White Paper
White Paper
Wildfire & Critical Infrastructure Protection
Wildfire & Critical Infrastructure Protection
Understand how Hybrid Digital Twins combine local wind prediction, fire behaviour modelling and AI to improve wildfire preparedness, infrastructure resilience and emergency response.
Understand how Hybrid Digital Twins combine local wind prediction, fire behaviour modelling and AI to improve wildfire preparedness, infrastructure resilience and emergency response.
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10 min read
10 min read
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8 MB
8 MB

Overview
Key Takeaways
Who has to read it?
Real-Time Wind, Heat and Air Quality Prediction using Physics-Informed AI
Explore one of the world's first operational Hybrid Digital Twins capable of predicting urban wind, temperature and air quality at street level in real time. This paper explains how computational fluid dynamics, reduced-order modelling and AI were combined to create an operational digital twin for Singapore's Marina Bay district.
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Fill out the form below to access the whitepaper instantly.
Ready to Build Smarter Digital Twins?
Let's explore how Duoverse can support your next project
Whether you're working on industrial systems, infrastructure, or smart cities, our team is ready to help you unlock the power of hybrid digital twins.
Head office - Paris
96bis Bd Raspail,
75006 Paris
Head office - Paris
96bis Bd Raspail,
75006 Paris
Singapore - Showroom
1 CREATE Way,
#08-01 CREATE Tower
138602, Singapore
Singapore - Showroom
1 CREATE Way,
Singapore

Download the whitepaper
Download the whitepaper
Get the full insights
Get the full insights
Fill out the form below to access the whitepaper instantly.
Overview
Key Takeaways
Who has to read it?
Real-Time Wind, Heat and Air Quality Prediction using Physics-Informed AI
Explore one of the world's first operational Hybrid Digital Twins capable of predicting urban wind, temperature and air quality at street level in real time. This paper explains how computational fluid dynamics, reduced-order modelling and AI were combined to create an operational digital twin for Singapore's Marina Bay district.
Overview
Key Takeaways
Who has to read it?
Real-Time Wind, Heat and Air Quality Prediction using Physics-Informed AI
Explore one of the world's first operational Hybrid Digital Twins capable of predicting urban wind, temperature and air quality at street level in real time. This paper explains how computational fluid dynamics, reduced-order modelling and AI were combined to create an operational digital twin for Singapore's Marina Bay district.
Whether you're working on industrial systems, infrastructure, or smart cities, our team is ready to help you unlock the power of hybrid digital twins.
Contact Us
Let's explore how Duoverse can support your next project
Let's explore how Duoverse can support your next project
Whether you're working on industrial systems, infrastructure, or smart cities, our team is ready to help you unlock the power of hybrid digital twins.
