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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PDF

PDF

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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. 

Topics

Urban Digital Twins, Environmental Intelligence

Tags

Wind Prediction, Urban Heat, Air Quality, CFD, Physics-Informed AI, Marina Bay, Singapore, Smart Cities, Environmental AI

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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

©2026 Duoverse - All Rights Reserved.

©2026 Duoverse - All Rights Reserved.

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. 

Topics

Urban Digital Twins, Environmental Intelligence

Tags

Wind Prediction, Urban Heat, Air Quality, CFD, Physics-Informed AI, Marina Bay, Singapore, Smart Cities, Environmental AI

Share

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. 

Topics

Urban Digital Twins, Environmental Intelligence

Tags

Wind Prediction, Urban Heat, Air Quality, CFD, Physics-Informed AI, Marina Bay, Singapore, Smart Cities, Environmental AI

Share

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.