Learning surrogate models for simulation‐based optimization

• Global flowsheet optimization for reductive dimethoxymethane production using data-driven thermodynamic models

  2022 Computers & Chemical Engineering article Engineering Phase Equilibria and Thermodynamics Open access

  4

  citations
• Multilevel surrogate modeling of an amine scrubbing process for CO2 capture

  2022 AIChE Journal article Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  18

  citations
• AutoMoG 3D: Automated Data-Driven Model Generation of Multi-Energy Systems Using Hinging Hyperplanes

  2021 Frontiers in Energy Research article Engineering Integrated Energy Systems Optimization Open access

  12

  citations
• Deterministic global optimization with Gaussian processes embedded

  2021 Mathematical Programming Computation article Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  47

  citations
• AutoMoG: Automated data-driven Model Generation of multi-energy systems using piecewise-linear regression

  2020 Computers & Chemical Engineering article Engineering Advanced Battery Technologies Research Open access

  15

  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
• Nonlinear scheduling with time‐variable electricity prices using sensitivity‐based truncations of wavelet transforms

  2020 AIChE Journal article Engineering Process Optimization and Integration Open access

  8

  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

8 results