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Δρ. Παρασκευάς Κουκάρας -
Δημοσιεύσεις

Δημοσιεύσεις Σε Περιοδικά

  1. L. Morkunaite, D. Pupeikis, N. Tsalikidis, M. Ivaskevicius, F. C. Manhanga, J. Cerneckiene, P. Spudys, P. Koukaras, D. Ioannidis, A. Papadopoulos, P. Fokaides, "Efficiency in Building energy use: Pattern discovery and crisis identification in hot-water consumption data.", Energy and Buildings, vol. 336, June 1, 2025.
  2. A. Mystakidis, N. Tsalikidis, P. Koukaras, G. Skaltsis, D. Ioannidis, C. Tjortjis, D. Tzovaras, "EV charging forecasting exploiting traffic, weather and user information.", International Journal of Machine Learning and Cybernetics, pp. 1-27, April 30, 2025.
  3. C. Koukaras, P. Koukaras, D. Ioannidis, S. G. Stavrinides, "AI-driven telecommunications for smart classrooms: Transforming education through personalized learning and secure networks.", Telecom, vol. 6, no. 2, March 27, 2025.
  4. N. Tsalikidis, P. Koukaras, D. Ioannidis, D. Tzovaras, "Smart Charging Recommendation Framework for Electric Vehicles: A Machine-Learning-Based Approach for Residential Buildings.", Energies, vol. 18, no. 6, pp. 1-24, March 19, 2025.
  5. A. Mystakidis, E. Ntozi, P. Koukaras, N. Katsaros, D. Ioannidis, C. Tjortjis, D. Tzovaras, "A multi-energy meta-model strategy for multi-step ahead energy load forecasting.", Electrical Engineering, pp. 1-25, February 18, 2025.
  6. A. Mystakidis, P. Koukaras, N. Tsalikidis, D. Ioannidis, C. Tjortjis, "Energy Forecasting: A Comprehensive Review of Techniques and Technologies.", Energies, vol. 17, no. 7, March 30 2024.
  7. P. Koukaras, K. D. Afentoulis, P. A. Gkaidatzis, A. Mystakidis, D. Ioannidis, S. I. Vagropoulos, C. Tjortjis, "Integrating Blockchain in Smart Grids for Enhanced Demand Response: Challenges, Strategies, and Future Directions.", Energies, vol. 17, no. 5, February 21, 2024.
  8. N. Tsalikidis, A. Mystakidis, P. Koukaras, M. Ivaškevičius, L. Morkūnaitė, D. Ioannidis, P. A. Fokaides, C. Tjortjis, D. Tzovaras, "Urban traffic congestion prediction: a multi-step approach utilizing sensor data and weather information.", Smart Cities, vol. 7, no. 1, pp. 233-253, January 19, 2024.
  9. N. Tsalikidis, A. Mystakidis, C. Tjortjis, P. Koukaras, D. Ioannidis, "Energy load forecasting: one-step ahead hybrid model utilizing ensembling.", Computing, vol. 106, pp. 241–273, January 2024. https://doi.org/10.1007/s00607-023-01217-2
  10. M. T. Siddique, P. Koukaras, D. Ioannidis, C. Tjortjis, "SmartBuild RecSys: A Recommendation System Based on the Smart Readiness Indicator for Energy Efficiency in Buildings.", Algorithms, vol. 16, no. 10, 2023. https://doi.org/10.3390/a16100482
  11. M. T. Siddique, P. Koukaras, D. Ioannidis, C. Tjortjis, "A Methodology Integrating the Quantitative Assessment of Energy Efficient Operation and Occupant Needs into the Smart Readiness Indicator.", Energies, vol. 16, no. 19, 2023. https://doi.org/10.3390/en16197007
  12. A. Mystakidis, E. Ntozi, K. Afentoulis, P. Koukaras, P. Gkaidatzis, D. Ioannidis, C. Tjortjis, D. Tzovaras, "Energy generation forecasting: Elevating performance with machine and deep learning.", Computing, vol. 105, pp. 1623-1645, 2023. https://doi.org/10.1007/s00607-023-01164-y
  13. P. Koukaras, N. Bezas, P. Gkaidatzis, D. Ioannidis, D. Tzovaras, C. Tjortjis, "Introducing a novel approach in one-step ahead energy load forecasting.", Sustainable Computing: Informatics and Systems, vol. 32, 2021.
  14. P. Koukaras, P. Gkaidatzis, N. Bezas, T. Bragatto, F. Carere, F. Santori, M. Antal, D. Ioannidis, C. Tjortjis, D. Tzovaras, "A Tri-Layer Optimization Framework for Day-Ahead Energy Scheduling Based on Cost and Discomfort Minimization.", Energies, vol. 14, no. 12, 2021.
  15. P. Koukaras, C. Tjortjis, P. Gkaidatzis, N. Bezas, D. Ioannidis, D. Tzovaras, "An inter-disciplinary approach on efficient virtual microgrid to virtual microgrid energy balancing incorporating data preprocessing techniques.", Computing, vol. 104, pp. 209-250, 2021.

