Dr. Ren-Hung Hwang

Professor and Dean,
College of Artificial Intelligence,
National Yang Ming Chiao Tung University,
Tainan, Taiwan, 71150
E-mail: rhhwang at nycu.edu.tw
Tel: +886-6-3032121#57729

Biography

Ren-Hung Hwang received his Ph.D. degree in computer science from the University of Massachusetts, Amherst, Massachusetts, USA, in 1993. He joined the College of Artificial Intelligence, National Yang Ming Chiao Tung University in August 2022 where he is now the Dean of the AI College. Before he joined NYCU, he was with the Department of Computer Science and Information Engineering at National Chung Cheng University, Chia-Yi, Taiwan, from 1993 to 2022, where he served as the dean of the Office of Information Technology, the dean of the College of Engineering, and a distinguished professor of the Department of Computer Science and Information Engineering. He is currently an Associate Editor of IEEE Communications Surveys & Tutorials, IEEE Transactions on Vehicular Technology, and IEICE Trans. on Communications. He was on the editorial boards of the Journal of Information Science and Engineering and The Int. J. of Ad Hoc and Ubiquitous Computing (IJAHUC). Prof. Hwang published more than 260 international journal and conference papers. He is also a co-author of the textbook "Computer Networks: An Open Source Approach" (www.mhhe.com/lin), with Ying-Dar Lin and Fred Baker (McGraw-Hill, 2011). He received the Outstanding Technical Achievement Award of the IEEE Tainan Section in 2022 and the Outstanding Research Award of TACC, Taiwan, in 2023. He received the Best Paper Award from The 6th International Conference on Internet of Vehicles 2019, IEEE Ubi-Media 2018, IEEE SC2 2017, IEEE IUCC 2014, and the IEEE Outstanding Paper Award from IEEE IC/ATC/ICA3PP 2012. He was the guest editor of IEEE Network, special issue on "Open Source for Networking: Development and Experimentation," IET Communications, special issue on "WiMAX Integrated Communications," and the Journal of Security and Communication Networks, special issue on "Security and Privacy in Mobile Applications and Platforms (SPMNA)." He served as the general chair of the International Computer Symposium (ICS), 2016, and International Symposium on Pervasive Systems, Algorithms, and Networks (ISPAN) 2018, International Symposium on Computer, Consumer, and Control (IS3C) 2018, IEEE DataCom 2019 (The 5th IEEE International Conference on Big Data Intelligence and Computing). His current research interest is in Deep Learning, Wireless Communications, Network Security, AIoT, and Cloud/Edge/Fog Computing. Prof. Hwang is a senior member of IEEE.

Education

Ph.D. (1993)
Department of Computer Science
University of Massachusetts
Amherst, MA, 01002
U.S.A.

Master of Science (1989)
Department of Computer Science
University of Massachusetts
Amherst, MA, 01002
U.S.A.

B.S. (1985)
Department of Computer Science
and Information Engineering,
National Taiwan University,
Taipei, Taiwan, R.O.C.

Academic Employment

Dean (August 2022 - )
College of Artificial Intelligence, National Yang Ming Chiao Tung University

Dean (August 2020 - July 2022)
Office of Information Technology
National Chung Cheng University

Dean (Jan. 2014 - Jan. 2017)
College of Engineering
National Chung Cheng University

Deputy Director-General (March 2012 – Feb. 2016)
College Admissions Committee

Deputy Director (March 2012 – Dec. 2013)
Computer Center
National Chung Cheng University

Director (Feb. 2010 – Jan. 2011)
Ching Jiang Learning Center
National Chung Cheng University

Chairman (August 2006 – July 2009)
Department of Computer Science and Information Engineering
National Chung Cheng University

Chairman (August 2002 – July 2005)
Department of Communications Engineering
National Chung Cheng University

Academic Services

– Directors Board, IEEE Tainan Section (2014-present)

- Associate Editor of IEEE Transactions on Vehicular Technology (2023/11-)

- Associate Editor of IEEE Communications Surveys and Tutorials (COMST) (2022/2-)

– Editor: IEICE Transactions on Communications (2020-present)

– Editor: International Journal of Ad Hoc and Ubiquitous Computing (2017~2020

– Editor: Journal of Information Science and Engineering (2009-2020)

– Guest Editor: IEEE Network, special issue on "Open Source for Networking: Development and Experimentation."

– Guest Editor: IET Communications, special issue on WiMAX Integrated Communications (2009)

– Program Vice Chair of the International Conference on Ubiquitous Intelligence and Computing, 2011.

– Program Chair of the 10th International Symposium on Pervasive Systems, Algorithms and Networks (I-SPAN 2009)

– Track Co-Chair of the Mobile Satellite & Positioning Systems Track for VTC 2010-Spring

– General chair: 2001 National Network and Communication Workshop.

– Invited Tutorial: Workshop on Distributed System Technologies & Applications, 1999.

Awards

– Best Paper Award, the 6th International Conference on Internet of Vehicles, 2019

– IEEE Best Paper Award, IEEE Ubi-Media 2018

– Best Paper Award, The First International Cognitive Cities Conference (IC3), 2018

– IEEE Best Paper Award, 2017 IEEE International Symposium on Cloud and Services Computing

– IEEE Best Paper Award, the 13th IEEE International Conference on Ubiquitous Computing and Communications (IUCC 2014), 2014.

– IEEE Outstanding Paper Award, IEEE International Conference on Ubiquitous Intelligence and Computing, 2012.

– National Chung Cheng University Award for excellent performance for professor with administration work, 2008.

– Outstanding contribution award on eLearning, TANET, Ministry of Education, 2008.

– Best paper award, 2005 International conference on e-Learning, paper entitled "Design and Implementation of a Learning Object Repository for Heterogeneous e-Learning Portals," co-authored with Jin-Wen Wang and Yu Lai, 2005.

– Best paper award, the 6th HL7 International Affiliates Meeting and the 4th Asia-Pacific HL7 Conference on Healthcare Information Standards, paper entitled "A study on web services based CDA for medical information exchange system," co-authored with Jin-Chia Lin and Kuan-Ming Kuo, 2005.

– Best paper award, the 10th Mobile Computing Workshop, paper entitled "MIP6-MANET: The Integration and Implementation of Mobile IPv6 and Mobile Ad Hoc Networks," co-authored with Yuh-Shyan Chen and Yun-Hsuan Yang, 2004.

– Outstanding Research Award from Engineering College, National Chung Cheng University, 2003.

– Outstanding Teaching Award from National Chung Cheng University, 2002.

– Research Awards from National Science Council, R.O.C. in 1993, 1995, 1998, 1999.

– Awards for Networking related Course Materials from Ministry of Education, R.O.C., in 1997, 1998, 2000, 2010 (awarded courses: BISDN, Video-On-Demand, Next Generation Internet Technologies, Vehicle Positioning and its Applications on e-map)

– Annual best paper award from Education and Information Magazine, 1997 (paper title: Design and Development of Virtual Classroom over High Speed Networks)

– National Chung Cheng University Award for excellent performance for professor with administration work, 1998.

– Young Engineer Award from Chinese Engineer Association, Kao-Hsiung chapter, 2000.

Research Areas

•  Wireless Communications

    o  5G/B5G/6G
    o  space-air-ground integrated network (SAGIN)
    o  AI-enabled 6G networks

•  Network Security

    o  Network-based Intrusion Detection System (NIDS)
    o  Host-based Intrusion Detection System (HIDS)
    o  Deep-Learning-based HIDS&NIDS

•  AIoT

    o  Smart Transportation
    o  Smart City
    o  Smart Manufacture

Publications

[Textbook] [Referred journal papers] [Referred conference papers]

[Google Scholar]

[DBLP]

Textbook

1. YingDar Lin, Ren-Hung Hwang and Fred Baker, Computer Networks: An Open Source Approach, Mc Graw Hill, Feb. 2011, ISBN 978-0-07-337624-0.

2. Ren-Hung Hwang and Chung-Ming Huang, Innovations 2004: World Innovations in Engineering Education and Research, chapter 7: An Innovative Teaching Program for Network Applications and Services, ed. by W. Aung, R. Altenkrich, T. Cermak, R. W. King, L. M. S. Ruiz, pp.63-71.

