Per Mattsson
Universitetslektor vid Institutionen för informationsteknologi; Systemteknik
- Telefon:
- 018-471 31 68
- E-post:
- per.mattsson@it.uu.se
- Besöksadress:
- Hus 10, Regementsvägen 10
- Postadress:
- Box 337
751 05 UPPSALA
Kort presentation
Associate professor at the division of Systems and Control. Research interests include: data-driven control, system identification, reinforcement learning and predictive maintenance.

Publikationer
Senaste publikationer
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Convergence in on-line learning of static and dynamic systems
Ingår i 2025 IEEE 64th Conference on Decision and Control (CDC), s. 4227-4232, 2025
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Real-Time Diffusion Policies for Games: Enhancing Consistency Policies with Q-Ensembles
Ingår i 2025 IEEE Conference on Games (CoG), 2025
- DOI för Real-Time Diffusion Policies for Games: Enhancing Consistency Policies with Q-Ensembles
- Ladda ner fulltext (pdf) av Real-Time Diffusion Policies for Games: Enhancing Consistency Policies with Q-Ensembles
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Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning
Ingår i 38th Conference on Neural Information Processing Systems, NeurIPS 2024, 2024
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Learning state observers for recurrent neural network models
Ingår i 2024 IEEE 63rd Conference on Decision and Control (CDC), s. 7871-7877, 2024
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Safe Output Feedback Improvement with Baselines
Ingår i 2024 IEEE 63rd Conference on Decision and Control (CDC), s. 1899-1904, 2024
- DOI för Safe Output Feedback Improvement with Baselines
- Ladda ner fulltext (pdf) av Safe Output Feedback Improvement with Baselines
Alla publikationer
Artiklar i tidskrift
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Ingår i IFAC-PapersOnLine, s. 247-252, 2024
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Soft sensor for the dry solid content in thickened primary sludge
Ingår i Water Science and Technology, s. 1946-1956, 2024
- DOI för Soft sensor for the dry solid content in thickened primary sludge
- Ladda ner fulltext (pdf) av Soft sensor for the dry solid content in thickened primary sludge
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On the Equivalence of Direct and Indirect Data-Driven Predictive Control Approaches
Ingår i IEEE Control Systems Letters, s. 796-801, 2024
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Automated data transfer for digital twin applications: Two case studies
Ingår i Water environment research, 2024
- DOI för Automated data transfer for digital twin applications: Two case studies
- Ladda ner fulltext (pdf) av Automated data transfer for digital twin applications: Two case studies
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Observer-Feedback-Feedforward Controller Structures in Reinforcement Learning
Ingår i IFAC-PapersOnLine, s. 6247-6252, 2023
- DOI för Observer-Feedback-Feedforward Controller Structures in Reinforcement Learning
- Ladda ner fulltext (pdf) av Observer-Feedback-Feedforward Controller Structures in Reinforcement Learning
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Neural motion planning in dynamic environments
Ingår i IFAC-PapersOnLine, s. 10126-10131, 2023
- DOI för Neural motion planning in dynamic environments
- Ladda ner fulltext (pdf) av Neural motion planning in dynamic environments
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On the regularization in DeePC
Ingår i IFAC-PapersOnLine, s. 625-631, 2023
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Aiding reinforcement learning for set point control
Ingår i IFAC-PapersOnLine, s. 2437-2443, 2023
- DOI för Aiding reinforcement learning for set point control
- Ladda ner fulltext (pdf) av Aiding reinforcement learning for set point control
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Analysis of the Minimum-Norm Least-Squares Estimator and Its Double-Descent Behavior [Lecture Notes]
Ingår i IEEE signal processing magazine (Print), s. 39-75, 2023
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Regularized Linear Regression via Covariance Fitting
Ingår i IEEE Transactions on Signal Processing, s. 1175-1183, 2023
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Ingår i Mechatronics (Oxford), 2020
- DOI för On stability and performance of disturbance observer-based-dynamic load torque compensator for assistive exoskeleton: A hybrid approach
- Ladda ner fulltext (pdf) av On stability and performance of disturbance observer-based-dynamic load torque compensator for assistive exoskeleton: A hybrid approach
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Identification of cascade water tanks using a PWARX model
Ingår i Mechanical systems and signal processing, s. 40-48, 2018
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Ingår i Nonlinear dynamics, s. 1165-1181, 2018
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Recursive identification method for piecewise ARX models: A sparse estimation approach
