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20242026
most citedTowards a Hybrid Digital Twin: Physics-Informed Neural Networks as Surrogate Model of a Reinforced Concrete Beam

14 citations · 16 across the 6 of their papers we have counts for

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math.NA2025

Sparse Source Identification in Transient Advection-Diffusion Problems with a Primal-Dual-Active-Point Strategy

Marco Mattuschka, Daniel Walter, Max von Danwitz +1

This work presents a mathematical model to enable rapid prediction of airborne contaminant transport based on scarce sensor measurements. The method is designed for applications in…

math.NA2025

Goal-oriented optimal sensor placement for PDE-constrained inverse problems in crisis management

Marco Mattuschka, Noah An der Lan, Max von Danwitz +2

This paper presents a novel framework for goal-oriented optimal static sensor placement and dynamic sensor steering in PDE-constrained inverse problems, utilizing a Bayesian approa…