Referred journal papers

  1. Edy Kristiantoa, Po-Ching Lin, Ren-Hung Hwang, “Sustainable and Lightweight Domain-based Intrusion Detection System for In-Vehicle Network,” Sustainable Computing: Informatics and Systems, accepted, Nov. 2023.
  2. Van-Linh Nguyen, Ren-Hung Hwang, Bo-Chao Cheng, Ying-Dar Lin, and Trung Q. Duong, “Understanding Privacy Risks of High-accuracy Radio Positioning and Sensing in Wireless Networks,” IEEE Communications Magazine, accepted, Aug. 2023.
  3. Wei-Yu Chen, Chih-Yu Wang, Ren-Hung Hwang, Wen-Tsuen Chen, Sin-Yu Huang, “Impact of Hardware Impairment on the Joint Reconfigurable Intelligent Surface and Robust Transceiver Design in MU-MIMO System,” IEEE Transactions on Mobile Computing, accepted, June 2023.
  4. Jing-Wen Ke, Ren-Hung Hwang*, Chih-Yu Wang, Jian-Jhih Kuo, Wei-Yu Chen, “Efficient RRH Activation Management for 5G V2X,” IEEE Transactions on Mobile Computing, accepted, Dec. 2022.
  5. Ying-Dar Lin, Yuan-Cheng Lai, Didik Sudyana, and Ren-Hung Hwang, “Artificial Intelligence for Internet of Things as a Service: Small or Big Data, Private or Public Model, Centralized or Federated Learning?” Computer, vol. 56, pp. 65-79, Dec. 2023.
  6. Ren-Hung Hwang, C.-L. Lee, Y.-D. Lin, P.-C. Lin, H.-K. Wu, Y.-C. Lai, C.K. Chen, “Host-based Intrusion Detection with Multi-datasource and Deep Learning,” Journal of Information Security and Applications, Volume 78, November 2023, 103625.
  7. Van-Linh Nguyen, Ren-Hung Hwang, Po-Ching Lin, Abhishek Vyas, Van-Tao Nguyen, “Towards the Age of Intelligent Vehicular Networks for Connected and Autonomous Vehicles in 6G,” IEEE Network, 37(3), pp. 44-51, May/June 2023.
  8. Ren-Hung Hwang, Faysal Marzuk, Marek Sikora, Piotr Chołda, and Ying-Dar Lin, “Resource Management in LADNs Supporting 5G V2X Communications,” IEEE Access, vol. 11, pp. 63958-63971, June 2023.
  9. Edy Kristiantoa, Po-Ching Lin, Ren-Hung Hwang, “Misbehavior Detection System with Semi-supervised Federated Learning,” Vehicular Communications, Vol 41, Jun. 2023, 100597.
  10. Po-Ching Lin, Wen-Hao Hsu, Ying-Dar Lin, Ren-Hung Hwang, Hsiao-Kuang Wu, Yuan-Cheng Lai, Chung-Kuan Chen, “Correlation of Cyber Threat Intelligence with Sightings for Intelligence Assessment and Augmentation,” Computer Networks, Vol. 228, June 2023, 109736.
  11. Yuan-Cheng Lai, Jheng-Yan Lin, Ying-Dar Lin, Ren-Hung Hwang, Po-Chin Lin, Hsiao-Kuang Wu, Chung-Kuan Chen, ”Two-phase Defense Against Poisoning Attacks on Federated Learning-based Intrusion Detection,” Computers & Security, Vol. 129, June 2023, 103205.
  12. Jia-You Lin, Ping-Hung Chou, Ren-Hung Hwang, “Dynamic Resource Allocation for Network Slicing with Multi-Tenants in 5G Two-Tier Networks,” Sensors, 2023, 23(10), 4698, May 2023.
  13. Kuan-Lin Chen, Wei-Yu Chen, Ren-Hung Hwang*, “Optimizing Resource Allocation with High-Reliability Constraint for Multicasting Automotive Messages in 5G NR C-V2X Networks,” IEEE Transactions on Vehicular Technology, 72(4), pp. 4792 – 4804, April 2023.
  14. Ren-Hung Hwang, Jia-You Lin, Sun-Ying Hsieh, Hsuan-Yu Lin, and Chia-Liang Lin, “Adversarial Patch Attacks on Deep-Learning-Based Face Recognition Systems Using Generative Adversarial Networks,” Sensors, 2023, 23, 853. https://doi.org/10.3390/s23020853.
  15. Wei-Yu Chen, Po-Yu Chou, Chih-Yu Wang, Ren-Hung Hwang, Wen-Tsuen Chen, “Dual Pricing Optimization for Live Video Streaming in Mobile Edge Computing with Joint User Association and Resource Management,” IEEE Transactions on Mobile Computing, Vol. 22, Issue 2, pp. 858 – 873, Feb. 2023.
  16. Y.-D. Lin, J. H. Pratama, D. Sudyana, Y.-C. Lai, Ren-Hung Hwang, H.-Y. Lin, W.-B. Lee, “ELAT: Ensemble Learning with Adversarial Training in Defending Against Evaded Intrusions,” Journal of Information Security and Applications, Vol. 71, Dec. 2022.
  17. Yao-Chun Wang, Ren-Hung Hwang, Ying-Dar Lin, “Low-latency Service Chaining with Predefined NSH-based Multipath across Multiple Datacenters,” IEEE Transactions on Network and Service Management, 19(4), Dec. 2022, pp. 4721 - 4733.
  18. Lo-Yao Yeh, Nong-Xiang Shen, Ren-Hung Hwang*, “Blockchain-based Privacy-Preserving and Sustainable Data Query Service over 5G-VANETs,” IEEE Transactions on Intelligent Transportation Systems, 23(9), Sep. 2022, pp. 15909-15921.
  19. Jia-You Lin, Chia-Che Tsai, Van-Linh Nguyen, Ren-Hung Hwang, “Coordinated Multi-Platooning Planning for Resolving Sudden Congestion on the Multi-lane Freeways,” 12(17), 8622, Applied Sciences, Aug. 2022.
  20. Ying-Dar Lin, Ze-Yu Wang, Po-Ching Lin, Van-Linh Nguyen, Ren-Hung Hwang, Yuan-Cheng Lai, ”Multi-datasource Machine Learning in Intrusion Detection: Packet Flows, System Logs and Host Statistics,” Vol. 68, 103248, Journal of Information Security and Applications, Aug. 2022.
  21. Van-Linh Nguyen, Ren-Hung Hwang, Po-Ching Lin, “Controllable path planning and traffic scheduling for emergency services in the Internet of Vehicles,” IEEE Transactions on Intelligent Transportation Systems, 23(8), August 2022, pp. 12399-12413.
  22. Po-Yu Chou, Wei-Yu Chen, Chih-Yu Wang, Ren-Hung Hwang, Wen-Tsuen Chen, “Pricing-based Deep Reinforcement Learning for Live Video Streaming with Joint User Association and Resource Management in Mobile Edge Computing,” IEEE Transactions on Wireless Communications, 21(6), June 2022, pp. 4310-4324.
  23. Tin-Yu Wu, Ren-Hung Hwang*, Abhishek Vyas, Chia-Yiu Lin, Chi-Ruei Huang, “Persistent Periodic Uplink Scheduling Algorithm for Massive NB-IoT Devices,” Sensors, 22, 2875, April 2022.
  24. Ying-Dar Lin, Zi-Qiang Liu, Ren-Hung Hwang, Van-Linh Nguyen, Po-Ching Lin, Yuan-Cheng Lai, "Machine Learning with Variational AutoEncoder for Imbalanced Datasets in Intrusion Detection," IEEE Access, Vol. 10, Feb. 2022, pp. 15247-15260.
  25. Po-Yu Chou, Wei-Yu Chen, Chih-Yu Wang, Ren-Hung Hwang, Wen-Tsuen Chen, “Pricing-based Deep Reinforcement Learning for Live Video Streaming with Joint User Association and Resource Management in Mobile Edge Computing,” IEEE Transactions on Wireless Communications, accepted, Nov. 2021.
  26. Huu-Khoi Bui, Ying-Dar Lin, Ren-Hung Hwang, Po-Ching Lin, Van-Linh Nguyen, and Yuan-Cheng Lai, “CREME: A toolchain of automatic dataset collection for machine learning in intrusion detection,” Journal of Network and Computer Applications, Vol. 193, Nov. 2021.
  27. Wei-Yu Chen, Po-Yu Chou, Chih-Yu Wang, Ren-Hung Hwang, Wen-Tsuen Chen, “Dual Pricing Optimization for Live Video Streaming in Mobile Edge Computing with Joint User Association and Resource Management,” IEEE Transactions on Mobile Computing, accepted, June 2021.
  28. Yan-Chun Chen, Ren-Hung Hwang, M.-Y. Chen, Chih-Chin Wen, Chih-Ping Hsu, “Screw Slot Quality Inspection System based on Tactile Network,” ACM Transactions on Internet Technology, Vol. 21, Issue 4, Article 90, July 2021.
  29. Hung-Yen Weng, Ren-Hung Hwang*, and Chin-Feng Lai，”Live MPEG-DASH Video Streaming Cache Management with Cognitive Mobile Edge Computing,” Journal of Ambient Intelligence and Humanized Computing, Sep. 2020. (https://link.springer.com/article/10.1007/s12652-020-02549-z)
  30. Ren-Hung Hwang, Chih-Yu Wang, Jenq-Neng Hwang, Yu-Ren Lin, and Wei-Yu Chen, “Optimizing Live Layered Video Multicasting over LTE with Mobile Edge Computing,” IEEE Transactions on Vehicular Technology, Vol. 69(10), Oct. 2020, pp. 12072-12084.
  31. Van-Linh Nguyen, Po-Ching Lin, and Ren-Hung Hwang, “Enhancing misbehavior detection in 5G Vehicle-to-Vehicle communications,” IEEE Transactions on Vehicular Technology, Vol. 69(10), Sept. 2020, pp. 9417-9430.
  32. Ren-Hung Hwang, Min-Chun Peng, Chien-Wei Huang, Po-Ching Lin, and Van-Linh Nguyen, “An unsupervised deep learning model for early network traffic anomaly detection,” IEEE Access, Vol. 8(1), Dec. 2020, pp. 30387-30399.
  33. Yi-Hsuan Hung, Chih-Yu Wang, and Ren-Hung Hwang, “Optimizing Social Welfare of Live Video Streaming Services in Mobile Edge Computing,” IEEE Transactions on Mobile Computing, Vol. 19(4), Apr. 2020, pp. 922-934.
  34. Ren-Hung Hwang, Min-Chun Peng, Cheng-Yu Wu, Satheesh Abimannan, “A Novel RPL-based Multicast Routing Mechanism for Wireless Sensor Networks,” International Journal of Ad Hoc and Ubiquitous Computing, Vol. 33(2), Feb. 2020, pp. 122-131.
  35. Chin-Feng Lai, Ying-Hsun Lai, Ren-Hung Hwang, and Tien-Chi Huang, "Physiological Signals Anticipatory Computing for Individual Emotional State and Creativity Thinking,” Computers in Human Behavior, vol. 101,Dec. 2019.
  36. Van-Linh Nguyen, Po-Ching Lin, and Ren-Hung Hwang, “Multi-array relative positioning for verifying the truthfulness of V2X messages,” IEEE Communications Letters, Vol. 23(10), Oct. 2019, pp. 1704 - 1707.
