Publications

2025

J. Park, J. Kim, S. Han, "Shaping Q-value Right: A Distributional Normalized Actor-Critic Approach" (under review)

J. Park, J. Cho, S. Han, and K. Kim, "OCR-Augmented GPT for Accurate Text Extraction in Industrial Environments," in IEEE Access, 2025.

Lee, J., Park, J., Kim, J., Kim, K., & Han, S. "A local patch regression-based generative model for urban flood prediction in data-poor areas". in Expert Systems with Applications, 280, 127489, 2025.

J. Park, J. Lee, J. Kim, and S. Han, "Overcoming Intermittent Instability in Reinforcement Learning via Gradient Norm Preservation," in Information Sciences, 2025.

2024

J. Lee, J. Park, and S. Han, "Overcoming Delayed Feedback in Reinforcement Learning Using Actor Ensembles," in International Journal of Control, Automation, and Systems, 2024.

J. Park, S. Jeon, and S. Han, "Model-Based Reinforcement Learning With Probabilistic Ensemble Terminal Critics for Data-Efficient Control Applications," in IEEE Transactions on Industrial Electronics, 2024.

J. Park and S. Han, "Reinforcement Learning with Multimodal Advantage Function for Accurate Advantage Estimation in Robot Learning," Engineering Applications of Artificial Intelligence, vol. 126, pp. 107019, 2024.

~2023

J. Park, B. Kim, and S. Han, "Reinforcement Learning With Model-Based Assistance for Shape Control in Sendzimir Rolling Mills," in IEEE Transactions on Control Systems Technology, vol. 31, no. 4, pp. 1867–1874, 2023.

Y. Gil, J. Park, J. Baek, and S. Han, "Quantization-Aware Pruning Criterion for Industrial Applications," in IEEE Transactions on Industrial Electronics, vol. 69, no. 3, pp. 3203–3213, 2022.

J. Baek, H. Jun, J. Park, H. Lee, and S. Han, "Sparse Variational Deterministic Policy Gradient for Continuous Real-Time Control," in IEEE Transactions on Industrial Electronics, vol. 68, no. 10, pp. 9800–9810, 2021.

J. Park and S. Han, "Improved Remote Estimation Over a Capacity-Limited and Lossy Channel," in IEEE Control Systems Letters, vol. 1, no. 2, pp. 406–411, 2017.

J. Park, Y. Jeon, and S. Han, "Energy Beamforming for Wireless Power Transfer in MISO Heterogeneous Network With Power Beacon," in IEEE Communications Letters, vol. 21, no. 5, pp. 1163–1166, 2017.

~2023

Y. Gil, J. Baek, J. Park, and S. Han, ``Automatic Data Augmentation by Upper Confidence Bounds for Deep Reinforcement Learning,'' In Proceedings of 21st International Conference on Control, Automation and Systems, pp. 1199--1203, 2021.