1 citations · 1 across the 3 of their papers we have counts for
12 papers
The Existence and Uniqueness of Solutions for Kernel-Based System Identification
Mohammad Khosravi, Roy S. Smith
The notion of reproducing kernel Hilbert space (RKHS) has emerged in system identification during the past decade. In the resulting framework, the impulse response estimation probl…
Benchmarking Problems for Robust Discrete Optimization
Marc Goerigk, Mohammad Khosravi
Robust discrete optimization is a highly active field of research where a plenitude of combinations between decision criteria, uncertainty sets and underlying nominal problems are…
Distributed Model Predictive Control of Buildings and Energy Hubs
Nicolas Lefebure, Mohammad Khosravi, Mathias Hudoba de Badyn +4
Model predictive control (MPC) strategies can be applied to the coordination of energy hubs to reduce their energy consumption. Despite the effectiveness of these techniques, their…
On Robustness of Kernel-Based Regularized System Identification
Mohammad Khosravi, Roy S. Smith
This paper presents a novel feature of the kernel-based system identification method. We prove that the regularized kernel-based approach for the estimation of a finite impulse res…
Parameter Identification for Digital Fabrication: A Gaussian Process Learning Approach
Yvonne R. Stürz, Mohammad Khosravi, Roy S. Smith
Tensioned cable nets can be used as supporting structures for the efficient construction of lightweight building elements, such as thin concrete shell structures. To guarantee impo…
Safety-Aware Cascade Controller Tuning Using Constrained Bayesian Optimization
Christopher König, Mohammad Khosravi, Markus Maier +3
This paper presents an automated, model-free, data-driven method for the safe tuning of PID cascade controller gains based on Bayesian optimization. The optimization objective is c…