  37. Ren-Hung Hwang, Min-Chun Peng, Van-Linh Nguyen, Yu-Lun Chang, “An LSTM-based deep learning approach for classifying malicious traffic at the packet level,” Applied Sciences, August, 2019.
  38. Ren-Hung Hwang, Min-Chun Peng, Kai-Chung Cheng, “QoS-Guaranteed Radio Resource Management in LTE-A Co-channel Networks with Dual Connectivity,” Applied Sciences, July 2019.
  39. Van-Linh Nguyen, Po-Ching Lin, and Ren-Hung Hwang, “Energy depletion attacks in Low Power Wireless networks,” IEEE Access, Vol. 7, April, 2019, pp.51915-51932.
  40. Van-Linh Nguyen, Po-Ching Lin, and Ren-Hung Hwang, “The Web Attacks: to beat monetization attempts,” Network Security, vol. 2019(5), Apr. 2019, pp. 11-19.
  41. Ben-Jye Chang, Ren-Hung Hwang*, Yueh-Lin Tsai, Bo-Han Yu, and Ying-Hsin Liang, “Cooperative Adaptive Driving for Platooning Autonomous Self Driving based on Edge Computing,” International Journal of Applied Mathematics & Computer Science, Vol. 29(2), June 2019, pp. 213–225. (2018 IF: 1.504)
  42. Hsin-Tung Lin, Ren-Hung Hwang*, Chih-Yuan Sun, Jang-Jiin Wu, “Improving Learning Achievement in Science Education for Elementary School Students via Blended Learning,” International Journal of Online Pedagogy and Course Design (IJOPCD), vol. 9(2), Mar. 2019.
  43. Ren-Hung Hwang, Yu-Ling Hsueh, Yu-Ting Chang, “Building A Taiwan Law Ontology Based on Automatic Legal Definition Extraction,” Applied System Innovation, June 2018.
  44. Chin-Feng Lai, Ying-Hsun Lai, and Ren-Hung Hwang, "Physiological Signals Anticipatory Computing for Individual Emotional State and Creativity Thinking,” Computers in Human Behavior, accepted, May 2018.
  45. Chih-Chiang Wang, Ying-Dar Lin, Jang-Jiin Wu, Po-Ching Lin, Ren-Hung Hwang, "Towards Optimal Resource Allocation of Virtualized Network Functions for Hierarchical Datacenters," IEEE Transactions on Network and Service Management, Vol. 15(4), Dec. 2018, pp. 1532-1544.
  46. Chin-Feng Lai, Shih-Yeh Chen, and Ren-Hung Hwang, “A Resilient Power Fingerprinting Selection Mechanism of Device Load Recognition for Trusted Industrial Internet of Things,” IEEE Transactions on Industrial Informatics, Vol. 14(8), Aug. 2018, pp. 3581 - 3589.
  47. Van Linh Nguyen, Po-Ching Lin, Ren-Hung Hwang, “MECPASS: Denial of service defense architecture for mobile networks,” IEEE Network Magazine, Vol. 32(1), Jan. 2018, pp. 118-124.
  48. Chin-Feng Lai, Ren-Hung Hwang, and Ying-Hsun Lai, “An Intelligent Body Posture Analysis Model Using Multi-Sensors for Long-Term Physical Rehabilitation,” Journal of medical systems, Vol. 41, Issue 4, Apr. 2017. https://doi.org/10.1007/s10916-017-0708-5.
  49. Chi-Fu Huang, Yuan-Feng Chan, and Ren-Hung Hwang, “A Comprehensive Real-Time Traffic Map for Geographic Routing in VANETs,” Applied Sciences, Jan. 2017. open access: http://www.mdpi.com/2076-3417/7/2/129/pdf)
  50. Ren-Hung Hwang, Chih-Chiang Wang, and Wu-Bin Wang, “A Distributed Scheduling Algorithm for IEEE 802.15.4e Wireless Sensor Networks,” Computer Standards & Interfaces, Volume 52, pp. 63-70, May 2017.
  51. Chin-Feng Lai, Ren-Hung Hwang, and Han-Chieh Chao, “A QoS Aware Resource Allocation Strategy for Mobile Graphics Rendering with Cloud Support,” IEEE Transactions on Circuits and Systems for Video Technology, Volume 27, No. 1, pp. 110-124, Jan. 2017.
  52. Ren-Hung Hwang, Yu-Ling Hsueh, Jang-Jiin Wu, and Fu-Hui Huang, “SocialHide: A Generic Distributed Framework for Location Privacy Protection,” Journal of Network and Computer Applications, Volume 76, pp. 87-100, Dec. 2016.
  53. Ren-Hung Hwang, Chi-Fu Huang, Huang-Wei Lin, Jang-Jiin Wu, “Uplink Access Control for Machine-Type Communications in LTE-A Networks,” Personal and Ubiquitous Computing, 20(6), pp. 851-862, Nov. 2016.
  54. Cheng-Hsien Lin, Ren-Hung Hwang*, Jeng-Farn Lee, Chuan-Kang Ting, “Relay-Aided Downlink Data Broadcast in LTE-Advanced or 802.16m WiMAX-Based Wireless Networks,” Journal of Internet Technology, Vol. 17, No. 1, pp. 53-62, Jan. 2016.
  55. Ying-Dar Lin, Ren-Hung Hwang*, Raghavendra Kulkarni, Chinyang Henry Tseng, Chun-Hung Hsu, “On Campus IPv6 Beta Site: Requirements, Solutions, and Product Defect Evaluation,” Journal of Internet Technology, Vol. 16, No. 7, pp. 1189-1199, Dec. 2015.
  56. Cheng-Hsien Lin, Ren-Hung Hwang, Jang-Jiin Wu, Jeng-Farn Lee, and Ying-Dar Lin, “Integration of Spatial Reuse and Allocation for Downlink Broadcast in LTE-Advanced and WiMAX Relay Networks,” IEEE Transactions on Vehicular Technology, Vol. 64, Issue 11, pp. 5246 – 5256, Nov., 2015.
  57. Ren-Hung Hwang, Yu-Ling Hsueh, and Yu-Ting Chen, "An Effective Taxi Recommender System Based on a Spatio-temporal Factor Analysis Model," Information Sciences, Vol. 314, Issue C, pp.28-40, Sep., 2015.
  58. Ren-Hung Hwang, Chi-Fu Huang, Cheng-Hsien Lin, and Chih-Yang Chung, “Context-Aware Multimedia Broadcast and Multicast Service Area Planning in 4G Networks,” Computer Communications, Vol. 64, pp. 33-43, June 2015.
  59. Chin-Feng Lai, Ren-Hung Hwang, Han-Chieh Chao, Mohammad Mehedi Hassan, “A Buffer-Aware HTTP Live Streaming Approach for SDN-enabled 5G Wireless Networks,” IEEE Network, Vol. 29, Issue 1, pp. 49-55, Jan.-Feb. 2015.
  60. Da-Jing Zhang-Jiana, Chung-Nan Leea, and Ren-Hung Hwang, “An Energy Saving Algorithm for Cloud Resource Management Using a Kalman Filter,” International Journal of Communication Systems, Vol. 27, Issue 12, pp. 4078-4091, Dec. 2014.
  61. Ren-Hung Hwang, Chung-Nan Lee, Yi-Ru Chen, and Da-Jing Zhang-Jian, “Cost Optimization of Elasticity Cloud Resource Subscription Policy,” IEEE Transactions on Services Computing, Vol. 7, Issue 4, pp. 561-574, Oct.-Dec. 2014.
  62. Ren-Hung Hwang, Yu-Ling Hsueh, and Hao-Wei Chung, “A Novel Time-Obfuscated Algorithm for Trajectory Privacy Protection,” IEEE Transactions on Services Computing, Vol. 7, Issue 2, pp. 126-139, Apr.-June 2014. (SCI, 2012 IF=2.460, 5/105 in COMPUTER SCIENCE, SOFTWARE ENGINEERING)
  63. Hung-Yi Teng, Chien-Nan Lin, and Ren-Hung Hwang*, “A Self-Similar Super-Peer Overlay Construction Scheme for Super Large-Scale P2P Application,” Information Systems Frontiers, Vol. 16, No. 1, March 2014, pp 45-58. (SCI, IF=0.851, 41/100 in COMPUTER SCIENCE, THEORY & METHODS))
  64. Yuan-Hao Chang, Ming-Chang Yang, Tei-Wei Kuo, and Ren-Hung Hwang, "A Reliability Enhancement Design under the Flash Translation Layer for Flash-Memory Storage Systems," ACM Transactions on Embedded Computing Systems, Vol. 13, Issue 1, August 2013. (SCI)
  65. Ren-Hung Hwang, Chiung-Ying Wang, Chi-Jen Wu, and Guan-Nan Chen, “A Novel Efficient Power-Saving MAC Protocol for Multi-Hop MANETs,” International Journal of Communication Systems, January 2013, Volume 26, Issue 1, pp. 34-55. (SCI)
  66. Hung-Yi Teng, Hung-Chi Lai and Ren-Hung Hwang, “Energy Efficiency Power Control of Cell Breathing in EPON-WIMAX Hybrid Access Network,” Journal of Interconnection Networks, Vol. 13, Nos. 3&4, 2012, pp. 1250012-1 – 1250012-24.
  67. Hung-Yi Teng, Chung-Chih Kuo, and Ren-Hung Hwang, " Downlink Packet Scheduling and Resource Allocation in EPON-WiMAX Hybrid Access Networks," EURASIP Journal on Wireless Communications and Networking, November 2012. (SCI, IF=0.873, 46/79) (doi:10.1186/1687-1499-2012-333, http://jwcn.eurasipjournals.com/content/2012/1/333)
  68. Ren-Hung Hwang, Ben-Jye Chang, Yan-Min Lin and Ying-Hsin Liang, “Adaptive Load-balancing Association Handoff Approach for Increasing Utilization and Improving GoS in Mobile WiMAX Networks,” Wireless Communications and Mobile Computing, Vol. 12(4), October 2012, pp. 1251-1265. (SCI, IF=0.884, 43/79)
  69. Kuan-Lin Chiu and Ren-Hung Hwang, “Communication Framework for Vehicle Ad Hoc Network on Freeways,” Telecommunication Systems, August 2012, Volume 50, Issue 4, pp 243-256. (SCI, IF=0.689, 51/79)
  70. Ren-Hung Hwang, Jun-Hong Lu, and Chiung-Ying Wang “Open Framework for Distributed Context Management in Ubiquitous Environments,” International Journal of Ad Hoc and Ubiquitous Computing (IJAHUC), Volume 9, Issue 4, April, 2012. (SCI , IF=0.848, 47/79)
  71. Yu-Chien Chen, Ren-Hung Hwang*, Cheng-Yu Wang, “Development And Evaluation Of A Web 2.0 Annotation System As A Learning Tool In An E-Learning Environment,” Computer & Education, vol. 58, 2012, pp.1094-1105. (SSCI , IF=2.621, 7/206)
  72. Hung-Yi Teng, Hui-Ching Huang, and Ren-Hung Hwang, “Peer-to-Peer Video-on-Demand Service in NUWeb,” International Journal of Ad Hoc and Ubiquitous Computing (IJAHUC), special issue on Cloud Computing – Technologies and Services, Vol. 9, No. 1, January, 2012, pp.1-11. (SCI, IF=0.848, 47/79)
  73. Kuan-Lin Chiu, Ren-Hung Hwang,and Yuh-Shyan Chen, “Cross-layer design vehicle-aided handover scheme in VANETs,” Wireless Communications and Mobile Computing, Volume 11 Issue 7, July 2011, pp. 916-928. (SCI)