Δημοσιεύσεις Σε Συνέδρια

  1. P. Papadopoulos, P. Koukaras, E. Giama, D. Ioannidis, A. M. Papadopoulos, P. A. Fokaides, "Enhancing Smart Readiness through Simplified Financial Indicators.", in Proceedings of the 9th International Conference on Smart and Sustainable Technologies (SpliTech), June 25, 2024, pp. 1-5.
  2. N. Tsalikidis, P. Koukaras, D. Ioannidis, D. Tzovaras, "Hybrid CNN-LSTM Forecasting Model for Electric Vehicle Charging Demand in Smart Building.", in Proceedings of the 2024 6th Global Power, Energy and Communication Conference (GPECOM), June 4 2024, pp. 590-595.
  3. A. Mystakidis, N. Tsalikidis, P. Koukaras, C. Kontoulis, P. A. Gkaidatzis, D. Ioannidis, C. Tjortjis, D. Tzovaras, "Power Load Forecasting: A Time-series Multi-step ahead and Multi-model analysis.", in Proceedings of the IEEE 58th Int’l Universities Power Engineering Conf. (UPEC 23), 2023.
  4. A. Mystakidis, E. Ntozi, K. Afentoulis, P. Koukaras, G. Giannopoulos, N. Bezas, P. Gkaidatzis, D. Ioannidis, C. Tjortjis, D. Tzovaras, "One Step Ahead Energy Load Forecasting: A Multi-model approach utilizing Machine and Deep Learning.", in Proceedings of the 57th International Universities Power Engineering Conference (UPEC), IEEE, Istanbul, Turkey, August 2022, pp. 1-6, doi: 10.1109/UPEC55022.2022.9917790
  5. P. Koukaras, A. Dimara, S. Herrera, N. Zangrando, S. Krinidis, D. Ioannidis, P. Fraternali, C. Tjortjis, C. Anagnostopoulos, D. Tzovaras, "Proactive Buildings: A Prescriptive Maintenance Approach.", in Proceedings of the 18th International Conference on Artificial Intelligence Applications and Innovations (AIAI’22), Crete, Greece, 17-20 June 2022.
  6. N. Zangrando, S. Herrera, P. Koukaras, A. Dimara, P. Fraternali, S. Krinidis, D. Ioannidis, C. Tjortjis, C. Anagnostopoulos, D. Tzovaras, "Anomaly Detection in Small-Scale Industrial and Household Appliances.", in Proceedings of the 18th International Conference on Artificial Intelligence Applications and Innovations (AIAI’22), Crete, Greece, 17-20 June 2022.

Κεφάλαια Βιβλίων

  1. P. Koukaras, S. Krinidis, D. Ioannidis, C. Tjortjis, D. Tzovaras, "Big Data and Analytics in the Deep Renovation Life Cycle.", in Disrupting Buildings, T. Lynn, P. Rosati, M. Kassem, S. Krinidis, and J. Kennedy, Eds., Palgrave Studies in Digital Business & Enabling Technologies, Cham, Switzerland: Palgrave Macmillan, 2023. https://doi.org/10.1007/978-3-031-32309-6_5