UAV
Deep Q Learning:
Here are some good DQN Python codes. They are all free to be downloaded. You need to use Python > 3.7 and Tensorflow >2.0 to run them.
Deep Reinforcement Learning:
Here are some good DQN Python codes. They are all free to be downloaded. You need to use Python > 3.7 and Tensorflow >2.0 to run them.
UAV Communications and Computing Publications:
- L. Zhang, B. Jabbari and N. Ansari, “Deep Reinforcement Learning Driven UAV-assisted Edge Computing,” IEEE Internet of Things Journal, vol. 9, no. 24, pp. 25449-25459, Dec. 2022.
- L. Zhang, B. Jabbari and N. Ansari, “Machine Learning Driven UAV-assisted Edge Computing,” Proc. IEEE Wireless Communications and Networking Conference (WCNC), pp. 2220-2225, Apr. 2022.
- L. Zhang and J. Chakareski, “UAV-Assisted Edge Computing and Streaming for Wireless Virtual Reality,” accepted for publication in IEEE Transactions on Vehicular Technology, Jan. 2022.
- L. Zhang and N. Ansari, “Optimizing the Operation Cost for UAV-aided Mobile Edge Computing,” IEEE Transactions on Vehicular Technology, vol. 70, no. 6, pp. 6085-6093, Jun. 2021.
- L. Zhang and N. Ansari, “Latency-Aware IoT Service Provisioning in UAV-Aided Mobile-Edge Computing Networks,” IEEE Internet of Things Journal, vol. 7, no. 10, pp. 10573-10580, Oct. 2020.
- L. Zhang and N. Ansari, “Optimizing the Deployment and Throughput of DBSs for Uplink Communications,” IEEE Open Journal of Vehicular Technology, vol. 1, pp. 18-28, Jan. 2020.
- N. Ansari and L. Zhang, “Flexible Backhaul-aware DBS-aided HetNet with IBFD Communications (invited paper),” ICT Express, Mar. 2020, DOI: https://doi.org/10.1016/j.icte.2019.08.003.
- N. Ansari, Q. Fan, X. Sun and L. Zhang, “ SoarNet,” in IEEE Wireless Communications, vol. 26, no. 6, pp. 37-43, Dec. 2019.
- L. Zhang and N. Ansari, “Approximate Algorithms for 3-D Placement of IBFD Enabled Drone-mounted Base-Stations,” IEEE Transactions on Vehicular Technology, vol. 68, no. 8, pp. 7715-7722, Jun. 2019.
- L. Zhang and N. Ansari, “A Framework for 5G Networks with In-band Full-duplex Enabled Drone-mounted Base-stations,” IEEE Wireless Communications, vol. 26, no. 5, pp. 121-127, Oct. 2019.
- L. Zhang and N. Ansari, “On the Number and 3-D Placement of In-Band Full-Duplex Enabled Drone-mounted Base-stations,” IEEE Wireless Communications Letters, vol. 8, no. 1, pp. 221-224, Feb. 2019.
- L. Zhang, Q. Fan and N. Ansari, “3-D Drone-Base-Station Placement with In-Band Full-Duplex Communications,” IEEE Communications Letters, vol. 22, no. 9, pp. 1902-1905, Sept. 2018.