  74. Kuan-Lin Chiu, Ren-Hung Hwang,and Yuh-Shyan Chen, “Seamless Session Mobility Scheme in Heterogeneous Wireless Networks,” International Journal of Communication Systems, Volume 24, Issue 6, June 2011, pp. 789-809. (SCI)
  75. Hsiao-Yun Huang, Chiung-Ying Wang, and Ren-Hung Hwang*, “Mobility Management in Ubiquitous Environments,” Journal of Personal and Ubiquitous Computing, special issue on Context-Aware Middleware and Applications, Volume 15, Issue 3, 2011, pp. 235-251. (SCI)
  76. Chiung-Ying Wang, Ren-Hung Hwang*, and Chuan-Kang Ting, “UbiPaPaGo: Context-aware Path Planning,” Expert Systems With Applications, Vol. 38(4), April 2011, pp. 4150-4161. (SCI)
  77. Ren-Hung Hwang, Cheng-Chang Hoh, and Chiung-Ying Wang, “Swarm Intelligence based Anycast Routing Protocol in Ubiquitous Networks,” Wireless Communications and Mobile Computing, Volume 10, Issue 7, pages 875–887, July 2010. (SCI impact factor =1.106)
  78. Ren-Hung Hwang, Shan-Yi Tsai and Chiung-Ying Wang, “UbiPhone: Human-centered Ubiquitous Phone System,” IEEE Pervasive Computing, vol. 8, no. 2, pp.40-47, April-June 2009. (SCI)
  79. De-Kai Liu, Chaiporn Jaikaeo, Chien-Chung Shen, and Ren-Hung Hwang, “Timely Discovery in MANETs,” Computers and Mathematics with Applications, Vol. 57, No. 11-12, June 2009, pp. 1808-1821. (SCI)
  80. Ren-Hung Hwang and Cheng-Chang Hoh, “Cross-Layer Design of P2P File Sharing over Mobile Ad Hoc Networks,” Telecommunication Systems, Vol. 42, Issue 1, 2009. (SCI)
  81. De-Kai Liu, Chaiporn Jaikaeo, hien-Chung Shen and Ren-Hung Hwang, "Querying time indexed information in mobile Ad hoc networks," Elsevier Ad Hoc Networks Journal, Volume 5, Issue 7, September 2007, pp. 1090-1112.
  82. Ren-Hung Hwang, Min-Xiou Chen, and Chen-Jui Peng, "SSIP: Split a SIP Session over Multiple Devices," Computer Standards & Interfaces, 29 (5), JUL 2007, pp. 531-545. (SCI)
  83. Ren-Hung Hwang, Chiung-Ying Wang, and Guan-Nan Chen, "MTSP: Multi-hop Time Synchronization Protocol for IEEE 802.11 Wireless Ad Hoc Network", Journal of Information Science and Engineering (JISE), 23 (4), JUL 2007, pp. 969-983. (SCI)
  84. Chi-Jen Wu, De-Kai Liu and Ren-Hung Hwang, "A Location-Aware Peer-to-Peer Overlay Network," International Journal of Communication Systems, Vol. 20(1), Jan. 2007, pp. 83-102. (SCI)
  85. Yuh-Shyan Chen, Yun-Hsuan Yang, and Ren-Hung Hwang, "SIP-based MIP6-MANET: Design and Implementation of Mobile IPv6 and SIP-based Mobile Ad Hoc Networks," Computer Communications, Vol. 29(8), May 2006, pp. 1226-1240. (SCI)
  86. De-Kai Liu and Ren-Hung Hwang, "P2broadcast: a Hierarchical Clustering Live Video Streaming System for P2P Networks," International Journal of Communication Systems, Vol. 19(6), August 2006, pp. 619-637. (SCI)
  87. Min-Xiou Chen, and Ren-Hung Hwang, “Efficient OVSF code assignment and reassignment strategies in UMTS,” IEEE Transactions on Transactions on Mobile Computing, Vol. 5, No. 7, pp. 769-783, 2006.
  88. Ben-Jye Chang and Ren-Hung Hwang, "Modeling and Analyzing the Performance of Adaptive Hierarchical Networks," Information Sciences, Vol. 176, Issue 5, pp. 522-549, March 6, 2006.
  89. Ren-Hung Hwang, Chiung-Ying Wang, Cheng-Ying Li, and Yuh-Shyan Chen, “Mobile IPv6-based Ad Hoc Networks: Its Development and Application,” IEEE Journal on Selected Area in Communications (JSAC), Vol. 23(11), Nov. 2005, pp. 2161- 2171.
  90. Ben-Jye Chang, Min-Xiou Chen, Ren-Hung Hwang, and Jun-Fan Juang, "MDP-based OVSF Code Assignment Scheme and Call Admission Control for Wideband-CDMA Communications," Wireless Personal Communications, Vol. 34, No.4, pp. 373-394, Sep. 2005.
  91. Shao-Ming Lu, Min-Xiou Chen, and Ren-Hung Hwang, “Novel Location Management in IP-Based Cellular Networks,” International Journal of Mobile Communications, Vol. 3, No. 2, pp. 150-164, 2005.
  92. Min-Xiou Chen and Ren-Hung Hwang, “Fair and Efficient Scheduling for UMTS Forward Link,” International Journal of Communication Systems, Vol. 18, No. 4 , pp. 409-426, 2005.
  93. Min-Xiou Chen, and Ren-Hung Hwang, “Fair and Efficient Packet Scheduling Algorithms for Multiple Classes of Service under QoS guarantee in UMTS,” Computer Communications, Vol 28, No. 4, April 2005, pp. 379-392.
  94. Ren-Hung Hwang, Ben-Jye Chang, Wen-Cheng Hsiao, and Jenq-Muh Hsu, 2004, “Scalable Distributed Multicast Routing with Multiple Classes of QoS Guarantee,” IEICE Transactions on Communications, Vol.E 87-B, No.9, pp. 2682-2691, Sep. 2004.
  95. Ben-Jye Chang and Ren-Hung Hwang, “Performance Analysis for Hierarchical Multirate Loss Networks,” IEEE Transactions on Networking, Vol. 12, No. 1, Feb. 2004, pp. 187-199.
  96. Ben-Jye Chang and Ren-Hung Hwang, “Distributed Cost-based Update Policies for QoS Routing on Hierarchical Networks,” Information Sciences, Volume 159, Issues 1-2, Pages 87-108, January 2004.
  97. Heng-Chi Su and Ren-Hung Hwang, “Multicast Provision in a Differentiated Services Network,” Journal of Information Science and Engineering, July 2003.
  98. Ben-Jye Chang and Ren-Hung Hwang, 2003, “Analysis of Adaptive Cost Functions for Dynamic Update Policies for QoS Routing in Hierarchical Networks,” Information Sciences, Volume 151, May 2003, pp. 1-26.
  99. Ching-Lin Wang, Ren-Hung Hwang, Tung-Shou Chen, and Huan-Ching Wang, “A Digital Image Watermarking System Based Upon Classification,” Imaging Science Journal Vol 51, 2003, pp. 213-219.
  100. Ying-Dar Lin, Nai-Bin Hsu, Ren-Hung Hwang, ” RPIM-SM: Extending PIM-SM for RP Relocation,” Computer Communications, Volume 25, Issue 18-1, December 2002, pp. 1774-1781.
  101. Jimmy Yang and Ren-Hung Hwang, “Performance of RSVP Controlled-Load Service over ATM ABR Service,” Journal of the Chinese Institute of Electrical Engineering, Vol. 9, No. 4, 2002.
  102. Ying-Dar Lin, Nai-Bin Hsu, and Ren-Hung Hwang, “QoS Routing Granularity in MPLS Networks,” IEEE Communication Magazine, Vol. 40, No. 6, June 2002, pp. 58-65.
  103. Ben-Jye Chang, Hsien-Kang Chung, and Ren-Hung Hwang, “Adaptive Crankback Schemes for Hierarchical QoS Routing in ATM Networks,” Computer Communications, Vol. 25, Issue 5, March 2002, pp.534-543.
  104. Ren-Hung Hwang and Pin-Hao Chi, “Fast Optimal Video Placement Algorithms for Hierarchical Video-On-Demand Systems,” IEEE Transactions on Broadcasting, Vol. 47, Issue:4, Dec. 2001, pp. 357 –366.
  105. Ying-Dar Lin, Nai-Bin Hsu, Ren-Hung Hwang, “Granularity of QoS Routing in MPLS Networks,“ Lecture Notes in Computer Science, Vol. 2092 (Proceedings of IWQoS 2001), pp. 140-154, Springer, June 2001.
  106. Ben-Jye Chang and Ren-Hung Hwang, “Efficient Hierarchical QoS Routing in ATM Networks,” Computer Communications, Vol. 24, No. 15-16, September 2001, pp. 1650-1662.
  107. Huang-Leng Chang and Ren-Hung Hwang, “On LLR Routing in Circuit-Switched Networks,” IEICE Transactions on Communications, Vol. E84-B, No. 5, May 2001, pp. 1397-1405.
  108. Ren-Hung Hwang, Wei-Yuan Do, and Shyi-Chang Yang, “Multicast Routing Based on Genetic Algorithms,” Journal of Information Science and Engineering, Vol. 16, No. 4, Nov. 2000, pp. 885-901.
  109. Jang-Jiin Wu, Ren-Hung Hwang and Hsueh-I Lu, “Multicast Routing with Multiple QoS Constraints in ATM Networks,” Information Sciences: an International Journal, Vol. 124, pp. 29-57.
  110. Ren-Hung Hwang, and Pao-Ta Yu, “PROMS: A PRO-active Monitoring System for SS7 Networks,” International Journal of Network Management, Vol. 10, No. 1, pp.17-27.
  111. Ren-Hung Hwang, J. F. Kurose,and D. Towsley, “MDP Routing for Multirate Loss Networks,” Computer Networks, Vol. 34(2), August 2000, pp. 241-261.
  112. Ren-Hung Hwang, “Adaptive Multicast Routing in Multirate Loss Networks,” Telecommunication Systems, Vol. 12, pp.283-313.
  113. Ren-Hung Hwang, “A Hierarchical Video-On-Demand System on ATM Networks,” Proceedings of the NSC, Part A: Physical Science and Engineering, Vol. 23, No. 3, May 1999.
  114. Ren-Hung Hwang, and Youn-Chen Sun, “Optimal Video Placement for Hierarchical Video-on-Demand Systems,” IEEE Transactions on Broadcasting, Vol. 44, No. 4, Dec. 1998, pp.392-401.
  115. Ren-Hung Hwang, 1997, “On Multicast Routing in Single Rate Loss Networks,” Journal of Information Science and Engineering, Vol. 13, No. 3, September 1997, pp.461-474.
  116. Ren-Hung Hwang, and Ching-Houng Chou, “Scheduling in VOD Systems over CATV Networks,” Journal of the Chinese Institute of Electrical Engineering, Vol. 4, No. 2, 1997, pp. 119-128.
  117. Ren-Hung Hwang, J. F. Kurose, and D. Towsley, “On Call Processing Delay in High-Speed Networks,” IEEE/ACM Transaction on Networking, Vol. 3, No. 6, Dec. 1995, pp628-639.
  118. Ren-Hung Hwang, ,“Routing in VP-based ATM Networks”, Journal of Information Science and Engineering, Vol. 11, No. 4, Dec. 1995, pp.595-624.

