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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
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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
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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
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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
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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
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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
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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
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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
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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)
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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)
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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.
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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)
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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
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