Joint Speed Control and Energy Replenishment Optimization for UAV-Assisted IoT Data Collection With Deep Reinforcement Transfer Learning

Chu, Nam H.; Hoang, Dinh Thai; Nguyen, Diep N.; Van Huynh, Nguyen; Dutkiewicz, Eryk

doi:10.1109/jiot.2022.3151201

All Outputs (4)

Transfer Learning for Signal Detection in Wireless Networks (2022)
Journal Article
Van Huynh, N., & Li, G. Y. (2022). Transfer Learning for Signal Detection in Wireless Networks. IEEE Wireless Communications Letters, 11(11), 2325-2329. https://doi.org/10.1109/lwc.2022.3202117

The last decade has witnessed the rapid growth of deep learning (DL) applications in wireless communications, especially for channel estimation and signal detection. However, conventional DL techniques are usually trained for a specific scenario. The... Read More about Transfer Learning for Signal Detection in Wireless Networks.

Transfer Learning for Wireless Networks: A Comprehensive Survey (2022)
Journal Article
Nguyen, C. T., Van Huynh, N., Chu, N. H., Saputra, Y. M., Hoang, D. T., Nguyen, D. N., …Hwang, W. (2022). Transfer Learning for Wireless Networks: A Comprehensive Survey. Proceedings of the IEEE, 110(8), 1073-1115. https://doi.org/10.1109/jproc.2022.317

With outstanding features, machine learning (ML) has become the backbone of numerous applications in wireless networks. However, the conventional ML approaches face many challenges in practical implementation, such as the lack of labeled data, the co... Read More about Transfer Learning for Wireless Networks: A Comprehensive Survey.

Defeating Super-Reactive Jammers With Deception Strategy: Modeling, Signal Detection, and Performance Analysis (2022)
Journal Article
Van Huynh, N., Nguyen, D. N., Hoang, D. T., Vu, T. X., Dutkiewicz, E., & Chatzinotas, S. (2022). Defeating Super-Reactive Jammers With Deception Strategy: Modeling, Signal Detection, and Performance Analysis. IEEE Transactions on Wireless Communications,

Joint Speed Control and Energy Replenishment Optimization for UAV-Assisted IoT Data Collection With Deep Reinforcement Transfer Learning (2022)
Journal Article
Chu, N. H., Hoang, D. T., Nguyen, D. N., Van Huynh, N., & Dutkiewicz, E. (2023). Joint Speed Control and Energy Replenishment Optimization for UAV-Assisted IoT Data Collection With Deep Reinforcement Transfer Learning. IEEE Internet of Things, 10(7), 5778

Unmanned-aerial-vehicle (UAV)-assisted data collection has been emerging as a prominent application due to its flexibility, mobility, and low operational cost. However, under the dynamic and uncertainty of Internet of Things data collection and energ... Read More about Joint Speed Control and Energy Replenishment Optimization for UAV-Assisted IoT Data Collection With Deep Reinforcement Transfer Learning.