DARA RON, PhD

My research achievements can justify experience in designing solutions for supervised, unsupervised, and reinforcement learning to address various engineering problems in centralized and distributed manner. 7 years of experience conducting simulations to evaluate AI/ML performance using programming languages such as Matlab, C++, and Python. Guiding 5 Ph.D. students demonstrates my strong problem-solving abilities, and being ranked as a top 2 researcher at Chung-Ang University showcases my research prowess.

• Chung-Ang University Young Scientist Scholarship (CAYSS)
• CAU Graduate School President's Award: Ranked as a top 2 researcher at CAU
• Postdoctoral Research Fellow

• [1] Dara Ron, CJ Lee, K Lee, HH Choi, JR Lee, "Performance analysis and optimization of downlink transmission in LoRaWAN class B mode," IEEE Internet of Things Journal 7 (8), 7836-7847
• [2] Dara Ron and JR Lee, "DRL-based sum-rate maximization in D2D communication underlaid uplink cellular networks", IEEE Transactions on Vehicular Technology 70 (10), 11121-11126
• [3] Dara Ron, JR Lee, "DNN-based Dynamic Transmit Power Control for V2V Communication Underlaid Cellular Uplink", IEEE Transactions on Vehicular Technology, 1-7
• [4] S Muy, Dara Ron, JR Lee, "Energy efficiency optimization for SWIPT-based D2D-underlaid cellular networks using multi-agent deep reinforcement learning", IEEE Systems Journal 16 (2), 3130-3138
• [5] K Chhea, Dara Ron, JR Lee, "Application of Kuramoto model to transmission power control in wireless body area networks", IEEE Access 8, 213531-213540
• [6] Dara Ron, JR Lee, "Learning-based joint optimization of mode selection and transmit power control for D2D communication underlaid cellular networks", Expert Systems with Applications 198, 116725
• [7] Dara Ron, JR Lee, "Fair and distributed resource allocation in wireless networks using frogs’ calling behavior algorithm", IEEE Access 7, 87313-87322
• [8] Dara Ron, JR Lee, "Expectation maximization based power-saving method in Wi-Fi direct", IEEE Access 8, 158600-158611
• [9] K Chhea, Dara Ron, JR Lee, "Weighted De-Synchronization Based Resource Allocation in Wireless Networks", Computers, Materials and Continua 75 (1), 1815-1826
• [10] Dara Ron and JR Lee, "Reinforcement Learning-Based Power-Saving Algorithm for Video Traffics Considering Network Delay Jitter", IEEE Access 10, 92946-92958
• [11] Dara Ron and JR Lee, "Federated Learning-Based Latency Minimization in Space-Air-Ground Integrated System", Ready for submission
• [12] Dara Ron and JR Lee, "Energy Efficiency and Service Reliability Maximization for UAV-Assisted Wireless Communication Using Federated Learning", Ready for submission
• [13] Dara Ron and JR Lee, "Energy Efficiency Maximization for Wireless Intelligent Reflecting Surface-Assisted SWIPT System Using Complex-valued DNN", Ready for submission

• [1] HH Choi, Dara Ron, M Sengly, JR Lee, "Energy-neutral wireless sensor network based on SWIPT in wireless powered communication networks", ICC 2020-2020 IEEE International Conference on Communications (ICC), 1-7
• [2] Dara Ron, EJ Han, JR Lee, "Spectral Efficiency Maximization for V2V Communication Underlaid Cellular Uplink Using Deep Neural Networks", 2023 International Conference on Information Networking (ICOIN), 569-573
• [3] Dara Ron, JH Bang, JR Lee, "Fair resource allocation in wireless networks, 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall), 1-2
• [4] M Jin, JY Jung, Dara Ron, S Muy, JR Lee, "Energy-Efficient Sleep Mode Adjustment Considering GoP Structure", 2019 International Conference on Information Networking (ICOIN), 193-197