SattarHedayat
BIM Automation Engineer and structural specialist based in Rieti, Italy. Physics-driven seismic simulations, AI-powered engineering tools, and large-scale BIM coordination — pushing the frontier of building resilience.
Research Focus
Three pillars of
my research.
Seismic Analysis
Machine learning for earthquake prediction using XGBoost, Random Forests, and LSTM — with focus on early warning systems and structural vulnerability.
AI Integration
Physics-informed RL, digital twins, and DDPG for HVAC optimization and structural health monitoring in smart infrastructures.
Sustainable Building
BIM + smart monitoring for sustainable, heritage, and adaptive-reuse design — with reduced environmental impact and improved seismic performance.
Selected Work
Projects &
Automation.
CME Lazio — pyRevit BIM Automation Platform
BIM AutomationVardavard Technology Park — 10-Story Research Building
BIM + StructureAMA Roma Infrastructure & Systems
InfrastructureVia Salaria — Strategic Road Infrastructure
Civil / RoadsH-BIM: SNIA Viscosa Factory, Rieti
Heritage BIMInteractive Seismic Response Lab
Explore a physics-driven seismic demo built around SDOF response, drift-based visual feedback, and live parameter controls for magnitude, damping, distance, and soil conditions.
PGA: 0.32g | Max drift: 2.1% | Roof delta: 42.7cm
Recent Work
Latest
Publications.
AI-Enhanced Prediction of Building Response to Seismic Events
A physics-informed RL framework combining thermodynamic constraints with DDPG for building HVAC optimization, validated through simulation with significant energy efficiency gains.
AI and Digital Twins for Bioclimatic Building Design
Integration of artificial intelligence and digital twin technology for bioclimatic building design to enhance sustainability and energy efficiency through real-time simulations.
Interactive Lab
Experience Interactive
Structural Models.
Real-time 3D building models, physics-driven seismic simulations, and AI-powered analysis — all in one workspace.
Launch 3D Visualizations