Referred conference papers

  1. Ren-Hung Hwang, Yuan-Cheng Lai, and Ying-Dar Lin, “Queue-Length-based Offloading for Delay Sensitive Applications in Federated Cloud-Edge-Fog Systems,” IEEE Consumer Communications & Networking Conference (CCNC), Las Vegas, NV, USA, 6-9 Jan. 2024.
  2. Yan-Hao Wang, Hao-Ping Tsai, Hong-Yi Chen, Van-Linh Nguyen, and Ren-Hung Hwang, “Efficient AutoDL for Generating Denial-of-Service Defense Models in the Internet of Things,” 2023 IEEE Globecom, Kuala Lumpur, Malaysia, Dec. 4-8, 2023.
  3. Sheng-Shan Chen, Rene-Hung Hwang, Chin-Yu Sun, Ying-Dar Lin, and Tun-Wen Pai “Enhancing Cyber Threat Intelligence with Named Entity Recognition using BERT-CRF,” 2023 IEEE Globecom, Kuala Lumpur, Malaysia, Dec. 4-8, 2023.
  4. Ren-Hung Hwang, Chia-Yun Hsu, Jian-Jhih Kuo, “Socially-Aware Decentralized Learning for Intrusion Detection Systems With Imbalanced Non-IID Data,” 2023 IEEE Globecom, Kuala Lumpur, Malaysia, Dec. 4-8, 2023.
  5. Van-Linh Nguyen, Harry Wong Hung-Jun, Yu-Chia Lin, Ren-Hung Hwang, "Efficient Spatial-Temporal Angle-Delay Analysis Scheme for Massive MIMO Indoor Tracking," IEEE International Conference on Communications (ICC 2023), Rome, Italy, 28 May – 1 June.
  6. Van-Linh Nguyen, Lan-Huong Nguyen, Po-Ching Lin, Ren-Hung Hwang, "Deep Learning-based Localization and Outlier Removal Integration Model for Indoor Surveillance," IEEE International Conference on Communications (ICC 2023), Rome, Italy, 28 May – 1 June.
  7. Shang-Huan Wu, Ren-Hung Hwang, Chih-Yu Wang, Ching-Hsuan Chou, “Deep Reinforcement Learning Based Resource Allocation for 5G V2V Groupcast Communications,” 2023 International Conference on Computing, Networking and Communications (ICNC), Honolulu, Hawaii, USA, 20-22 Feb. 2023.
  8. Van-Linh Nguyen, Lan-Huong Nguyen, Ren-Hung Hwang, Jian-Jhih Kuo, Po-Ching Lin, “Efficient Aerial Relaying Station Path Planning for Emergency Event-based Communications,” IEEE Consumer Communications & Networking Conference (CCNC), Las Vegas, NV, USA, 8-11 Jan. 2023.
  9. Chia-Che Tsai, Chia-Yiu Lin, Van-Linh Nguyen, Ren-Hung Hwang, “Efficient traffic coordination for resolving temporary bottlenecks on the multi-lane freeways,” IEEE International Conference on Communications (ICC 2022), Seoul, South Korea, 16–20 May 2022.
  10. Ren-Hung Hwang, Yuan-Cheng Lai, and Ying-Dar Lin, “Offloading Optimization with Delay Constraint in the 3-tier Federated Cloud, Edge, and Fog Systems,” 2021 IEEE Globecom, Madrid, Spain, Dec. 7-11, 2021.
  11. Cheng-Wei Ching, Hung-Sheng Huang, Chun-An Yang, Jian-Jhih Kuo, and Ren-Hung Hwang，“Efficient Online Decentralized Learning Framework for Social Internet of Things,” 2021 IEEE Globecom, Madrid, Spain, Dec. 7-11, 2021.
  12. Haotian Zhang, Haorui Ji, Aotian Zheng, Ren-Hung Hwang and Jenq-Neng Hwang, “Monocular 3D Localization of Vehicles in Road Scenes,” AVVision2021 workshop at ICCV 2021, Oct. 11-17, 2021.
  13. Lan-Huong Nguyen, Ren-Hung Hwang, Po-Ching Lin, Van-Linh Nguyen, Jian-Jhih Kuo, “Robust Positioning-based Verification Scheme for Enhancing Reliability of Vehicle Platoon Control,” 2021 IEEE VTC-Fall, Sep. 27-30, 2021.
  14. R-H Hwang, V-L Nguyen, C-C Tsai, P-C Lin, “Platoon-based Vehicle Coordination Scheme for Resolving Sudden Traffic Jam in the IoV Era,” 2021 IEEE VTC-Fall, Sep. 27-30, 2021.
  15. Y-H Ye, Z-Y Lin, C-C Yao, L-H Nguyen, J-J Kuo, R-H Hwang, “Efficient Multi-maneuver Platooning Framework for Autonomous Vehicles on Multi-lane Highways,” 2021 IEEE VTC-Fall, Sep. 27-30, 2021.
  16. Phi Le Nguyen, Ren-Hung Hwang, Pham Minh Khiem, Kien Nguyen and Ying-Dar Lin, “Modeling and Minimizing Latency in Three-tier V2X Networks,” 2020 IEEE Globecom, Taipei, Taiwan, Dec. 7-11, 2020.
  17. Ren-Hung Hwang, Muktadirul Islam, Asif Tanvir, Shohrab Hossain and Ying-Dar Lin, “Communication and Computation Offloading for 5G V2X: Modeling and Optimization,” 2020 IEEE Globecom, Taipei, Taiwan, Dec. 7-11, 2020.
  18. Ren-Hung Hwang, Faysal Marzuk, Marek Sikora, Piotr Chołda, Ying-Dar Lin, “Resource Management in LADNs Supporting 5G V2X Communications,” IEEE 92nd Vehicular Technology Conference: VTC2020-Fall, October 4-7, 2020, Victoria, BC Canada.
  19. Po-Yu Chou, Wei-Yu Chen, Chih-Yu Wang, Ren-Hung Hwang and Wen-Tsuen Chen, “Deep Reinforcement Learning for MEC Streaming with Joint User Association and Resource Management,” IEEE International Conference on Communications(ICC 2020), June 7-11, 2020, Dublin, Ireland.
  20. Wei-Yu Chen, Po-Yu Chou, Chih-Yu Wang, Ren-Hung Hwang and Wen-Tsuen Chen, “Live Video Streaming with Joint User Association and Caching Placement in Mobile Edge Computing,” International Conference on Computing, Networking and Communications (ICNC 2020), Big Island, Hawaii, USA. February 17-20, 2020.
  21. Ren-Hung Hwang, Min-Chun Peng and Chien-Wei Huang, “Detecting IoT Malicious Traffic based on Autoencoder and Convolutional Neural Network,” 2019 IEEE Globecom IoTSEC Workshop, Waikoloa, Hawaii, USA, December 9 -13, 2019.
  22. Van-Linh Nguyen, Po-Ching Lin and Ren-Hung Hwang, “Physical signal-driven fusion for V2X misbehavior detection,” 2019 IEEE Vehicular Networking Conference (VNC), Los Angeles, California, USA, December 4 -6, 2019.
  23. Ren-Hung Hwang, Min-Chun Peng and Bo-Hao Tu, “Uplink Access Control in Narrowband IoT,” The 6th International Conference on Internet of Vehicles, Kao-Hsiung, Taiwan, Nov. 18-21, 2019. (Best Paper Award)
  24. Ren-Hung Hwang, Yung-Cheng Lai and Ying-Dar Lin, “Offloading Optimization with Delay Distribution in the 3-tier Federated Cloud, Edge, and Fog Systems,” IEEE International Symposium on Cloud and Services Computing (IEEE SC2 2019), Kao-Hsiung, Taiwan, Nov. 18-21, 2019.
  25. Ren-Hung Hwang, Min-Chun Peng and Yu-Lun Chang, "Malware Traffic Classification Using Long Short-Term Memory Network," 2019 IEEE International Conference on Applied System Innovation, Fukuoka, Japan, April 11-15, 2019.
  26. Ren-Hung Hwang, “Optimal Resource Management of Live Video Streaming Service in Mobile Networks with Mobile Edge Computing,” invited talk at 2019 International Conference for Leading and Young Computer Scientists (ICLYCS 2019), Okinawa, Japan, Feb. 28-Mar. 3, 2019.
  27. Yin Chung Leung, Jui-Hung Chang and Ren-Hung Hwang, “A Survey and Implementation on Neural Network Visualization,” the 15th International Symposium on Pervasive Systems, Algorithms, and Networks (IEEE I-SPAN 2018), Yi-Chang, China, Oct. 16-19, 2018.
  28. Ren-Hung Hwang, Van-Linh Nguyen, Po-Ching Lin, “StateFit: Security framework for SDN programmable data plane model,” the 15th International Symposium on Pervasive Systems, Algorithms, and Networks (IEEE I-SPAN 2018), Yi-Chang, China, Oct. 16-19, 2018.
  29. Hung-Yi Teng, Ying-Dar Lin, Jen-Yeu Chen and Ren-Hung Hwang, “Performance Analysis of Relay-assisted Heterogeneous Cellular Networks,” IEEE Ubi-Media 2018, Nanjing, China, August 22-25, 2018. (Best Paper Award)
  30. Yi-Jhong Gong, Kai-Hsiang Lin, Jui-Hung Chang and Ren-Hung Hwang, “Applying Classification to Rainfall Nowcasting with Topographical Awareness,” the First International Cognitive Cities Conference (IC3), August 7-9, Okinawa, Japan, 2018. (Best Paper Award)
  31. Yi-Hsuan Hung, Chih-Yu Wang, and Ren-Hung Hwang, "Combinatorial Clock Auction for Live Video Streaming in Mobile Edge Computing," INFOCOM 2018 workshop on Integrating Edge Computing, Caching, and Offloading in Next Generation Networks (IECCO 2018), April 16-20, 2018, Honolulu, Hawaii, USA.
  32. Ren-Hung Hwang, Yu-Ling Hsueh, and Yu-Ting Chang, "Building A Law Ontology Based on Automatic Legal Definition Extraction", 2018 IEEE International Conference on Applied System Innovation, April 13-17, 2018, Chiba, Tokyo, Japan.
  33. Jui-Hung Chang, Chien-Yuan Tseng, Hung-Hsi Chiang and Ren-Hung Hwang, “Analysis of Influential Factors in Secondary PM2.5 by K-medoids and Correlation Coefficient,” 2017 IEEE International Symposium on Cloud and Services Computing (IEEE SC2 2017), Kanazawa, Japan, Nov. 22-25, 2017.
  34. Jui-Hung Chang, Chien-Yuan Tseng, Ren-Hung Hwang and Mi-Chia Ma, “Using ANN to Analyze the Correlation between Tourism-related Hot Words and Number of Tourists – a Case Study on Japan,” 2017 IEEE International Symposium on Cloud and Services Computing (IEEE SC2 2017), Kanazawa, Japan, Nov. 22-25, 2017.
  35. Ren-Hung Hwang, Ben-Jye Chang, Yueh-Lin Tsai, and Ying-Hsin Liang, “Mobile Edge Computing-based Vehicular Cloud of Cooperative Adaptive Driving for Platooning Autonomous Self Driving Coefficient,” 2017 IEEE International Symposium on Cloud and Services Computing (IEEE SC2 2017), Kanazawa, Japan, Nov. 22-25, 2017. (Best Paper Award)
  36. Shih-Yeh Chen, Chin-Feng Lai, Ren-Hung Hwang, Chu-Sing Yang and Ming-Shi Wang, “Inference of Learning Creative Characteristics by Analysis of EEG Signal,” International Workshop on Smart Learning by Emerging Educational Paradigm (SLEEP 2017), Sep. 20-22, 2017, Cape Town, South Africa.
