Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems

• Continual learning for autoregressive PDE surrogates under evolving physical regimes

  2026 Machine learning for computational science and engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

  0

  citations
• Hybrid soft sensor modeling for the wire section in tissue manufacturing: integrating first-principles and machine learning models

  2025 Nordic Pulp & Paper Research Journal article Engineering Fault Detection and Control Systems Open access

  0

  citations
• Hybrid modelling of leaf traits: Integrating neural networks with radiative transfer theory

  2025 Remote Sensing of Environment article Environmental Science Remote Sensing in Agriculture Open access

  8

  citations
• About the trustworthiness of physics-based machine learning – considerations for geomechanical applications

  2025 Solid Earth article Physics and Astronomy Model Reduction and Neural Networks Open access

  2

  citations
• When can we detect lianas from space? Toward a mechanistic understanding of liana‐infested forest optics

  2025 Ecology article Environmental Science Remote Sensing in Agriculture Open access

  7

  citations
• Physics-Informed Machine Learning Approach to Improve the Temperature Estimation Accuracy of Space-Resolved LPTNs

  2024 IEEE Transportation Electrification Conference and Expo conference-paper Engineering Electric Motor Design and Analysis

  1

  citations
• A Machine Learning based approach to predict road rutting considering uncertainty

  2024 Case Studies in Construction Materials article Engineering Asphalt Pavement Performance Evaluation Open access

  17

  citations
• Learning Hybrid Dynamics Models with Simulator-Informed Latent States

  2024 Proceedings of the AAAI Conference on Artificial Intelligence conference-paper Engineering Control Systems and Identification Open access

  2

  citations
• Why can we detect lianas from space?

  2021 bioRxiv (Cold Spring Harbor Laboratory) preprint Environmental Science Remote Sensing in Agriculture Open access

  6

  citations

9 results

• Using physics-informed enhanced super-resolution generative adversarial networks for subfilter modeling in turbulent reactive flows

  2021 Proceedings of the Combustion Institute article Physics and Astronomy Model Reduction and Neural Networks Open access

  150

  citations

1 result