Park, Eun Been Choi, and Sangheon Pack, "5G and User Experience: A Bibilometric Approach," in Proc. IEEE International Conference on Consumer Electronics (ICCE) 2022, Virtual Online Conference, January 2022. (0.5)

• Domestic Conference

1. 최준현, 류동균, 백상헌, "ISL에서의 스케줄링 기법 사용을 통한 쓰루풋 향상 연구 동향", JCCI 2023, 2023년 4월. (1.0)

2. 홍준규, 류동균, 백상헌, "MmWave 환경에서의 핸드오버 수행 시 기지국 간격에 따른 영향 분석", JCCI 2023, 2023년 4월. (1.0)

3. 김민지, 강미경, 박은일, 백상헌, 한진영, "네트워크 데이터 기반 적대적 생성 모델 성능 결과 분석", JCCI 2023, 2023년 4월 (0.5)

4. 정다혜, 안형진, 박은일, 한진영, "6G 이동통신 기술 동향 분석 연구: SCOPUS DB 논문을 중심으로," JCCI 2023, 2023년 4월. (0.5)

5. 류동균, 전유빈, 백상헌, "모바일 크라우드센싱 환경에서의 연합학습 연구 동향", 한국통신학회 하계종합학술발표회, 2022년 6월. (1.0)

6. 차인호, 전유빈, 박태호, 이승현, 백상헌, "5G 네트워크 데이터 분석 기능의 동향 및 사용사례 분석", 한국통신학회 하계종합학술발표회, 2022년 6월. (0.5)

7. 이은석, 한수빈, 김기훈, 백상헌, "기계학습을 적용한 자가 구성 네트워크 (SON) 기능 연구 동향", 한국통신학회 하계종합학술발표회, 2022년 6월. (1.0)

8. 이승현, 전유빈, 박태호, 고한얼, 백상헌, "5G 코어 네트워크에서의 데이터 분석 기능 표준 및 동향," JCCI 2022, 2022년 4월. (0.5)

9. 오서율, 이호찬, 김태윤, 백상헌, "스케치 기반의 데이터 평면 플로우 모니터링 기법 분석", JCCI 2022, 2022년 4월. (0.5)

• Patent

1. 한진영, 강미경, 김민지, 박은일, “트래픽 데이터 생성 장치 및 그 방법”, 출원번호: 10-2023-0180440 (2023년 12월 13일) (1.0)

2. 백상헌, 서상원, 이재욱, 고한얼, "학습 시스템, 학습 모델 결정 장치 및 방법," 출원번호: 10-2021-0107583 (2021년 8월 13일) (0.5)

3. 고준서, 윤지우, 박은일, 한진영, 최성, "웹 페이지의 시변화 데이터 예측 방법, 장치, 이를 이용한 웹 관리 시스템, 컴퓨터 판독 가능한 기록 매체 및 컴퓨터 프로그램," 출원번호: 10-2022-0031855 (2022년 3월 15일) (1.0), 등록번호: 10-2759466 (2025년 1월 20일)

• Programs

1. 성균관대학교 산합협력단, “저자원의 네트워크 트래픽 예측을 위한 소프트웨어”, 등록번호: C-2023-038661 (2023년 8월 30일)

2. 성균관대학교 산학협력단, “네트워크 트래픽 생성을 위한 소프트웨어” , 등록번호: C-2023-037947 (2023년 8월 25일)

3. 성균관대학교 산학협력단, "웹 트래픽 예측을 위한 딥러닝 소프트웨어," 등록번호: C-2022-008300 (2022년 2월 8일)

4. 고려대학교 산학협력단, "사설 5G 망에서의 네트워크 기능 배치 결정 기법 및 성능 평가 시뮬레이터," 등록번호: C-2021-036673 (2021년 9월 13일)

5. 고려대학교 산학협력단, "데이터 분석을 위한 공중 5G 망과 사설 5G 망의 연동 프로그램" 등록번호: C-2021-036674 (2021년 9월 13일)

• Open Sources and Datasets

   D-HRSP - https://github.com/dxlabskku/D-HRSP

   ACL TA-DA - https://github.com/dxlabskku/ACL_TA-DA

   OSANet - https://github.com/dxlabskku/OSANet

    Agro - https://github.com/dxlabskku/Agro

https://github.com/net-ty/mnc_Private-5G

https://anonymous.4open.science/r/vishing-1AF8/README.md

https://sites.google.com/view/jeewoo-yoon/dataset