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Silvio Brandi
Silvio Brandi
PhD, Assistant Professor, Politecnico di Torino
Bestätigte E-Mail-Adresse bei polito.it
Titel
Zitiert von
Zitiert von
Jahr
Deep reinforcement learning to optimise indoor temperature control and heating energy consumption in buildings
S Brandi, MS Piscitelli, M Martellacci, A Capozzoli
Energy and Buildings 224, 110225, 2020
1502020
Automated load pattern learning and anomaly detection for enhancing energy management in smart buildings
A Capozzoli, MS Piscitelli, S Brandi, D Grassi, G Chicco
Energy 157, 336-352, 2018
1272018
Mining typical load profiles in buildings to support energy management in the smart city context
A Capozzoli, MS Piscitelli, S Brandi
Energy Procedia 134, 865-874, 2017
672017
Recognition and classification of typical load profiles in buildings with non-intrusive learning approach
MS Piscitelli, S Brandi, A Capozzoli
Applied Energy 255, 113727, 2019
612019
A data analytics-based tool for the detection and diagnosis of anomalous daily energy patterns in buildings
MS Piscitelli, S Brandi, A Capozzoli, F Xiao
Building Simulation 14, 131-147, 2021
502021
Comparison of online and offline deep reinforcement learning with model predictive control for thermal energy management
S Brandi, M Fiorentini, A Capozzoli
Automation in Construction 135, 104128, 2022
452022
Online implementation of a soft actor-critic agent to enhance indoor temperature control and energy efficiency in buildings
D Coraci, S Brandi, MS Piscitelli, A Capozzoli
Energies 14 (4), 997, 2021
342021
Online transfer learning strategy for enhancing the scalability and deployment of deep reinforcement learning control in smart buildings
D Coraci, S Brandi, T Hong, A Capozzoli
Applied Energy 333, 120598, 2023
272023
Ten questions concerning reinforcement learning for building energy management
Z Nagy, G Henze, S Dey, J Arroyo, L Helsen, X Zhang, B Chen, ...
Building and Environment 241, 110435, 2023
252023
A predictive and adaptive control strategy to optimize the management of integrated energy systems in buildings
S Brandi, A Gallo, A Capozzoli
Energy Reports 8, 1550-1567, 2022
232022
Advanced control strategies for the modulation of solar radiation in buildings: MPC-enhanced rule-based control
MS Piscitelli, S Brandi, G Gennaro, A Capozzoli, F Favoino, V Serra
Building Simulation, 869-876, 2019
142019
Effective pre-training of a deep reinforcement learning agent by means of long short-term memory models for thermal energy management in buildings
D Coraci, S Brandi, A Capozzoli
Energy Conversion and Management 291, 117303, 2023
72023
Energy management of a residential heating system through deep reinforcement learning
S Brandi, D Coraci, D Borello, A Capozzoli
Sustainability in Energy and Buildings 2021, 329-339, 2022
32022
An innovative heterogeneous transfer learning framework to enhance the scalability of deep reinforcement learning controllers in buildings with integrated energy systems
D Coraci, S Brandi, T Hong, A Capozzoli
Building Simulation, 1-32, 2024
2024
Implementation of an adaptive control strategy to regulate heating systems in residential building
D Borello
Politecnico di Torino, 2020
2020
Adaptive Control Strategies for enhancing energy efficiency and comfort in buildings
D Coraci
Politecnico di Torino, 2020
2020
Caratterizzazione della prestazione e della gestione energetica di edifici residenziali pilota
A Capozzoli, SP Corgnati, S Brandi, DM Mazzarelli, G Vergerio, S Viazzo
2018
Recognition and classification of typical energy consumption profiles in buildings with non-intrusive learning approach
MS Piscitellia, S Brandi, A Capozzolia
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