Journals

1. A. Mystakidis, P. Koukaras, N. Tsalikidis, D. Ioannidis, C. Tjortjis, "Energy Forecasting: A Comprehensive Review of Techniques and Technologies.", Energies. 2024 Mar 30;17(7):1662.
2. 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. 2024 Feb 21;17(5):1007.
3. 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. 2024 Jan 19;7(1):233-53.
4. N. Tsalikidis, A. Mystakidis, C. Tjortjis, P. Koukaras, D. Ioannidis, "Energy load forecasting: one-step ahead hybrid model utilizing ensembling.", Computing. 2024 Jan;106(1):241-73 https://doi.org/10.1007/s00607-023-01217-2
5. 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. 2023; 16(10):482. https://doi.org/10.3390/a16100482
6. 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. 2023; 16(19):7007. https://doi.org/10.3390/en16197007
7. 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 105, 1623–1645 (2023). https://doi.org/10.1007/s00607-023-01164-y
8. 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, 32, p.100616. (2021)
9. 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, pp.1-42 (2021)
10. 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, 14(12), p.3599. (2021)

Conference

1. P. Papadopoulos, P. Koukaras, E. Giama, D. Ioannidis, A. M. Papadopoulos, P. A. Fokaides, "Enhancing Smart Readiness through Simplified Financial Indicators.", In 2024 9th International Conference on Smart and Sustainable Technologies (SpliTech) 2024 Jun 25 (pp. 1-5). IEEE.
2. N. Tsalikidis, P. Koukaras, D. Ioannidis, D. Tzovaras, "Hybrid CNN-LSTM Forecasting Model for Electric Vehicle Charging Demand in Smart Building.", In 2024 6th Global Power, Energy and Communication Conference (GPECOM) 2024 Jun 4 (pp. 590-595). IEEE.
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.", Proc. 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 2022 57th International Universities Power Engineering Conference (UPEC) (pp. 1-6). IEEE, Istanbul, Turkey, August 2022. 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", 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", 18th International Conference on Artificial Intelligence Applications and Innovations (AIAI’22), Crete, Greece, 17-20 June 2022

Books Chapters

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