activity
20232026
most citedOn the equivalence of direct and indirect data-driven predictive control approaches

7 citations · 7 across the 4 of their papers we have counts for

collaborators

6 papers

physics.comp-ph2026

FDTD Model of Noise Pollution from an AI Data Center

Gavin Buxton

The sudden growth in AI data centers is raising numerous environmental concerns. Low-frequency noise pollution is a concern for local residents, that may not just be an annoyance b…

cs.RO2025

Robust Convex Model Predictive Control with collision avoidance guarantees for robot manipulators

Bernhard Wullt, Johannes Köhler, Per Mattsson +2

Industrial manipulators typically operate in cluttered environments, where safe motion planning is critical. However, model uncertainties further complicate this task, which leads…

cs.RO2025

A neural signed configuration distance function for path planning of picking manipulators

Bernhard Wullt, Mikael Norrlöf, Per Mattsson +1

Picking manipulators are task specific robots, with fewer degrees of freedom compared to general-purpose manipulators, and are heavily used in industry. The efficiency of the picki…

eess.SY2024★ 7 cited

On the equivalence of direct and indirect data-driven predictive control approaches

Per Mattsson, Fabio Bonassi, Valentina Breschi +1

Recently, several direct Data-Driven Predictive Control (DDPC) methods have been proposed, advocating the possibility of designing predictive controllers from historical input-outp…

cs.LG2024

Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning

Ruoqi Zhang, Ziwei Luo, Jens Sjölund +2

This paper presents advanced techniques of training diffusion policies for offline reinforcement learning (RL). At the core is a mean-reverting stochastic differential equation (SD…

eess.SY2023

Structured state-space models are deep Wiener models

Fabio Bonassi, Carl Andersson, Per Mattsson +1

The goal of this paper is to provide a system identification-friendly introduction to the Structured State-space Models (SSMs). These models have become recently popular in the mac…