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Intelligent Road Condition Monitoring using 3D In-Air SONAR Sensing

arXiv:2603.28141v1 Announce Type: cross Abstract: In this paper, we investigate the capabilities of in-air 3D SONAR sensors for the monitoring of road surface conditions. Concretely, we consider two applications: Road material classification and Road damage detection and classification. While such…

Intelligent Road Condition Monitoring using 3D In-Air SONAR Sensing

arXiv:2603.28141v1 Announce Type: cross Abstract: In this paper, we investigate the capabilities of in-air 3D SONAR sensors for the monitoring of road surface conditions. Concretely, we consider two applications: Road material classification and Road damage detection and classification. While such…

DSO: Dual-Scale Neural Operators for Stable Long-term Fluid Dynamics Forecasting

arXiv:2603.26800v1 Announce Type: new Abstract: Long-term fluid dynamics forecasting is a critically important problem in science and engineering. While neural operators have emerged as a promising paradigm for modeling systems governed by partial differential equations (PDEs), they often struggle with…

A Comparative Investigation of Thermodynamic Structure-Informed Neural Networks

arXiv:2603.26803v1 Announce Type: new Abstract: Physics-informed neural networks (PINNs) offer a unified framework for solving both forward and inverse problems of differential equations, yet their performance and physical consistency strongly depend on how governing laws are incorporated. In this work,…

A Comparative Investigation of Thermodynamic Structure-Informed Neural Networks

arXiv:2603.26803v1 Announce Type: new Abstract: Physics-informed neural networks (PINNs) offer a unified framework for solving both forward and inverse problems of differential equations, yet their performance and physical consistency strongly depend on how governing laws are incorporated. In this work,…