Research
Exploring the frontiers of sustainable building engineering, seismic analysis, and AI integration
Research Areas
AI in Infrastructure Resilience
Integrating AI and machine learning algorithms into smart building infrastructures to optimize energy efficiency and structural health monitoring.
Key Focus Areas
- AI-powered structural health monitoring
- Deep reinforcement learning for HVAC control
- CNN-LSTM networks for environmental monitoring
- Graph neural networks for structural anomaly detection
- Remote monitoring solutions
ML in Seismic Hazard Prediction
Developing machine learning algorithms to predict potential earthquakes and seismic hazards based on historical data and environmental factors.
Key Focus Areas
- XGBoost for earthquake prediction
- Random Forests for hazard assessment
- LSTM networks for time-series seismic data
- Geospatial analysis using QGIS
- Seismic signal processing
Structural Health Monitoring
Implementing AI and ML techniques for monitoring the health and integrity of structural systems in real-time.
Key Focus Areas
- Advanced mathematical models for predictive maintenance
- Early detection of structural issues
- Remote monitoring systems
- Structural vulnerability assessment
- Building damage analysis
BIM and Smart Monitoring
Combining Building Information Modeling with smart monitoring technologies for improved building management and analysis.
Key Focus Areas
- H-BIM for historic buildings
- BIM-based sustainable renovation
- Integration of monitoring data with BIM models
- Adaptive reuse strategies
- Digital preservation techniques
AI-Enhanced Structural Analysis
Explore my cutting-edge predictive models that combine artificial intelligence with structural engineering principles to revolutionize how we analyze and design buildings.
Lateral Displacement Prediction
Predict lateral displacement of buildings under wind loading using deep neural networks
Featured Research
Seismic Hazard and Structural Vulnerability: A Study of Building Damage in the 2017 Kermanshah Earthquake
Hedayat, S., Ciampi, P., and Scarascia Mugnozza, G.
Advancing Infrastructure Resilience through Smart Monitoring: Insights from the Genoa Bridge Catastrophe
Hedayat, S., Ziarati, T., Ciampi, P., Giannini, L.M.
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., and Scarascia Mugnozza, G.
Research Assistant
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AI Research Assistant
This AI assistant can help you find papers, projects, and publications from my research database. It analyzes structural engineering terminology to match with semantic concepts rather than just keywords.