Ingår i IEEE Transactions on Signal Processing, s. 5082-5093, 2016
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Convergence analysis for recursive Hammerstein identification
Ingår i Automatica, s. 179-186, 2016
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Periodical solutions in a pulse-modulated model of endocrine regulation with time-delay
Ingår i IEEE Transactions on Automatic Control, s. 728-733, 2014
Doktorsavhandlingar, monografi
Kapitel i böcker, delar av antologi
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Modeling of testosterone regulation by pulse-modulated feedback
Ingår i Signal and Image Analysis for Biomedical and Life Sciences, s. 23-40, Springer, 2015
Konferensbidrag
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Convergence in on-line learning of static and dynamic systems
Ingår i 2025 IEEE 64th Conference on Decision and Control (CDC), s. 4227-4232, 2025
-
Real-Time Diffusion Policies for Games: Enhancing Consistency Policies with Q-Ensembles
Ingår i 2025 IEEE Conference on Games (CoG), 2025
- DOI för Real-Time Diffusion Policies for Games: Enhancing Consistency Policies with Q-Ensembles
- Ladda ner fulltext (pdf) av Real-Time Diffusion Policies for Games: Enhancing Consistency Policies with Q-Ensembles
-
Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning
Ingår i 38th Conference on Neural Information Processing Systems, NeurIPS 2024, 2024
-
Learning state observers for recurrent neural network models
Ingår i 2024 IEEE 63rd Conference on Decision and Control (CDC), s. 7871-7877, 2024
-
Safe Output Feedback Improvement with Baselines
Ingår i 2024 IEEE 63rd Conference on Decision and Control (CDC), s. 1899-1904, 2024
- DOI för Safe Output Feedback Improvement with Baselines
- Ladda ner fulltext (pdf) av Safe Output Feedback Improvement with Baselines
-
Entropy-regularized diffusion policy with Q-ensembles for offline reinforcement learning
Ingår i Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
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A Model Predictive Control Approach to Motion Planning in Dynamic Environments
Ingår i 2024 European Control Conference (ECC), s. 3247-3254, 2024
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Prediction of on-load tap-changer switch time from vibroacoustic measurements by machine learnings
s. 350-354, 2024
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Observer-Feedback-Feedforward Controller Structures in Reinforcement Learning
Ingår i Prep. IFAC World Congress, s. 6807-6912, 2023
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Robust nonlinear set-point control with reinforcement learning
Ingår i 2023 American Control Conference (ACC), s. 84-91, 2023
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Willems' fundamental lemma based on second-order moments
Ingår i 2021 60th IEEE Conference On Decision And Control (CDC), s. 396-401, 2021
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Bayes Control of Hammerstein Systems
Ingår i IFAC PapersOnLine, s. 755-760, 2021
- DOI för Bayes Control of Hammerstein Systems
- Ladda ner fulltext (pdf) av Bayes Control of Hammerstein Systems
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Flexible Models for Smart Maintenance
Ingår i 2019 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), s. 1772-1777, 2019
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Identification of nonlinear feedback mechanisms operating in closed loop using inertial sensors
s. 473-478, 2018
- DOI för Identification of nonlinear feedback mechanisms operating in closed loop using inertial sensors
- Ladda ner fulltext (pdf) av Identification of nonlinear feedback mechanisms operating in closed loop using inertial sensors
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s. 3917-3922, 2017
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Recursive nonlinear system identification using latent variables
Ingår i 25th European Research Network System Identification Workshop, 2016
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Pulse-modulated Model of Testosterone Regulation Subject to Exogenous Signals
Ingår i 2016 IEEE 55th Conference On Decision And Control (CDC), s. 5023-5028, 2016
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Recursive identification of Hammerstein models
Ingår i Proc. American Control Conference, s. 2498-2503, 2014
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State estimation in linear time-invariant systems with unknown impulsive inputs
Ingår i Proc. 12th European Control Conference, s. 1675-1680, 2013
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Modeling of testosterone regulation by pulse-modulated feedback: An experimental data study
Ingår i International Symposium on Computational Models for Life Sciences, s. 333-342, 2013
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Estimation of input impulses by means of continuous finite memory observers
Ingår i Proc. American Control Conference, s. 6769-6774, 2012