Research output per year
Research output per year
Personal profile
Teaching
Automatic Control, Basic Course - Fall 2018 and China 2018
Systems Engineering/Process Control - Spring 2019 and Spring 2020
Physiological Models and Computation - Fall 2019
Modeling and Learning from Data - Fall 2020
Research
Machine learning and reinforcement learning combined with automatic control for complex control situations. Autonomous datacenters.
UKÄ subject classification
- Computer Systems
- Control Engineering
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Dive into the research topics where Albin Heimerson is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Adaptive Control of Data Center Cooling using Deep Reinforcement Learning
Heimerson, A., Sjölund, J., Brännvall, R., Gustafsson, J. & Eker, J., 2022 Nov 4, 2022 IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion (ACSOS-C). p. 1-6Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
Open Access -
A Proactive Cloud Application Auto-Scaler using Reinforcement Learning
Heimerson, A., Eker, J. & Årzén, K-E., 2022 Dec 6, (Accepted/In press) UCC '22: Proceedings of the 15th IEEE/ACM International Conference on Utility and Cloud Computing.Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
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Automatic Differentiation over Fluid Models for Holistic Load Balancing
Heimerson, A., Ruuskanen, J. & Eker, J., 2022 Nov 4, 2022 IEEE International Conference on Autonomic Computing and Self-Organizing Systems Companion (ACSOS-C). p. 13-18Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
Open Access -
ControlSystems.jl: A Control Toolbox in Julia
Bagge Carlson, F., Fält, M., Heimerson, A. & Troeng, O., 2022, 2021 60th IEEE Conference on Decision and Control (CDC). IEEE PressResearch output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
28 Downloads (Pure) -
Towards a Holistic Controller: Reinforcement Learning for Data Center Control
Heimerson, A., Brännvall, R., Sjölund, J., Eker, J. & Gustafsson, J., 2021 Jun 28, e-Energy '21: Proceedings of the Twelfth ACM International Conference on Future Energy Systems. p. 424–429Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
Open AccessFile38 Downloads (Pure)
Projects
- 3 Finished
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COVID-19: Dynamical modelling for estimation and prediction
Bernhardsson, B., Eker, J., Govaert, A., Gustafsson, F., Hansson, J., Heimerson, A., Jaldén, J., Jidling, C., Jöud, A., Pates, R., B. Schön, T., Soltesz, K., Spreco, A., Tegling, E., Timpka, T., Wacker, A., Hendeby, G. & Rath, A.
2020/01/01 → 2022/12/31
Project: Research
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Autonomous datacenter for long term deployment: AutoDC
Eker, J., Årzén, K. & Heimerson, A.
2018/12/01 → 2021/10/06
Project: Research
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Event-Based Control of Stochastic Systems with Application to Server Systems
Cervin, A., Thelander Andrén, M., Bernhardsson, B., Soltesz, K., Heimerson, A. & Ruuskanen, J.
2018/01/01 → 2022/12/31
Project: Research
Activities
- 1 Invited talk
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On Choice of Model Complexity and Data Sources for Prediction of Ongoing Pandemics
Fredrik Gustafsson (Invited speaker), Joakim Jaldén (Invited speaker), Kristian Soltesz (Invited speaker), Bo Bernhardsson (Invited speaker), Albin Heimerson (Role not specified), Carl Jidling (Role not specified), Torbjörn Lundh (Role not specified), Thomas B. Schön (Role not specified), Armin Spreco (Role not specified), Fredrik Bagge Carlson (Role not specified), Anna Jöud (Role not specified), Philip Gerlee (Role not specified) & Toomas Timpka (Role not specified)
2020 DecActivity: Talk or presentation › Invited talk