Jeehyeong Kim, Ph.D.

manje111@gmail.com

Deep learning, Machine learning, Cybersecurity, Wireless communications

Deep reinforcement learning

    • Advanced DQN/DDPG

    • Next deep learning architecture


Deep learning in Cybersecurity

    • Membership Inference Attack

    • Differential privacy for neural networks

    • Anomaly/Malware detection

    • Traffic data analysis

Machine learning in Wireless communications

    • Resource allocation using Deep learning

    • 5G & beyond 5G

    • V2X-NOMA system

Education

  • Bachelor

    • Hanyang Univ. Ansan, South Korea, Computer science and engineering (03/2011 ~ 02/2015)

  • Combined MS and Doctorate program

    • Hanyang Univ. Ansan, South Korea, Computer science and engineering (03/2015 ~ 08/2020)

  • Visiting Scholar

    • Kennesaw State Univ, GA, IIS Lab. (08/2019 ~08/2020)

  • Postdoctoral Researcher

    • Kennesaw State Univ, GA, IIS Lab. (09/2020~)

Projects

  • Deep Learning based Distributed Networking Technology for Autonomous Vehicles — NRF, 4.5 years, $ 170k/usd, 2018∼present

  • Development of full duplex non-orthogonal multiple access scheme optimization technique using deep learning in 5G-based autonomous vehicle network — IITP, 5 years, $ 212k/usd, 2018∼present

  • A Study on the Security Threats of Mobility Services in the IoT Environment — ETRI, 1 year, $ 43,478/usd, 2015.

  • Energy Harvesting Network Study for Wearable Smart Devices — NRF, 3 years, $ 130k/usd, 2015~2018

  • A Study on Satellite Communication Network and Data Analysis — Agency for Defense Development, 5 years, $ 304k/usd, 2015~2020

  • Development of Intelligent 3D Pipe Leak Detection and Demonstration Equipment Using External Noise and Reflective Wave Removal Technology, — KETEP, 2 years, $ 54k/usd, 2016~2018

  • A Study on BlockchainConsensus Scheme Considering Lightweight / Low Power Environment — ETRI, 1 year, $ 37k/usd, 2019

  • Research on ICT Core technologies and cultivation of innovative talents to lead next-generation smart healthcare — IITP, 2 years, (Approx. $ 800k/usd) with KSU portion of $ 202k/usd and HYU portion of $ 303k/usd

Publications

[1] Jeehyeong Kim, Junggab Son, William Stone, Hyunbum Kim, Jaewon Noh, and Sunghyun Cho, "A Novel Resource Allocation scheme for NOMA-V2X-Femtocell with Channel Aggregation," IEEE Global Communications Conference (IEEE GlobeCom 2020), pages 1-6, December, 2020. [Accepted]

[2] Victor Youdom Kemmoe, William Stone, Jeehyeong Kim, Daeyoung Kim, and Junggab Son, "Recent Advances in Smart Contracts: A Technical Overview and State of the Art," IEEE ACCESS, pages 117782-117801, June, 2020.

[3] J Kim, J Park, J Noh, S Cho, "Autonomous Power Allocation Based on Distributed Deep Learning for Device-to-Device Communication Underlaying Cellular Network," IEEE Access 8, pp. 107853-107864, May, 2020.

[4] Daniel Y. Karasek, Jeehyeong Kim, Victor Youdom Kemmoe, Md Zakirul Alam Bhuiyan, Sunghyun Cho, and Junggab Son, "SuperB: Superior Behavior-based Anomaly Detection Defining Authorized Users' Traffic Patterns ," ICCCN2020, pages 1-10, August, 2020. [Accepted]

[5] S. Jeon, J. Noh, J. Kim, and S. Cho, “Strong privacy preserving authentication scheme for unmanned cars,” 2018 IEEE Int. Conf. Consum. Electron. ICCE 2018, vol. 2018-January, pp. 1–4, 2018.

[6] T. Kim, J. Kim, J. Noh, and S. Cho, “Lightweight smart home security system using multiple RSS-based voting,” 2018 IEEE Int. Conf. Consum. Electron. ICCE 2018, vol. 2018-January, pp. 1–4, 2018. [Best paper]

[7] J. Noh, J. Kim, and S. Cho, “Secure Authentication and Four-Way Handshake Scheme for Protected Individual Communication in Public Wi-Fi Networks,” IEEE Access, vol. 6, pp. 16539–16548, 2018.

[8] G. Kwon, J. Kim, J. Noh, and S. Cho, “Bluetooth low energy security vulnerability and improvement method,” IEEE Int. Conf. Consum. Electron. ICCE-Asia, pp. 1–4, 2017.

[9] J. Noh, J. Kim, G. Kwon, and S. Cho, “Secure key exchange scheme for WPA/WPA2-PSK using public key Cryptography,” IEEE Int. Conf. Consum. Electron. ICCE-Asia, pp. 1–4, 2017.

[10] Jeehyeong Kim, Jaewon Noh, Joohan Park, Sunghyun Cho, “Rogue Access Point Detection Using Peripheral Beacon Frame Cyclical Fingerprint,” International Conference on Electronics, Information, and Communication (ICEIC), pp. 490-493, 2017

[11] J. Kim, T. Kim, J. Noh, and S. Cho, “Fractional frequency reuse scheme for device to device communication underlaying cellular on wireless multimedia sensor networks,” Sensors, vol. 18, no. 8, pp. 1-11, 2018.

[12] J. Kim, N. A. Karim, and S. Cho, “An interference mitigation scheme of device-to-device communications for sensor networks underlying LTE-A,” Sensors, vol. 17, no. 5, pp. 1–18, 2017.

[13] J. Kim, J. Noh, and S. Cho, “Interconnection Architecture of Cross-Layer Protocols to Provide Internet Services in VSAT Based Satellite Communication Systems,” J. Korean Inst. Commun. Inf. Sci., vol. 41, no. 10, pp. 1190–1196, 2016.

[14] T. Kim, J. Park, J. Kim, J. Noh, and S. Cho, “REACH: An efficient MAC protocol for RF energy harvesting in wireless sensor network,” Wirel. Commun. Mob. Comput., vol. 2017, 2017.


Advising

  • William Stone (09/2019~, Master student, Co-advising)

    • A Novel Resource Allocation scheme for NOMA-V2X-Femtocell with Channel Aggregation (Accepted in Globecom 2020)

    • Recent Advances in Smart Contracts: A Technical Overview and State of the Art (Accepted in ACCESS, 2020)

  • Victor Youdom Kemmoe (09/2019~, Master student, Co-advising)

    • Recent Advances in Smart Contracts: A Technical Overview and State of the Art (Accepted in ACCESS, 2020)

  • Hongkyu Lee (09/2019~, Master student, Co-advising)

    • Secure federated learning

  • Luke Cranfill (09/2019~, Master student, Co-advising)

    • Machine learning in Cybersecurity

  • Seunghyeon Shin (09/2019~, Master student, Co-advising)

    • Advanced deep learning

Patent

[1] SATELLITE COMMUNICATIONS METHOD, C. Park, S. Cho, J. Kim, J. Noh, J. Park, T. Kim, Korea Patent No. 1019476490000 (2019)

[2] DVB-S2-based GSE packet detection method in continuous satellite stream, C. Park, S. Cho, J. Kim, J. Noh, J. Park, T. Kim, Korea Patent No. 1019476490000 (2019)

[3] Apparatus and Method for Detecting Rogue AP, S. Cho, J. Kim, J. Noh, Korea Patent No. 1018364810000 (2018)