The ALAMO approach to machine learning

• Improving Decision Quality for Energy System Design via Stochastic Goal Programming with Data-Driven MILPs

  2026 SSRN Electronic Journal preprint Engineering Integrated Energy Systems Optimization Open access

  1

  citations
• Decision Support for Industrial Energy System Planning using Data-Driven Modeling and Multi-Objective Optimization

  2024 SSRN Electronic Journal preprint Engineering Integrated Energy Systems Optimization Open access

  0

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

  2022 AIChE Journal article Engineering Carbon Dioxide Capture Technologies Open access

  18

  citations
• Machine Learning in Chemical Engineering: A Perspective

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

  290

  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
• Efficient hybrid multiobjective optimization of pressure swing adsorption

  2021 Chemical Engineering Journal article Computer Science Advanced Multi-Objective Optimization Algorithms Open access

  57

  citations
• Process systems engineering – The generation next?

  2021 Computers & Chemical Engineering article Engineering Process Optimization and Integration

  263

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

  2020 Computers & Chemical Engineering article Engineering Integrated Energy Systems Optimization Open access

  15

  citations

8 results