  37. Jui-Hung Chang, Ren-Hung Hwang and Hung-Hsi Chiang, “Satisfaction Analysis for Agricultural Worker Digital Course Learning Platform,” 2nd International Symposium on Emerging Technologies for Education (SETE 2017), Sep. 20-22, 2017, Cape Town, South Africa.
  38. Ren-Hung Hwang, Pao-Ann Hsiung, Y. J. Chen, and Chin-Fon Lai, “Innovative Project-Based Learning,” 2nd International Symposium on Emerging Technologies for Education (SETE 2017), Sep. 20-22, 2017, Cape Town, South Africa.
  39. Ren-Hung Hwang, Kai-Chung Cheng, “Novel QoS Guaranteed Cell Selection Schemes in LTE-A Heterogeneous Networks,” Ubi-Media 2017, Pattaya, Thailand, August 1-4, 2017.
  40. Po-Ching Lin, Yu-Ting Hsu, and Ren-Hung Hwang, “Detecting and Preventing DDoS Attacks in SDN-based Data Center Networks,” the 3rd International Conference on Cloud Computing and Security (ICCCS 2017), Nanjing, China, Jun 16-18, 2017.
  41. Ren-Hung Hwang, “SDN-enabled Cloud Data Center,” distinguished speech at the 3rd International Conference on Cloud Computing and Security 2017), Nanjing, China, Jun 16-18, 2017.
  42. Ren-Hung Hwang and Hui-Ping Tseng, “Load Balancing and Routing Mechanism based on Software Defined Network in Data Centers,” International Computer Symposium 2016, Chiayi, Taiwan, Dec. 15-17.
  43. Ren-Hung Hwang and Yu-Chi Tang, “Fast Failover Mechanism for SDN-enabled Data Centers,” International Computer Symposium 2016, Chiayi, Taiwan, Dec. 15-17.
  44. Sing-Chi Chen and Ren-Hung Hwang, “A Scalable Integrated SDN and OpenStack Management System,” 2016 IEEE International Symposium on Cloud and Services Computing (IEEE SC2 2016), Fiji, Dec. 7-10, 2016.
  45. Ren-Hung Hwang, “SDN-enabled Cloud Data Center,” Workshop on Internet Architecture and Applications 2016 (IA 2016),Taipei, Taiwan, Nov. 3-4, 2016. (invited talk)
  46. Jui-Hung Chang, Chien-Yuan Tseng, and Ren-Hung Hwang, “Construction of Efficient Cloud-Based Digital Course Learning Platform for Agricultural Worker,” 1st International Symposium on Emerging Technologies for Education (SETE 2016), Roma, Italy, Oct. 26-29, 2016. (also published in Lecture Notes in Computer Science, vol 10108, Springer, Cham.)
  47. Chin-Feng Lai, Chun-Wei Tsai, Shih-Yeh Chen, Ren-Hung Hwang, and Chu-Sing Yang, “An Intelligent Concept Map for e-Book via Automatic Keyword Extraction,” 1st International Symposium on Emerging Technologies for Education (SETE 2016), Roma, Italy, Oct 26-29, 2016. (also published in Lecture Notes in Computer Science, vol. 10108, Springer, Cham.)
  48. Pao-Ann Hsiung, Ren-Hung Hwang, and Yau-Jane Chen, “Introducing Creativity into Engineering Capstone Courses,”SEFI Annual Conference 2016, Tampere, Finland, September 12-15, 2016.
  49. Ren-Hung Hwang, Jang-Jiin Wu, Pao-Ann Hsiung, and Chin-Feng Lai, “Design and Implementation of a Learning Platform for a Computer Science Capstone Course based on Project-based Learning and Creative Thinking,” SEFI Annual Conference 2016, Tampere, Finland, September 12-15, 2016.
  50. Chih-Hao Chen, Ren-Hung Hwang, Chin-Feng Lai and Amy Shee, “Automatic Keyword Extraction Based on Taiwan Laws,” the 9th International Conference on Ubi-Media Computing (UMEDIA 2016), Moscow, Russia, August 15-17, 2016.
  51. Chin-Feng Lai, Dong-Yu Song, Ren-Hung Hwang, and Ying-Xun Lai, “A QoS-aware HTTP Streaming Service over Fog Computing Infrastructures,” 1st Digital Media Industry & Academic Forum, Santorini, Greece, 4-6 July 2016.
  52. W.-P. Wang and R.-H. Hwang, “A Distributed Scheduling Algorithm for IEEE 802.15.4e Networks,” 2015 IEEE International Conference on Smart City (SmartCity 2015), Chengdu, China, Dec. 19-21, 2015.
  53. Y.-H. Tseng, R.-H. Hwang, and Chin-Feng Lai, “Optimal Sink Placement in M2M over LTE Networks,” 2015 IEEE International Conference on Smart City (SmartCity 2015), Chengdu, China, Dec. 19-21, 2015.
  54. R.-H. Hwang, H.-P. Tseng, and Y.-C. Tang, “Design of SDN-enabled Cloud Data Center,” 5th International Symposium on Cloud and Service Computing (SC2 2015), Chengdu, China, Dec. 19-21, 2015.
  55. C.-F. Lai, S.-Y. Chen, R.-H. Hwang, and H.-M. Huang, "Influence of Integrating Creative Thinking Teaching into Project-based Learning Courses to Engineering College Students," SEFI Annual Conference 2015, 29 Jun-2 Jul 2015 Orleans, France, 2015.
  56. P.-A. Hsiung, and R.-H. Hwang, “Refinement Measures for Engineering Education Accreditation From a Department Perspective,” SEFI Annual Conference 2015, 29 Jun-2 Jul 2015 Orleans, France, 2015.
  57. Ren-Hung Hwang, Jang-Jiin Wu, Cai-Zheng Yu, Pao-Ta Yu, Chin-Feng Lai, “Enhancing the programming skill in high school engineering education via flipped classroom and peer assessment,” SEFI Annual Conference 2015, 29 Jun-2 Jul 2015 Orleans, France, 2015.
  58. Chin-Feng Lai, Ren-Hung Hwang, Han-Chieh Chao and Ying-Hsun Lai, “A Dynamic Power Features Selection Method for Multi-appliance Recognition on Cloud-based Smart Grid,” The 13th IEEE International Conference on Ubiquitous Computing and Communications (IUCC 2014), Chengdu, China, Dec. 19-21. (Best Paper Award)
  59. Chun-Hung Wu, Hung-Yi Teng, Ren-Hung Hwang, “Optimal Resource Allocation for Layered Video Multi-casting in WiMAX,” the 2nd International Conference on Computational and Network Technologies 2014 (ICCNT), Bali, Dec. 2-4, 2014.
  60. Chia-Hua Wu and Ren-Hung Hwang, “Routine Based User Classification,” IEEE International Conference on Cyber, Physical and Social Computing 2014 (CPSCom 2014), Taipei, Taiwan, Sep. 1-3, 2014.
  61. Yu-Ting Yao and Ren-Hung Hwang, “Analysis of Swarm Behavior of Users’ GPS data Based on Boids Model,” IEEE International Conference on Cyber, Physical and Social Computing 2014 (CPSCom 2014), Taipei, Taiwan, Sep. 1-3, 2014.
  62. Shih-Yeh Chen, Chin-Feng Lai, Ren-Hung Hwang, Han-Chieh Chao, and Yueh-Min Huang, “A Multimedia Parallel Processing Approach on GPU MapReduce Framework,” in Proc. of the 7th International Conference on Ubi-Media Computing (Umedia-2014), Ulaanbaatar, Mongolia, July 12-14, 2014.
  63. Yuling Hsueh, Ren-Hung Hwang, and Yu-Ting Chen, “An Effective Taxi Recommender System Based on a Spatiotemporal Factor Analysis Model,” the International Conference on Computing, Networking and Communications (ICNC 2014), Honolulu, Hawaii, USA, February 3-6, 2014.
  64. Shang-Hsiu Tien, Hung-Yi Teng, and Ren-Hung Hwang, “Downlink Resource Allocation with Cooperative Transmission in EPON-WiMAX Integrated Network,” the International Conference on Computing, Networking and Communications (ICNC 2014), Honolulu, Hawaii, USA, February 3-6, 2014.
  65. Ren-Hung Hwang and Fu-Hui Huang, “SocialCloaking: a Distributed Architecture for K-anonymity Location Privacy Protection,” the International Conference on Computing, Networking and Communications (ICNC 2014), Honolulu, Hawaii, USA, February 3-6, 2014. (invited talk)
  66. Yao-Ru Tian, Hung-Yi Teng, and Ren-Hung Hwang, ” Load Balancing with Cell Breathing to Maximize the System Reward in Mobile WiMAX,” the 9th International Conference on Information, Communications and Signal Processing (ICICS 2013), Tainan, Taiwan, December 10-13, 2013.
  67. Ren-Hung Hwang, Yu-Ling Hsueh, and Hao-Wei Chung, “A Novel Time-Obfuscated Algorithm for Trajectory Privacy,” the 12th International Symposium on Pervasive Systems, Algorithms and Networks (I-SPAN 2012) , San Marcos, Texas, U.S.A., December 13-15, 2012.
  68. Hung-Chi Lai, Hung-Yi Teng, and Ren-Hung Hwang, “Load Balancing with Cell Breathing in EPON-WIMAX Integrated Network,” the 12th International Symposium on Pervasive Systems, Algorithms and Networks (I-SPAN 2012) , San Marcos, Texas, U.S.A., December 13-15, 2012.
  69. Wei-Ru Lee, Hung-Yi Teng and Ren-Hung Hwang, “Optimization of Cloud Resource Subscription Policy,” the 4th IEEE International Conference on Cloud Computing Technology and Science (IEEE CloudCom) 2012, Taipei, Taiwan, Dec. 3-6, 2012. (Full paper, acceptance rate is 17%)
  70. Yen-Ting Chen, Hung-Yi Teng, Ren-Hung Hwang, and Jeng-Farn Lee, “Optimal Bandwidth Adaptation for Layered Video Multicasting in IEEE 802.11 WLANs,” 12th International Conference on ITS Telecommunications (ITST 2012), Taipei, Taiwan, Nov. 5-8, 2012.
  71. Chung-Chih Kuo, Hung-Yi Teng, Ren-Hung Hwang, “Downlink Scheduling and Resource Allocation in EPON-WiMAX Integrated Networks,” the 9th International Conference on Ubiquitous Intelligence and Computing (UIC), Fukuoka, Japan, Sept. 4-7, 2012. (IEEE Outstanding Paper Award)
  72. Hung-Yi Teng, Chien-Nan Lin and Ren-Hung Hwang, “SSNG: A Self-Similar Super-Peer Overlay Construction Scheme for Super Large-Scale P2P Systems,” the 5th International Workshop on Peer-to-Peer Networked Virtual Environments (P2PNVE’11), in conjunction with IEEE ICPADS 2011, Tainan, Taiwan, Dec. 7-9, 2011.
  73. Chun-Yi Lin, Cheng-Ting Chang, Meng-Tsen Chen, Shih-Yung Juan, Alan Hsueh, Yi-Yang Chang, and Ren-Hung Hwang, “NuNote: An Augmented Reality Social Note Posting Service,” the 8th International Conference on Ubiquitous Intelligence and Computing (UIC), Banff, Canada, Sept. 2-4, 2011.
