The validity domain of hybrid models and its application in process optimization

• Accelerating Computation of Sealing Deformation—A Physics-Informed Neural Network Framework for Hyperelastic Deformation

  2026 Lecture notes in computational science and engineering conference-paper Physics and Astronomy Model Reduction and Neural Networks

  0

  citations
• Working fluid screening for ORC-based Carnot batteries by deterministic global optimization of design and nominal operation

  2025 Optimization and Engineering article Engineering Process Optimization and Integration Open access

  2

  citations
• Advancing deformation calculation: a physics-informed deep graph learning framework for hyperelastic materials

  2025 Advanced Modeling and Simulation in Engineering Sciences article Physics and Astronomy Model Reduction and Neural Networks Open access

  3

  citations
• Extrapolation of cavitation and hydrodynamic pressure in lubricated contacts: a physics-informed neural network approach

  2025 Advanced Modeling and Simulation in Engineering Sciences article Engineering Tribology and Lubrication Engineering Open access

  9

  citations
• Physics-informed neural networks for dynamic process operations with limited physical knowledge and data

  2024 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

  54

  citations
• Physics-Informed Neural Networks for the Reynolds Equation with Transient Cavitation Modeling

  2024 Lubricants article Engineering Tribology and Lubrication Engineering Open access

  16

  citations
• Extrapolation of Hydrodynamic Pressure in Lubricated Contacts: A Novel Multi-Case Physics-Informed Neural Network Framework

  2024 Lubricants article Physics and Astronomy Model Reduction and Neural Networks Open access

  19

  citations
• Hybrid modeling of drop breakage in pulsed sieve tray extraction columns

  2023 Frontiers in Chemical Engineering article Engineering Fluid Dynamics and Mixing Open access

  8

  citations
• Safe operation of online learning data driven model predictive control of building energy systems

  2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

  32

  citations
• A training strategy for hybrid models to break the curse of dimensionality

  2022 PLoS ONE article Health Professions Artificial Intelligence in Healthcare Open access

  11

  citations
• Machine Learning in Chemical Engineering: A Perspective

  2021 Chemie Ingenieur Technik article Materials Science Machine Learning in Materials Science Open access

  290

  citations
• Deterministic global optimization with Gaussian processes embedded

  2021 Mathematical Programming Computation article Mathematics Advanced Optimization Algorithms Research Open access

  47

  citations
• Obey validity limits of data-driven models through topological data analysis and one-class classification

  2021 Optimization and Engineering article Mathematics Advanced Optimization Algorithms Research Open access

  57

  citations
• The Potential of Hybrid Mechanistic/Data‐Driven Approaches for Reduced Dynamic Modeling: Application to Distillation Columns

  2020 Chemie Ingenieur Technik article Physics and Astronomy Model Reduction and Neural Networks Open access

  24

  citations
• Global Optimization of Gaussian processes

  2020 arXiv (Cornell University) preprint Mathematics Advanced Optimization Algorithms Research Open access

  5

  citations

15 results