25 citations · 25 across the 3 of their papers we have counts for
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Uncertainty-based perturb and observe for data-driven optimization
Leontine Aarnoudse, Mark Haring, Nathan van de Wouw +1
Data-based adaptive optimization methods hold great promise for the performance optimization of uncertain, time-varying processes. However, current methods are often based on conti…
Uncertainty-Based Perturb and Observe for Fast Optimization of Unknown, Time-Varying Processes
Leontine Aarnoudse, Mark Haring, Nathan van de Wouw +1
Model-free adaptive optimization methods are capable of optimizing unknown, time-varying processes even when other optimization methods are not. However, their practical applicatio…
A Levenberg-Marquardt algorithm for sparse identification of dynamical systems
Mark Haring, Esten Ingar Grøtli, Signe Riemer-Sørensen +2
Low complexity of a system model is essential for its use in real-time applications. However, sparse identification methods commonly have stringent requirements that exclude them f…