  74. Hung-Yi Teng, Ren-Hung Hwang and Chang-Fu Tsai, “A Context-aware Seamless Handover Mechanism for Mass Rapid Transit System,” the 8th International Conference on Ubiquitous Intelligence and Computing (UIC), Banff, Canada, Sept. 2-4, 2011.
  75. Ying-Hsin Liang, Ben-Jye Chang, Ren-Hung Hwang and Tzung-Shiun Tsai, “Energy Efficient Predictive AMC with Adaptive SNR-based Power Allocation in MIMO Radio Networks,” the 16th IEEE International Workshop on Computer Aided Modeling, Analysis and Design of Communication Links and Networks(CAMAD 2011), Kyoto, Japan, June 10-11, 2011.
  76. Hussein Al-Zubaidy, Ioannis Lambadaris, Ioannis Viniotis, Changcheng Huang, Ren-Hung Hwang, “Optimal Key Generation Policies for MANET Security,” IEEE GLOBECOM 2010, Miami, U.S.A., Dec. 6-10, 2010.
  77. Hsiao-Yun Huang, Chiung-Ying Wang and Ren-Hung Hwang, “Context-awareness Handoff Planning in Heterogeneous Wireless Networks,” the 7th International Conference on Ubiquitous Intelligence and Computing (UIC), Xi'an, China, October 26-29, 2010. (also published by Lecture Note in Computer Science (LNCS).)
  78. Yu-Shian Li, Hung-Yi Teng and Ren-Hung Hwang, “P2P SVC-encoded Video Streaming based on Network Coding,” IWCMC 2010, Caen, France, June 28-July 2, 2010.
  79. Ren-Hung Hwang, Ben-Jye Chang, Yan-Min Lin and Ying-Hsin Liang, “Adaptive Seamless Association Handoff for Guaranteeing Real-Time Traffic in WiMAX Mobile Networks,” 15th IEEE Symposium on Computers and Communications(ISCC’10), Riccione, Italy, June 22-25, 2010.
  80. Peng-Shiann Wu, Kuan-Lin Chiu and Ren-Hung Hwang, “Solutions to Multihoming in IPv6 Based on MIPv6 and NEMO,” the 10th International Symposium on Pervasive Systems, Algorithms and Networks (I-SPAN 2009) , Kaohsiung, Taiwan, December 14-16, 2009.
  81. Hui-Ching Huang, Hung-Yi Teng and Ren-Hung Hwang, “Peer-to-Peer Video-on-Demand Service in NuWeb,” the 10th International Symposium on Pervasive Systems, Algorithms and Networks (I-SPAN 2009) , Kaohsiung, Taiwan, December 14-16, 2009.
  82. Ben-Jye Chang, Ying-Hsin Liang, Chih-Hsien Wu, Yung-Fa Huang and Ren-Hung Hwang, “MDP-based CAC for Two-Dimension Spreading VSF-OFCDM in 4G Cellular Communications,” IEEE GLOBECOM 2009, Hawaii, U.S.A., Nov. 30-Dec.4, 2009.
  83. Hsiao-Yun Huang, Chiung-Ying Wang, Ren-Hung Hwang, “Context-awareness Handoff Planning in Ubiquitous Network,” The 1st International Symposium on Cyber-Physical Intelligence (CPI-09), Brisbane, Australia, 7 - 9 July, 2009.
  84. Jun-Hong Lu, Chiung-Ying Wang and Ren-Hung Hwang, “An Open Framework for Distributed Context Management in Ubiquitous Environment,” International Symposium on UbiCom Frontiers - Innovative Research, Systems and Technologies (Ufirst-09), Brisbane, Australia, 7 - 9 July, 2009.
  85. Chiung-Ying Wang and Ren-Hung Hwang, “Context-aware Path Planning in Ubiquitous Network,” the 6th International Conference on Ubiquitous Intelligence and Computing (UIC), Brisbane, Australia, 7 - 9 July, 2009. (also published by Lecture Note in Computer Science (LNCS).)
  86. Kuan-Lin Chiu, Ren-Hung Hwang and Yuh-Shyan Chen, “A Cross Layer Fast Handover Scheme in VANET,” IEEE ICC 2009, June 14-18, Dresden, Germany.
  87. Y.C. Chen, C.Y. Wang and Ren-Hung Hwang, “Web 2.0 annotation system as an e-Learning tool,” 2009 American Educational Research Association (AERA) Annual Meeting, San Diego, April 13-17, 2009.
  88. Jun-Hong Lu and Ren-Hung Hwang, “Hierarchical Mobile Router Support in Nested Mobile Networks,” Mobility, I-Lan, Taiwan, September 10-12, 2008.
  89. Cheng-Lin Yang and Ren-Hung Hwang, “Automatic and Structure-Preserved Ontology Mapping Based on Exponential Random Graph Model,” the first IEEE International Conference on Ubi-media Computing, Lanzhou, China, July 15-16, 2008.
  90. Shan-Yi Tsai, Chiung-Ying Wang and Ren-Hung Hwang, “Ubiquitous Phone System,” the 5th International Conference on Ubiquitous Intelligence and Computing (UIC), Oslo, Norway, June 23-25, 2008. (also published by Lecture Note in Computer Science (LNCS).)
  91. De-Kai Liu, Chaiporn Jaikaeo, Chien-Chung Shen, and Ren-Hung Hwang, “Timely Information Discovery in MANET with Swarm Intelligence,” International Conference on Bio-Inspired Computing: Theories and Applications, Zhengzhou, China, Sept. 14-17, 2007.
  92. Ren-Hung Hwang, Bor-Shyang Liang, and Chiung-Ying Wang, “Development of a Context-Aware Messaging System over Heterogeneous Wireless Networks,” ACM IWCMC 2007, Honolulu, Hawaii, U.S.A., August 12-16, 2007.
  93. Cheng-Chang Hoh and Ren-Hung Hwang, "P2P File Sharing System over MANET based on Swarm Intelligence: A Cross-layer Design," accepted by IEEE Wireless Communications and Networking Conference 2007 - Services and applications, Hong Kong, March 2007.
  94. Chi-Jen Wu and Ren-Hung Hwang, "A Scalable Overlay Framework for Internet Anycasting Service," accepted as a full paper by ACM SAC 2007, Seoul, Korea, March 11 - 15, 2007. (acceptance rate: 28.6%)
  95. Guan-Nan Chen, Chiung-Ying Wang, and Ren-Hung Hwang, "MTSP: Multi-hop Time Synchronization Protocol for IEEE 802.11 Wireless Ad Hoc Network," The International Conference on Wireless Algorithms, Systems and Applications (WASA'06), August 15 -18, 2006, Xi'an, China. Also in Lecture Notes in Computer Science (LNCS) 4138. (SCI)
  96. Cheng-Chang Hoh, Chiung-Ying Wang and Ren-Hung Hwang, "Anycast Routing Protocol using Swarm Intelligence for Ad Hoc Pervasive Network," ACM IWCMW 2006, Vancouver, July 2-4, 2006.
  97. Chin-Chieh Hao, Jing-Wen Wang and Ren-Hung Hwang, "SCORM 2004 Compliant Learning Content Management System with Scaffolding Template Design," The 2006 International Conference on SCORM 2004, Jan. 2006.
  98. Chiung-Ying Wang, Jia-Ren Cheng, and Ren-Hung Hwang, “A Scalable Location-Aware Peer-to-Peer System for MANET,” IEEE Mobility Conference, Nov. 2005, Guang-Zhou, China.
  99. Chi-Jen Wu, De-Kai Liu, and Ren-Hung Hwang,“Locality-aware and Low Maintenance Overhead P2P System,” IASTED Communications, Internet and Information Technology conference (CIIT 2005), Oct. 31-Nov. 2, 2005, Cambridge, MA, USA.
  100. Ren-Hung Hwang, Jing-Wen Wang, and Yu Lai, "Design and Implement of a Learning Object Repository for Heterogeneous e-Learning Portals," International Conference on e-Learning, Sept. 24-25, 2005, Taipei, Taiwan. (Best paper award)
  101. Chen-Jui Peng, Ming-Xiou Chen, and Ren-Hung Hwang,“SSIP: Split a SIP Session over Multiple Devices,” Active Networking Workshop, Sept., 2005, Taiwan.
  102. Min-Xiou Chen, Ren-Hung Hwang, Ben-Jye Chang, and Kun-Chan Tsai, "Adaptive Grouping Code Assignment for Singular Rates OVSF Code Tree in 3G WCDMA Networks," The 16th Annual IEEE International Symposium on Personal Indoor and Mobile Radio Communications (PIMRC 2005), Sept. 2005, Berlin, Germany.
  103. Chiung-Ying Wang, Chi-Jen Wu, Guan Nan Chen, and Ren-Hung Hwang, “p-MANET: Efficient Power Saving Protocol for Multi-Hop Mobile Ad Hoc Networks,” to appear in the 3rd International Conference on Information Technology and Applications(ICITA'2005), July 4-7, 2005, Sydney, Australia.
  104. Chia-Feng Li, Ren-Hung Hwang, and Chiung-Ying Wang, “A Location-Aware P2P Information Sharing System in Bluetooth-Based Mobile Ad Hoc Network,” International Conference on Wireless Networks, Communications, and Mobile Computing (Wirelesscom 2005), June 13-16, Maui, Hawaii, U.S.A.
  105. Chiung-Ying Wang, Cheng-Ying Li, Ren-Hung Hwang, and Yuh-Shyan Chen, “Global Connectivity for Mobile IPv6-based Ad Hoc Networks,” the 19th International Conference on advanced information Networking and Applications (AINA 2005), 28-30 March, 2005, Taipei, Taiwan.
  106. Min-Xiou Chen, and Ren-Hung Hwang,“Efficient OVSF codes assignment strategy and management architecture in Wideband CDMA,” IEEE First International Conference on Broadband Networks (BROADNETS 2004), San Jose, Oct. 2004.
  107. Min-Xiou Chen, and Ren-Hung Hwang, "Dynamic bandwidth allocation with fair and efficient scheduling algorithm in UMTS," CIC/IEEE Global Mobile Congress, Shanghai, Oct. 2004.
  108. Min-Xiou Chen, and Ren-Hung Hwang, "Efficient Code Assignment Strategy for UMTS," IEEE Vehicular Technology Conference (VTC Fall 2004), Los Angeles, September, 2004.
  109. Min-Xiou Chen, Ben-Jye Chang, Ren-Hung Hwang, and Jun-Fan Juang "MDP-based OVSF Code Assignment Scheme and Call Admission Control for Wideband-CDMA Communications," The Ninth IEEE Symposium on Computers and Communications, Alexandria, EGYPT, June 2004.
  110. Ren-Hung Hwang, C-Y Lin, and U-Q Lin, "Integrating Learning Management System with Cooperative Learning Based on Web Services," The 8th Global Chinese Conference on Computers in Education (GCCCE’2004), Hong Kong, May, 2004.
  111. Shao-Ming Lu, Min-Xiou Chen, and Ren-Hung Hwang, "Novel Location Management in IP-Based Cellular Networks," The IEEE 6th CAS Symposium on Emerging Technologies: Frontiers of Mobile and Wireless Communication, Shanghai, May, 2004.
