Published Work

Publications& Papers

A focused archive of journal articles and conference papers spanning physics-informed AI, digital twins, seismic risk, and sustainable building engineering.

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Selected Publications
04
Journal Articles
03
Conference Papers
01
Latest Publication Year
2025

Featured Work

Recent journal
highlights.

The featured pair shows the current research direction most clearly: intelligent building systems, digital twins, and engineering use cases for AI.

2025Journal Article

A Physics-Informed Reinforcement Learning Framework for HVAC Optimization: Thermodynamically-Constrained Deep Deterministic Policy Gradients with Simulation-Based Validation

Hedayat, S.; Ziarati, T.; Manganelli, M.

Energies 2025, 18, 6310. MDPI

A physics-informed reinforcement learning framework for HVAC optimization that combines thermodynamic constraints with deep deterministic policy gradients and simulation-based validation for building systems.

Physics-Informed RLHVAC OptimizationDDPGBuilding Systems
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2025Journal Article

Artificial Intelligence and Digital Twins for Bioclimatic Building Design: Innovations in Sustainability and Efficiency

Filippova, E.; Hedayat, S.; Ziarati, T.; Manganelli, M.

Energies 2025, 18, 5230. MDPI

A study on artificial intelligence and digital twins for bioclimatic building design, focusing on sustainability, efficiency, and design-oriented performance feedback.

Digital TwinsBioclimatic DesignAISustainability
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4
2025
Journal Article
AIEnergies 2025, 18, 6310. MDPI

A Physics-Informed Reinforcement Learning Framework for HVAC Optimization: Thermodynamically-Constrained Deep Deterministic Policy Gradients with Simulation-Based Validation

Hedayat, S.; Ziarati, T.; Manganelli, M.

A physics-informed reinforcement learning framework for HVAC optimization that combines thermodynamic constraints with deep deterministic policy gradients and simulation-based validation for building systems.

Physics-Informed RLHVAC OptimizationDDPGBuilding Systems
DOI: 10.3390/en18236310
2025
Journal Article
SustainabilityEnergies 2025, 18, 5230. MDPI

Artificial Intelligence and Digital Twins for Bioclimatic Building Design: Innovations in Sustainability and Efficiency

Filippova, E.; Hedayat, S.; Ziarati, T.; Manganelli, M.

A study on artificial intelligence and digital twins for bioclimatic building design, focusing on sustainability, efficiency, and design-oriented performance feedback.

Digital TwinsBioclimatic DesignAISustainability
DOI: 10.3390/en18195230
2024
Journal Article
SeismicItalian Journal of Engineering Geology and Environment, (1), 5-15

Iran's Seismic Puzzle: Bridging Gaps in Earthquake Emergency Planning and Public Awareness for Risk Reduction

Ciampi, P.; Giannini, L. M.; Hedayat, S.; Ziarati, T.; Scarascia Mugnozza, G.

A publication focused on earthquake emergency planning, public awareness, and risk reduction, connecting seismic knowledge, mapping, and predictive analysis.

Seismic RiskEmergency PlanningPublic AwarenessRisk Reduction
DOI: 10.4408/IJEGE.2024-01.O-01
2024
Conference Paper
Sustainability2024 IEEE EEEIC / ICPSEurope

Overview of the Impact of Artificial Intelligence on the Future of Renewable Energy

Ziarati, T.; Hedayat, S.; Moscatiello, C.; Sappa, G.; Manganelli, M.

A conference paper examining how artificial intelligence is shaping renewable energy systems, sustainability transitions, and future engineering practice.

Renewable EnergyAIIEEESustainability
DOI: 10.1109/EEEIC/ICPSEurope61470.2024.10751553

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