Scientific machine learning

• Renewable production of ammonia and nitric acid

  2020 AIChE Journal article Energy Hybrid Renewable Energy Systems Open access cited by 1 patent

  48

  citations
• Model-based evaluation of ammonia energy storage concepts at high technological readiness level

  2024 Applied Energy article Energy Hybrid Renewable Energy Systems Open access

  28

  citations
• Local energy markets for thermal-electric energy systems considering energy carrier dependency and energy storage systems

  2022 Smart Energy article Engineering Integrated Energy Systems Optimization Open access

  26

  citations
• Molecular Design of Fuels for Maximum Spark-Ignition Engine Efficiency by Combining Predictive Thermodynamics and Machine Learning

  2023 Energy & Fuels article Chemical Engineering Advanced Combustion Engine Technologies Open access

  25

  citations
• Personalized Algorithm Generation: A Case Study in Learning ODE Integrators

  2022 SIAM Journal on Scientific Computing article Mathematics Numerical methods for differential equations Open access

  13

  citations
• Uncertainty Quantification in Integrated Fuel and Process Design

  2024 Energy & Fuels article Engineering Process Optimization and Integration Open access

  11

  citations
• A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms

  2024 SIAM Journal on Scientific Computing article Computer Science Neural Networks and Applications

  9

  citations
• Höherer Wirkungsgrad durch eine modellbasierte vorausschauende Klopfregelung

  2023 MTZ - Motortechnische Zeitschrift article Chemical Engineering Advanced Combustion Engine Technologies

  1

  citations

8 results