Research Output per year
Personal profile
Artistic and research interests
Dr. Särkkä is an Associate 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.
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Research Output
Gaussian mixture models for signal mapping and positioning
Raitoharju, M., García-Fernández, Á. F., Hostettler, R., Piché, R. & Särkkä, S., 1 Mar 2020, In : Signal Processing. 168, 11 p., 107330.Research output: Contribution to journal › Article › Scientific › peer-review
Importance Densities for Particle Filtering Using Iterated Conditional Expectations
Hostettler, R., Tronarp, F., Garcia-Fernandez, A. F. & Sarkka, S., 1 Jan 2020, In : IEEE Signal Processing Letters. 27, p. 211-215 5 p., 8951063.Research output: Contribution to journal › Article › Scientific › peer-review
Kalman-based Spectro-Temporal ECG Analysis using Deep Convolutional Networks for Atrial Fibrillation Detection
Zhao, Z., Särkkä, S. & Rad, A. B., 30 Apr 2020, In : Journal of Signal Processing Systems. 16 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access
File
Multispectral photon-counting for medical imaging and beam characterization
Brücken, E., Bharthuar, S., Emzir, M., Golovleva, M., Gädda, A., Hostettler, R., Härkönen, J., Kirschenmann, S., Litichevskyi, V., Luukka, P., Martikainen, L., Naaranoja, T., Nincǎ, I., Ott, J., Petrow, H., Purisha, Z., Siiskonen, T., Särkkä, S., Tikkanen, J., Tuuva, T. & 1 others, , 18 Feb 2020, In : Journal of Instrumentation. 15, 2, 11 p., C02024.Research output: Contribution to journal › Article › Scientific › peer-review
Neural Network Based Identification of Fuel Injection Rate Profiles for Diesel Engines
Immonen, E., Lauren, M., Roininen, L. & Särkkä, S., Feb 2020, Proceedings of the 9th International Conference on Industrial Technology and Management, ICITM 2020. IEEE, p. 138-143 6 p. 9080367Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Projects
ADAFUME: Advanced data fusion methods for environmental modeling
Särkkä, S., Gao, R. & Corenflos, A.
01/01/2020 → 31/12/2023
Project: Academy of Finland: Other research funding
Parallel and distributed computing for Bayesian graphical models
Särkkä, S., Emzir, M. & Hassan, S.
04/09/2019 → 31/12/2022
Project: Academy of Finland: Other research funding
Profi2 Särkkä T41000
01/01/2019 → 31/08/2020
Project: Academy of Finland: Competitive funding to strengthen university research profiles
Multispectral photon-counting for medical imaging and beam characterization
Purisha, Z., Särkkä, S., Gao, R., Sarmavuori, J. & Hassan, S.
01/01/2018 → 31/12/2021
Project: Academy of Finland: Other research funding
AI methods for preterm infants
Jaskari, J., Palva, L. & Särkkä, S.
01/01/2019 → 31/12/2019
Project: Business Finland: Other research funding
Prizes
Best paper finalist and runner-up award, Computer Track
Jaakko Hollmen (Recipient), Simo Särkkä (Recipient) & Olli-Pekka Rinta-Koski (Recipient), 15 Dec 2017
Prize: Award or honor granted for a specific work
Tammy L. Blair Best Student Paper Award, First Runner-Up
Filip Tronarp (Recipient), Roland Hostettler (Recipient) & Simo Särkkä (Recipient), 7 Jul 2016
Prize: Award or honor granted for a specific work
File
Tammy L. Blair Best Student Paper Award, First Runner-Up
Jakub Prüher (Recipient), Filip Tronarp (Recipient), Toni Karvonen (Recipient), Simo Särkkä (Recipient) & Ondrej Straka (Recipient), 13 Jul 2017
Prize: Award or honor granted for a specific work
File
The best student paper award winner
Simo Särkkä (Recipient), 2016
Prize: Award or honor granted for a specific work
Winner of the 1st Prize for Reproducibility in Signal Processing by soundsoftware.ac.uk, awarded at Machine Learning for Signal Processing (MLSP) Conference 2014
Simo Särkkä (Recipient), 2014
Prize: Award or honor granted for academic career
Activities
PhD graduation committee member, Linköping University, Sweden
Simo Särkkä (Member)2017
Activity: Examination types › Pre-examination of dissertation or acting as opponent to doctoral students
IEEE Finland CSS/RAS/SMCS Joint chapter (External organisation)
Simo Särkkä (Chair)2017 → 2018
Activity: Membership types › Position of trust in a society or network
PhD assessment committee member in a thesis, Technical University of Denmark
Simo Särkkä (Member)2017
Activity: Examination types › Pre-examination of dissertation or acting as opponent to doctoral students
Chair of Evaluation Committee in the International Accreditation of the EE Program of University of Sarajevo
Simo Särkkä (Chair)Jul 2016
Activity: Examination types › Evaluation of activities
Foreign Organisation
Simo Särkkä (Visiting researcher)4 May 2016
Activity: Visiting an external institution types › Visit abroad
Press / Media
Professori Simo Särkkä kutsuttu Instrumentariumin Tiedesäätiön hallitukseen
03/07/2020
1 item of Media coverage
Press/Media: Media appearance
Tallink Grupp’s ship Megastar will take part in research project for autonomous ships
04/02/2019 → 06/02/2019
2 items of Media coverage
Press/Media: Media appearance
Autonomous Shipping Project to Trial Sensor Technology
05/02/2019
1 item of Media coverage
Press/Media: Media appearance
Autonomous shipping project tries multiple sensors enhancing safety
05/02/2019
1 item of Media coverage
Press/Media: Media appearance