Papers ArXiv
Deepak Kumar Panda, Adolfo Perrusquia and Weisi Guo, "Curriculum-Guided Antifragile Reinforcement Learning for Secure UAV Deconfliction under Observation-Space Attacks" (Link)
Deepak Kumar Panda and Weisi Guo, "Robust Policy Switching for Antifragile Reinforcement Learning for UAV Deconfliction in Adversarial Environments (Link).
Deepak Kumar Panda and Weisi Guo, "Generative Adversarial Evasion and Out-of-Distribution Detection for UAV Cyber-Attacks" (Link).
Deepak Kumar Panda and Weisi Guo, "Real-Time Bayesian Detection of Drift-Evasive GNSS Spoofing in Reinforcement Learning based UAV Deconfliction" (Link)
Published Journals
[12] Panda, D.K., Saptarshi Das, and Mohammad Abusara. "Parametric study of adaptive reinforcement learning for battery operations in microgrids." Renewable Energy (2025): 123250. (Link)
[11] Panda, D.K, and Saptarshi Das. "Gaussian process digital twin for voltage stability analysis of complex power networks under perturbation." Expert Systems with Applications 267 (2025): 126151. (PDF)
[10] Panda, D.K., Guo, W (2024)."Action Robust Reinforcement Learning for Air Mobility Deconfliction against Conflict Induced Spoofing", IEEE Transactions on Intelligent Transportation Systems. (PDF)
[9] Panda, D. K., Halder, K., Das, S., & Townley, S. (2024). Observer based decentralized load frequency control with false data injection attack for specified network quality and delay. Chaos, Solitons & Fractals, 186, 115323. (PDF).
[8] Panda, D. K., Oliver Turner, Saptarshi Das, and Mohammad Abusara. "Prioritized experience replay based deep distributional reinforcement learning for battery operation in microgrids." Journal of Cleaner Production 434 (2024): 139947. (PDF)
[7] Alyami, Lamia, D.K. Panda, and Saptarshi Das. "Bayesian noise modelling for state estimation of the spread of covid-19 in saudi arabia with extended kalman filters." Sensors 23, no. 10 (2023): 4734. (PDF)
[6] D.K. Panda, Saptarshi Das, and Stuart Townley. "Hyperparameter optimized classification pipeline for handling unbalanced urban and rural energy consumption patterns." Expert Systems with Applications 214 (2023): 119127. (PDF)
[5] Halder, Kaushik, D.K. Panda, Saptarshi Das, Sourav Das, and Amitava Gupta. "Specified QoS based networked observer and PI controller design with disturbance and noise rejection under random packet dropout." Physica A: Statistical Mechanics and its Applications 604 (2022): 127965. (PDF)
[4] Halder, Kaushik, Saptarshi Das, D.K. Panda, Sourav Das, and Amitava Gupta. "QoS aware joint observer and networked PI/PID controller design using LMIs under specified rate of packet dropouts." Applied Mathematics and Computation 401 (2021): 126125. (PDF)
[3] D.K. Panda, and Saptarshi Das. "Smart grid architecture model for control, optimization and data analytics of future power networks with more renewable energy." Journal of Cleaner Production 301 (2021): 126877. (PDF)
[2] D.K. Panda, and Saptarshi Das. "Economic operational analytics for energy storage placement at different grid locations and contingency scenarios with stochastic wind profiles." Renewable and Sustainable Energy Reviews 137 (2021): 110474. (PDF)
[1] D.K. Panda, Saptarshi Das, and Stuart Townley. "Toward a more renewable energy-based LFC under random packet transmissions and delays with stochastic generation and demand." IEEE Transactions on Automation Science and Engineering 19, no. 2 (2020): 1217-1232. (PDF)
Published Conferences
[8] Conrad, Christopher, Antonios Tsourdos,DK Panda, Weisi Guo, Mikael Shamim, and Geert Vanhandenhove. "Dynamic Non-Binary Prioritisation for UTM Resource Allocation." In 2025 Integrated Communications, Navigation and Surveillance Conference (ICNS), pp. 1-13. IEEE, 2025.
[7] Conrad, Christopher, Yan Xu, D.K. Panda, and Antonios Tsourdos. "Simulating Enhanced Vertiport Management in a Multimodal Transportation Ecosystem." In 2024 IEEE Aerospace Conference, pp. 1-14. IEEE, 2024.
[6] D.K. Panda, and Weisi Guo. "Fragility Impact of RL Based Advanced Air Mobility under Gradient Attacks and Packet Drop Constraints." In 2023 IEEE 98th Vehicular Technology Conference (VTC2023-Fall), pp. 1-7. IEEE, 2023.
[5] Conrad, Christopher, Yan Xu,D.K. Panda, and Antonios Tsourdos. "Intelligent Vertiport Traffic Flow Management for Scalable Advanced Air Mobility Operations." In 2023 IEEE/AIAA 42nd Digital Avionics Systems Conference (DASC), pp. 1-10. IEEE, 2023. (Best Paper Award).
[4] D.K. Panda, and Saptarshi Das. "Robust Bayesian Regression Model of Centrality and Voltage Stability Index for Power Networks under Nodal Attack." In 2021 3rd International Youth Conference on Radio Electronics, Electrical and Power Engineering (REEPE), pp. 1-7. IEEE, 2021.
[3] Ghosh, Soumyajit, D.K. Panda, Saptarshi Das, and Debashis Chatterjee. "Cross-correlation based classification of electrical appliances for non-intrusive load monitoring." In 2021 International Conference on Sustainable Energy and Future Electric Transportation (SEFET), pp. 1-6. IEEE, 2021.
[2] D.K. Panda, and Saptarshi Das. "Regression analysis of grid stability under decentralized control." In 2019 International Conference on Engineering, Science, and Industrial Applications (ICESI), pp. 1-6. IEEE, 2019.
[1] D.K. Panda, and S. Ashok. "Sensorless speed estimation of linear induction motor under variable discrete loading using cascaded MRAS observer." In 2016 International Conference on Emerging Trends in Electrical Electronics & Sustainable Energy Systems (ICETEESES), pp. 274-279. IEEE, 2016.