Research output per year
Research output per year
Personal profile
Artistic and research interests
Dr. Särkkä is a Professor in Sensor informatics and medical technology at the Department of Electrical Engineering and Automation (EEA) at Aalto University. His research interests are in multi-sensor data processing systems with applications in location sensing, health and medical technology, machine learning, inverse problems, and brain imaging.
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):
Education/Academic qualification
Doctoral degree, Engineering and Technology, Helsinki University of Technology
Award Date: 25 Apr 2006
Master's degree, Engineering and Technology, Helsinki University of Technology
Award Date: 14 Nov 2000
Fingerprint
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Bearing estimation using foghorn sounds
Gorad, A., Zhao, Z., Vallet García, J. M., Lehtola, V., Hammarberg, T., Ramm-Schmidt, H., Islam, S., Thombre, S. & Särkkä, S., 1 Mar 2025, In: Applied Acoustics. 231, 110560.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile9 Downloads (Pure) -
Gaussian multi-target filtering with target dynamics driven by a stochastic differential equation
Garcia-Fernandez, A. F. & Sarkka, S., 2025, In: IEEE Transactions on Signal Processing. 73, p. 664-675 12 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
PARALLEL SQUARE-ROOT STATISTICAL LINEAR REGRESSION FOR INFERENCE IN NONLINEAR STATE SPACE MODELS
Yaghoobi, F., Corenflos, A., Hassan, S. S. & Särkkä, S., 2025, In: SIAM Journal on Scientific Computing. 47, 2, p. B454-B476 23 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
Parallel state estimation for systems with integrated measurements
Yaghoobi, F. & Särkkä, S., 2025, In: IEEE Signal Processing Letters. 32, p. 371-375 5 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile3 Downloads (Pure) -
Physics-informed machine learning for grade prediction in froth flotation
Nasiri Abarbekouh, M., Iqbal, S. & Särkkä, S., 15 Jul 2025, In: Minerals Engineering. 227, 12 p., 109297.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile2 Downloads (Pure)
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-: LARA Co-inn/Särkkä
Särkkä, S. (Principal investigator)
01/09/2024 → 31/08/2026
Project: Business Finland: Strategic centres for science, technology and innovation (SHOK)
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DEEPlasma: Physics-Informed Deep Learning for Plasma Turbulence Predictions in Fusion Reactors
Särkkä, S. (Principal investigator)
01/01/2024 → 31/12/2026
Project: Academy of Finland: Other research funding
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AI-TranspWood: AI-driven multi-scale methodology to develop Transparent Wood as sustainable functional material
Särkkä, S. (Principal investigator)
01/01/2024 → 31/12/2026
Project: EU: Framework programmes funding
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MR-histo: AI-resolved virtual histology with magnetic resonance fingerprinting
Särkkä, S. (Principal investigator)
01/09/2023 → 31/08/2027
Project: Academy of Finland: Other research funding
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Bayes-PIML: A Bayesian Paradigm for Physics-Informed Machine Learning
Särkkä, S. (Principal investigator)
01/01/2023 → 31/12/2025
Project: Academy of Finland: Other research funding
Datasets
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CT Data of a Pen-Spring: Application to Under-Sampled Dynamic X-ray Tomography
Juurakko, J. (Creator), Purisha, Z. (Creator) & Särkkä, S. (Creator), Zenodo, 3 Jul 2019
Dataset
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Baltic Sea Ice Dataset
Gorad, A. (Creator), Hammarberg, T. (Creator), Ramm-Schmidt, H. (Creator) & Särkkä, S. (Creator), Zenodo, 20 Mar 2024
DOI: 10.5281/zenodo.10843469, https://zenodo.org10843470
Dataset
Prizes
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Best paper finalist and runner-up award, Computer Track
Hollmen, J. (Recipient), Särkkä, S. (Recipient) & Rinta-Koski, O.-P. (Recipient), 15 Dec 2017
Prize: Award or honor granted for a specific work
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Tammy L. Blair Best Student Paper Award, First Runner-Up
Prüher, J. (Recipient), Tronarp, F. (Recipient), Karvonen, T. (Recipient), Särkkä, S. (Recipient) & Straka, O. (Recipient), 13 Jul 2017
Prize: Award or honor granted for a specific work
File -
Tammy L. Blair Best Student Paper Award, First Runner-Up
Tronarp, F. (Recipient), Hostettler, R. (Recipient) & Särkkä, S. (Recipient), 7 Jul 2016
Prize: Award or honor granted for a specific work
File -
The best student paper award winner
Särkkä, S. (Recipient), 2016
Prize: Award or honor granted for a specific work
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Winner of the 1st Prize for Reproducibility in Signal Processing by soundsoftware.ac.uk, awarded at Machine Learning for Signal Processing (MLSP) Conference 2014
Särkkä, S. (Recipient), 2014
Prize: Award or honor granted for academic or artistic career
Activities
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IEEE International Workshop on Machine Learning for Signal Processing
Särkkä, S. (Member)
21 Sept 2020 → 24 Sept 2020Activity: Participating in or organising an event types › Chair of a conference, workshop, panel, session, tutorial or event
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IEEE Finland CSS/RAS/SMCS Joint Chapter (External organisation)
Särkkä, S. (Chair)
2017 → 2018Activity: Memberships (typically long-term positions of trust) › Position of trust in a society or network
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PhD assessment committee member in a thesis, Technical University of Denmark
Särkkä, S. (Member)
2017Activity: Academic assessments › Pre-examination of doctoral thesis or acting as opponent to doctoral students or membership of doctoral thesis committee or board
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PhD graduation committee member, Linköping University, Sweden
Särkkä, S. (Member)
2017Activity: Academic assessments › Pre-examination of doctoral thesis or acting as opponent to doctoral students or membership of doctoral thesis committee or board
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Chair of Evaluation Committee in the International Accreditation of the EE Program of University of Sarajevo
Särkkä, S. (Chair)
Jul 2016Activity: Academic assessments › Evaluation of significant academic activities
Press/Media
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Autonomous Shipping Project to Trial Sensor Technology
23/01/2024
1 item of Media coverage
Press/Media: Media appearance
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Studies from Aalto University Yield New Data on Engineering (Deep Learning Based Projection Domain Metal Segmentation for Metal Artifact Reduction in Cone Beam Computed Tomography)
04/10/2023
1 item of Media coverage
Press/Media: Media appearance
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Aalto University: New Collaboration Targets the Mine-to-Market Value Chain
19/09/2023
1 item of Media coverage
Press/Media: Media appearance
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New collaboration targets the mine-to-market value chain
18/09/2023
1 item of Media coverage
Press/Media: Media appearance
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Findings from Aalto University Update Knowledge of Technology (Temporal Parallelization of Dynamic Programming and Linear Quadratic Control)
18/04/2023
1 item of Media coverage
Press/Media: Media appearance