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Silvio Brandi

Observed name: BRANDI, SILVIO
Observed institution: Politecnico di Torino
ORCID: 0000-0002-8329-3229
Observed ORCID: 0000-0002-8329-3229
OpenAlex ID: A5078776391
Deep reinforcement learning to optimise indoor temperature control and heating energy consumption in buildings
2020 · Silvio Brandi, Marco Savino Piscitelli, et al. · Energy and Buildings · 269
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Automated load pattern learning and anomaly detection for enhancing energy management in smart buildings
2018 · Alfonso Capozzoli, Marco Savino Piscitelli, et al. · Energy · 155
Ten questions concerning reinforcement learning for building energy management
2023 · Zoltan Nagy, Gregor Henze, et al. · Building and Environment · 144
Real building implementation of a deep reinforcement learning controller to enhance energy efficiency and indoor temperature control
2024 · Alberto Silvestri, Davide Coraci, et al. · Applied Energy · 115
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Online transfer learning strategy for enhancing the scalability and deployment of deep reinforcement learning control in smart buildings
2023 · Davide Coraci, Silvio Brandi, et al. · Applied Energy · 110
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Comparison of online and offline deep reinforcement learning with model predictive control for thermal energy management
2022 · Silvio Brandi, Massimo Fiorentini, et al. · Automation in Construction · 102
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A data analytics-based tool for the detection and diagnosis of anomalous daily energy patterns in buildings
2020 · Marco Savino Piscitelli, Silvio Brandi, et al. · Building Simulation · 70
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Effective pre-training of a deep reinforcement learning agent by means of long short-term memory models for thermal energy management in buildings
2023 · Davide Coraci, Silvio Brandi, et al. · Energy Conversion and Management · 66
Recognition and classification of typical load profiles in buildings with non-intrusive learning approach
2019 · Marco Savino Piscitelli, Silvio Brandi, et al. · Applied Energy · 64
Mining typical load profiles in buildings to support energy management in the smart city context
2017 · Alfonso Capozzoli, Marco Savino Piscitelli, et al. · Energy Procedia · 59
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A predictive and adaptive control strategy to optimize the management of integrated energy systems in buildings
2022 · Silvio Brandi, Antonio Gallo, et al. · Energy Reports · 58
An innovative heterogeneous transfer learning framework to enhance the scalability of deep reinforcement learning controllers in buildings with integrated energy systems
2024 · Davide Coraci, Silvio Brandi, et al. · Building Simulation · 47
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Online Implementation of a Soft Actor-Critic Agent to Enhance Indoor Temperature Control and Energy Efficiency in Buildings
2021 · Davide Coraci, Silvio Brandi, et al. · Energies · 43
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Rule extraction from deep reinforcement learning controller and comparative analysis with ASHRAE control sequences for the optimal management of Heating, Ventilation, and Air Conditioning (HVAC) systems in multizone buildings
2024 · Giuseppe Razzano, Silvio Brandi, et al. · Applied Energy · 36
Practical deployment of reinforcement learning for building controls using an imitation learning approach
2025 · Alberto Silvestri, Davide Coraci, et al. · Energy and Buildings · 35
A scalable approach for real-world implementation of deep reinforcement learning controllers in buildings based on online transfer learning: The HiLo case study
2025 · Davide Coraci, Alberto Silvestri, et al. · Energy and Buildings · 27
Deep reinforcement learning-based control of thermal energy storage for university classrooms: Co-Simulation with TRNSYS-Python and transfer learning across operational scenarios
2025 · Giacomo Buscemi, Francesco Paolo Cuomo, et al. · Energy Reports · 11
Scenario analysis for renewable energy communities through advanced co-simulation infrastructure
2025 · Silvio Brandi, Pietro Rando Mazzarino, et al. · Applied Energy · 11
Advanced Control Strategies For The Modulation Of Solar Radiation In Buildings: MPC-Enhanced Rule-Based Control
2020 · Marco Savino Piscitelli, Silvio Brandi, et al. · Building Simulation Conference proceedings · 9
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Energy Management of a Residential Heating System Through Deep Reinforcement Learning
2021 · Silvio Brandi, Davide Coraci, et al. · Smart innovation, systems and technologies · 8
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Enhancing Energy Efficiency and Flexibility in Educational Buildings Through a Deep Reinforcement Learning-Based Controller for Rooftop Units
2024 · Silvio Brandi, Andrea Pizza, et al. · Lecture notes in civil engineering · 1
Deep Reinforcement Learning-based Control Strategies for Enhancing Energy Management in HVAC Systems
2022 · BRANDI, SILVIO · PORTO@Iris
Works count: 22
Citation count: 1,440
H-index: 16
I10-index: 18
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