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
Real-Time Systems - Spring 2021 and Spring 2022
Introduction to Machine Learning, Systems and Control - Fall 2021 and Fall 2022
Research
Machine learning and reinforcement learning combined with automatic control for complex control situations. Autonomous datacenters.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Subject classification (UKÄ)
- Computer Systems
- Control Engineering
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Collaborations the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Learning to Control the Cloud
Heimerson, A., 2023 Oct 31, Department of Automatic Control, Faculty of Engineering LTH, Lund University. 182 p.Research output: Thesis › Doctoral Thesis (monograph)
Open AccessFile309 Downloads (Pure) -
Extending Microservice Model Validity using Universal Differential Equations
Heimerson, A. & Ruuskanen, J., 2023, IFAC-PapersOnLine. p. 2401-2406Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
Open AccessFile66 Downloads (Pure) -
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
File251 Downloads (Pure) -
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
File38 Downloads (Pure) -
A Proactive Cloud Application Auto-Scaler using Reinforcement Learning
Heimerson, A., Eker, J. & Årzén, K.-E., 2022, UCC '22: Proceedings of the 15th IEEE/ACM International Conference on Utility and Cloud Computing. p. 213-220 8 p.Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
File78 Downloads (Pure)
Projects
- 3 Finished
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COVID-19: Dynamical modelling for estimation and prediction
Bernhardsson, B. (Researcher), Eker, J. (Researcher), Govaert, A. (Researcher), Gustafsson, F. (Researcher), Hansson, J. (Researcher), Heimerson, A. (Researcher), Jaldén, J. (Researcher), Jidling, C. (Researcher), Jöud, A. (Researcher), Pates, R. (Researcher), B. Schön, T. (Researcher), Soltesz, K. (Researcher), Spreco, A. (Researcher), Tegling, E. (Researcher), Timpka, T. (Researcher), Wacker, A. (Researcher), Hendeby, G. (Researcher) & Rath, A. (Research student)
2020/01/01 → 2022/12/31
Project: Research
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Autonomous datacenter for long term deployment: AutoDC
Eker, J. (Researcher), Årzén, K.-E. (Researcher) & Heimerson, A. (Researcher)
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. (PI), Thelander Andrén, M. (Research student), Bernhardsson, B. (Assistant supervisor), Soltesz, K. (Assistant supervisor), Heimerson, A. (Research student) & Ruuskanen, J. (Research student)
2018/01/01 → 2022/12/31
Project: Research