News & Events

Coraci, D., Brandi, S., Hong, T., Capozzoli, A. (2023). Online transfer learning strategy for enhancing the scalability and deployment of deep reinforcement learning control in smart buildings. Applied Energy

Gallo, A., Piscitelli, M. S., Fenili, L., Capozzoli, A. (2023). RECsim—Virtual Testbed for Control Strategies Implementation in Renewable Energy Communities. In International Conference on Sustainability in Energy and Buildings

Pinto, G., Messina, R., Li, H., Hong, T., Piscitelli, M. S., Capozzoli, A. (2022). Sharing is caring: An extensive analysis of parameter-based transfer learning for the prediction of building thermal dynamics. Energy and Buildings

Rosato, A., Guarino, F., El Youssef, M., Capozzoli, A., Masullo, M., Maffei, L. (2022). Experimental assessment of ground-truth faults in a typical single-duct dual-fan air-handling unit under Mediterranean climatic conditions: Impact scenarios of sensors’ offset and fans’ failure. Energy and Buildings

Li, H., Pinto, G., Capozzoli, A., Hong, T. (2022). Building thermal dynamics modeling with deep learning exploiting large residential smart thermostat dataset. In Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation

Rosato, A., Guarino, F., El Youssef, M., Capozzoli, A., Masullo, M., Maffei, L. (2022). Faulty Operation of Coils’ and Humidifier Valves in a Typical Air-Handling Unit: Experimental Impact Assessment of Indoor Comfort and Patterns of Operating Parameters under Mediterranean Climatic Conditions. Energies

Chiosa, R., Piscitelli, M. S., Fan, C., Capozzoli, A. (2022). Towards a self-tuned data analytics-based process for an automatic context-aware detection and diagnosis of anomalies in building energy consumption timeseries. Energy and Buildings

Galli, A., Piscitelli, M.S., Moscato, V., Capozzoli, A. (2022). Bridging the gap between complexity and interpretability of a data analytics-based process for benchmarking energy performance of buildings. Expert Systems with Applications

Pinto, G., Kathirgamanathan, A., Mangina, E., Finn, D. P., Capozzoli, A. (2022). Enhancing energy management in grid-interactive buildings: A comparison among cooperative and coordinated architectures. Applied Energy. (open access article)

Brandi, S., Gallo, A., Capozzoli, A. (2022). A predictive and adaptive control strategy to optimize the management of integrated energy systems in buildings. Energy Reports. (open access article)

Brandi, S., Fiorentini, M., Capozzoli, A. (2022). Comparison of online and offline deep reinforcement learning with model predictive control for thermal energy management. Automation in Construction.

Pinto, G., Wang, Z., Roy, A., Hong, T., Capozzoli, A. (2022). Transfer learning for smart buildings: A critical review of algorithms, applications, and future perspectives. Advances in Applied Energy. (open access article)

Fan, C., Lei, Y., Sun, Y., Piscitelli, M. S., Chiosa, R., Capozzoli, A. (2022). Data-centric or algorithm-centric: Exploiting the performance of transfer learning for improving building energy predictions in data-scarce context. Energy