output
20022026
most citedDifferentiable modeling to unify machine learning and physical models and advance Geosciences

466 citations

46 papers

cs.RO2026

Underwater Dead Reckoning with Deployable Situation-Triggered Covariance Scheduling

Akshay Naik, Ramavarapu S. Sreenivas, Dustin Nottage +1

Underwater dead reckoning estimates vehicle position when vision is unavailable and external positioning cannot be assumed. A single set of filter parameters can work well in many…

physics.ao-ph2025

A Multi-Tiered Bayesian Network Coastal Compound Flood Analysis Framework

Ziyue Liu, Meredith L. Carr, Norberto C. Nadal-Caraballo +3

Coastal compound floods (CCFs) are triggered by the interaction of multiple mechanisms, such as storm surges, storm rainfall, tides, and river flow. These events can bring signific…

physics.soc-ph2024★ 3 cited

Assessing the Robustness and Resilience of U.S. Strategic Highways: A Network Science Perspective

Sukhwan Chung, Daniel Sardak, Jeffrey Cegan +1

Network science is a powerful tool for analyzing transportation networks, offering insights into their structures and enabling the quantification of resilience and robustness. Unde…

cs.CV2024★ 16 cited

MoistNet: Machine Vision-based Deep Learning Models for Wood Chip Moisture Content Measurement

Abdur Rahman, Jason Street, James Wooten +4

Quick and reliable measurement of wood chip moisture content is an everlasting problem for numerous forest-reliant industries such as biofuel, pulp and paper, and bio-refineries. M…

cs.RO2023★ 1 cited

In Situ Soil Property Estimation for Autonomous Earthmoving Using Physics-Infused Neural Networks

W. Jacob Wagner, Ahmet Soylemezoglu, Dustin Nottage +1

A novel, learning-based method for in situ estimation of soil properties using a physics-infused neural network (PINN) is presented. The network is trained to produce estimates of…

physics.ao-ph2023★ 48 cited

A global unstructured, coupled, high-resolution hindcast of waves and storm surge

Lorenzo Mentaschi, Michalis Vousdoukas, Guillermo Garcia-Sanchez +7

Accurate information on waves and storm surges is essential to understand coastal hazards that are expected to increase in view of global warming and rising sea levels. Despite the…