  112. Yi-Kuen Sung, Ren-Hung Hwang, Min-Xiou Chen, and Jenq-Muh Hsu, "Call Admission Control Mechanism for DS-CDMA Cellular System," The IEEE 6th CAS Symposium on Emerging Technologies: Frontiers of Mobile and Wireless Communication, Shanghai, May, 2004.
  113. Ching-Lin Wang, Tung-Shou Chen, Yung-Kuan Chan, Ren-Hung Hwang, and Wan-Wen Huang, "Chinese Document Image Retrieval System Based on Proportion of Black Pixel Area in a Character Image," The 6th International Conference on Advanced Communication Technology (IEEE ICACT), Feb. 2004, Korea.
  114. Ren-Hung Hwang, Wen-Cheng Hsiao, and Ben-Jye Chang, "Multiple Classes of QoS Guarantee in Distributed Multicast Routing," The 6th International Conference on Advanced Communication Technology (IEEE ICACT), Feb. 2004, Korea.
  115. De-Kai Liu and Ren-Hung Hwang, "A P2P Hierarchical Clustering Live Video Streaming System," ICCCN, Oct. 2003, USA.
  116. Ben-Jye Chang and Ren-Hung Hwang, "Distributed Cost-based Update Policies for QoS Routing on Hierarchical Networks," JCIS 2003, pp.1396-1399, Sep. 2003, USA.
  117. Ren-Hung Hwang and C-M Huang, "An Innovative Teaching Program for Network Applications and Services," ICEE, July 2003, Spain.
  118. Ren-Hung Hwang and Ching-Fang Chi, "Fairness in QoS Guaranteed Networks," IEEE ICC 2003, Alaska, May 2003.
  119. Sheng-Yan Chuang, De-Kai Liu, Ren-Hung Hwang and Jenq-Muh Hsu, "Adding Topology Information to the Scalable Reliable Multicast Protocol," B5A-1, ICS 2002, Hualien, Taiwan, Dec. 2002
  120. Yung-Hsiang Miu and Ren-Hung Hwang, "An Incentive Charging Scheme for Differentiated Services," ICCS 2002, Singapore, Nov. 2002.
  121. Ben-Jye Chang and Ren-Hung Hwang, "Performance Evaluation Model for Adaptive Hierarchical Loss Networks," IEEE GLOBECOM 2002 (GEN-09-1), Nov. 2002.
  122. De-Kai Liu, Ren-Hung Hwang and Jenq-Muh Hsu, "A Multicast Framework for Multimedia Applications," ICCCN 2002, Miami Florida, Oct. 2002, pp. 204-209.
  123. Yan-Wen Chen and Ren-Hung Hwang, "QoS Routing Algorithms for Multiple Traffic Classes," IEEE ICC 2002.
  124. Jimmy Yang and Ren-Hung Hwang, "Performance of RSVP Controlled-Load Service over ATM ABR Service," ISCOM-01.
  125. Ben-Jye Chang and Ren-Hung Hwang, "Reduced Load Approximation Analysis for Fixed Hierarchical Routing," IEEE GLOBECOM 2001.
  126. Yan-Wen Chen, Ren-Hung Hwang, and Yin-Dar Lin, "Scalable QoS Routing with Bandwidth Guarantee Using Routing Marks," IEEE GLOBECOM 2001.
  127. Ying-Dar Lin, Nai-Bin Hsu, Ren-Hung Hwang, "Granularity of QoS Routing in MPLS Networks," IEEE IWQoS 2001, Karlsruhe, Germany, 2001.
  128. Ben-Jye Chang and Ren-Hung Hwang, "Dynamic Update of Aggregated Information for Hierarchical QoS Routing in ATM Networks," IEEE ICPADS 2001.
  129. Ben-Jye Chang and Ren-Hung Hwang, "MDP-based Dynamic Update of Aggregated Information for Hierarchical QoS Routing in ATM Networks," the Joint 4th International Conference on ATM and Highspeed Intelligent Internet (ICATM 2001), Seoul, Korea.
  130. Ren-Hung Hwang and Pin-Hao Chi, 2000, "Fast Optimal Video Placement Algorithms for Hierarchical Video-On-Demand Systems," IEEE ICC 2001, Helsinki, Finland.
  131. Hsien-Kang Chung, Ben-Jye Chang and Ren-Hung Hwang, "Reducing Crankback Overhead in Hierarchical Routing in ATM Networks," IEEE ICC 2001, Helsinki, Finland.
  132. Ying-Dar Lin, Nai-Bin Hsu, Ren-Hung Hwang, RP Relocation Extension to PIM-SM Multicast Routing, IETF Internet-Draft, draft-ydlin-pim-sm-rp-00.txt, April 2001.
  133. Hung-Chi Su and Ren-Hung Hwang, "Multicast Provision in a Differentiated Services Network," ICOIN-15, Japan, Jan. 2001.
  134. Ren-Hung Hwang and Chun-Min Hsu, 2000, "Routing in ATM Networks with Multiple Classes of QoS," IEEE GLOBECOM 2000, session G-9, Nov. 2000.
  135. Ben-Jye Chang and Ren-Hung Hwang, 2000, "Hierarchical QoS Routing in ATM Networks Based on MDP Cost Function," IEEE ICON, Sept., 2000.
  136. Ben-Jye Chang and Ren-Hung Hwang, 1999, "Hierarchical QoS Routing in PNNI Networks," ICOIN-14, Jan. 2000.
  137. De-Kai Liu and Ren-Hung Hwang, 1999, "Scalable Multicasting with Information Classification and Quality of Service Guarantee," ISCOM'99.
  138. Shyi-Chang Yang, and Ren-Hung Hwang, 1998, "Adaptive Multicast Routing in ATM Networks," IEEE GLOBECOM'98, pp. 1018-1023.
  139. Ren-Hung Hwang, and Youn-Chen Sun, 1998, "Adaptive Multicast Routing in Broadband Networks," SPIE conference of Performance and Control of Network System II, pp.369-381.
  140. Ren-Hung Hwang, and Youn-Chen Sun, 1998, "Optimal Video Placement for Hierarchical Video-on-Demand Systems," ICCCN'98, pp. 454-461.
  141. Huang-Leng Chang, and Ren-Hung Hwang, 1998, "On LLR Routing in Circuit-Switched Networks," ICOIN-12, Japan, pp.456-461.
  142. Ming-Show Chen, and Ren-Hung Hwang, 1998, "Design and Implementation of Fault Tolerant Protocols for Hierarchical VOD Systems," RAMS'98, pp. 181-188.
  143. Jang-Jiin Wu, and Ren-Hung Hwang, 1998, "Multicast Routing with Multiple QoS Constraints Based on Genetic Algorithms," ICS'98, Workshop on Computer Networks, Internet, and Multimedia, pp.237-244.
  144. Ren-Hung Hwang, and Jang-Jiin Wu, 1997, "Scheduling Policies for an VOD System over CATV Networks," IEEE GLOBECOM'97, Phoenix, pp. 13.2.1-5.
  145. June-Wei Chen, Ren-Hung Hwang, and Sing-Ling Lee, 1997, "QoS Allocation of Multicast Connection in ATM," the IEEE Fourth International workshop on Real-Time Computing Systems and Applications (RTCSA), Taipei, pp. 215-222.
  146. Ren-Hung Hwang, and Mei-Sheng Chao, 1997, "A New On-line Paradigm for Developing courses, Teaching, and Learning: A Project in the Asynchronous Learning Environment at National Chung Cheng University," Ausweb '97, Austria.
  147. Ren-Hung Hwang, 1997, "Adaptive Multicast Routing in Multirate Loss Networks," Eleventh International Conference on Information Networking (ICOIN-11), Taipei, pp. 3C-3.1-10.
  148. Jian-Shing Lin, and Ren-Hung Hwang, 1997, "Piecewise Constant Bit Rate Transmission of MPEG Video on ATM Networks," RAMS'97, Taipei, pp. 49-56.
  149. Jian-Shing Lin, and Ren-Hung Hwang, 1997, "The Performance of Transport Protocols for Transmitting Video Data on ATM Networks," RAMS'97, Taipei, pp. 11-16.
  150. Wei-Yuan Do and Ren-Hung Hwang, Dec. 1996, "Multicast Routing Based on Genetic Algorithms," ICS'96, Kao-Hsiung, pp. 211-218.
  151. Ren-Hung Hwang, "Multicast Routing in VP-based ATM Networks," ICCCN'96, Rockville, Maryland, USA.
  152. Ren-Hung Hwang, and Tai-Wei Kuo, July 1996, "System Capacity Approximation for Multimedia Servers," RAMS'96, Taipei, pp.85-89.
  153. B-L Suey, H-J Chang, and Ren-Hung Hwang, July 1996, "The Design and Implementation of Transport Protocol for a Video On Demand System on ATM Networks," RAMS'96, Taipei, pp.161-168.
  154. Huang-Leng Chang, and Ren-Hung Hwang, Dec. 1996, "LLR Routing in Circuit-Switched Networks," 1996 National Symposium on Telecommunications, Chung-Li, pp. 141-147.
  155. Chwan-Jye Liou, and Ren-Hung Hwang, Dec. 1996, "Desktop Virtual Classroom on ATM Networks," 1996 National Symposium on Telecommunications, Chung-Li, pp. 41-47.
  156. Ren-Hung Hwang, "Multicast Routing in Single Rate Loss Networks Based on Markov Decision Process," ISCOM'95, Taipei, Taiwan.
  157. Ren-Hung Hwang, "LLR Routing in VP-based homogeneous ATM Networks," IEEE INFOCOM'95.
  158. Ren-Hung Hwang, "Adaptive Multicast Routing in Single Rate Loss Networks," IEEE INFOCOM'95.
  159. Ren-Hung Hwang, "LLR Routing in VP-based ATM Networks," ICS'94, Taipei, Taiwan.
  160. Ren-Hung Hwang, J. F. Kurose, D. Towsley, "MDP Routing in ATM Networks using the Virtual Path Concept," IEEE INFOCOM'94, pp. 1509-1517.
  161. Ren-Hung Hwang, A. E. Conway, D. Dimitrijevtic, "Hierarchical Simulation of Multi-Layered Communication Network Protocols," 6th International Conference on Data Communication Systems and their Performance, 1993.
  162. Ren-Hung Hwang, J. F. Kurose, D. Towsley, "State Dependent Routing for Multirate Loss Networks," IEEE Global Telecommunications Conference, (GLOBECOM'92), pp. 565-570.
  163. Ren-Hung Hwang, J. F. Kurose, D. Towsley, "The Effect of Processing Delay and QOS Requirements in High Speed Networks," IEEE INFOCOM'92, pp. 160-169.
  164. Ren-Hung Hwang, J. F. Kurose, "On Virtual Circuit Routing and Rerouting in Packet-Switched Networks," IEEE ICC'91, pp. 1318-1323.

Patents

1. Scalable Techniques for Quality-of-Service Routing and Forwarding, R.O.C. patent number 152498, 2002/3/21-2020/6/14. (U.S.A. patent number 6,738,387) (with YD Lin and NB Hsu)

2. Virtual network environment for P2P on-line game in wireless mobile networks, Japan Patent number 4219366, 2006/1/20-2026/1/20.

3. Failover method for video streaming using hierarchical data center, R.O.C. patent number I713357, 2020/12/11-2039/4/10.

4. Unsupervised malicious traffic detection system and method, R.O.C. patent number I715457, 2021/1/1-2040/3/3.