Hybrid semi-parametric modeling in process systems engineering: Past, present and future

• Droplet entrainment in continuous liquid–liquid separators: Role of the small-droplet tail and uncertainty-aware hybrid modelling

  2026 Chemical Engineering Journal article Engineering Fluid Dynamics and Heat Transfer Open access

  0

  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
• Noisecut: a python package for noise-tolerant classification of binary data using prior knowledge integration and max-cut solutions

  2024 BMC Bioinformatics software-paper Computer Science Machine Learning and Data Classification Open access

  5

  citations
• A hybrid modeling framework for generalizable and interpretable predictions of ICU mortality across multiple hospitals

  2024 Scientific Reports article Computer Science Machine Learning in Healthcare Open access

  8

  citations
• A Hybrid Modeling Framework for Generalizable and Interpretable Predictions of ICU Mortality: Leveraging ICD Codes in a Multi-Hospital Study of Mechanically Ventilated Influenza Patients

  2023 Research Square preprint Computer Science Machine Learning in Healthcare Open access

  2

  citations
• Optimization with Trained Machine Learning Models Embedded

  2022 Encyclopedia of Optimization reference-entry Mathematics Advanced Optimization Algorithms Research

  3

  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
• Optimal Eco-Routing for Hybrid Vehicles With Powertrain Model Embedded

  2021 IEEE Transactions on Intelligent Transportation Systems article Engineering Electric and Hybrid Vehicle Technologies Open access

  12

  citations
• Machine Learning in Chemical Engineering: A Perspective

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

  290

  citations
• Hybrid Modelling in Production: Approach and Evaluation

  2021 Lecture notes in production engineering conference-paper Engineering Digital Transformation in Industry

  1

  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
• Multi-scale membrane process optimization with high-fidelity ion transport models through machine learning

  2020 preprint Environmental Science Membrane Separation Technologies Open access

  1

  citations
• Globally optimal working fluid mixture composition for geothermal power cycles

  2020 Energy article Engineering Thermodynamic and Exergetic Analyses of Power and Cooling Systems Open access

  15

  citations
• Global Optimization of Gaussian processes

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

  5

  citations
• Multi-scale membrane process optimization with high-fidelity ion transport models through machine learning

  2020 Journal of Membrane Science article Environmental Science Membrane Separation Technologies Open access

  73

  citations
• Simultaneous rational design of ion separation membranes and processes

  2020 Journal of Membrane Science article Environmental Science Membrane Separation Technologies Open access

  45

  citations

18 results