6 citations · 10 across the 10 of their papers we have counts for
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Benchmark of Bayesian Optimization and Metaheuristics for Control Engineering Tuning Problems with Crash Constraints
David Stenger, Dirk Abel
Controller tuning based on black-box optimization allows to automatically tune performance-critical parameters w.r.t. mostly arbitrary high-level closed-loop control objectives. Ho…
Reduction and Observer Design for a Grey-Box Model in Continuous Pharmaceutical Manufacturing
Ahmed Elkhashap, Dirk Abel
In this contribution, a novel Reduced Order Model (ROM) formulation of the grey-box model proposed in Elkhashap et al. (2020a) for the pharmaceutical continuous vibrated fluid bed…
Joint Constrained Bayesian Optimization of Planning, Guidance, Control, and State Estimation of an Autonomous Underwater Vehicle
David Stenger, Maximilian Nitsch, Dirk Abel
The performance of a guidance, navigation and control (GNC) system of an autonomous underwater vehicle (AUV) heavily depends on the correct tuning of its parameters. Our objective…
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
Armin Norouzi, Saeid Shahpouri, David Gordon +6
The high thermal efficiency and reliability of the compression-ignition engine makes it the first choice for many applications. For this to continue, a reduction of the pollutant e…
Deep Learning based Model Predictive Control for Compression Ignition Engines
Armin Norouzi, Saeid Shahpouri, David Gordon +6
Machine learning (ML) and a nonlinear model predictive controller (NMPC) are used in this paper to minimize the emissions and fuel consumption of a compression ignition engine. In…
Model Order Reduction of The Time-Dependent Advection-Diffusion-Reaction Equation with Time-Varying Coefficients: Application to Real-Time Water Quality Monitoring
Ahmed Elkhashap, Dirk Abel
Advection-Diffusion-Reaction (ADR) Partial Differential Equations (PDEs) appear in a wide spectrum of applications such as chemical reactors, concentration flows, and biological sy…