Research output per year
Research output per year
Personal profile
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
Computer sciences, Master, Big Data Analytics, Arcada University of Applied Sciences
1 Sept 2018 → 1 Jun 2021
Award Date: 1 Jun 2021
Engineering, Master, Mechanical Engineering - Mechanics of Materials, Helsinki University of Technology
1 Aug 2000 → 28 May 2007
Award Date: 28 May 2007
Skills and expertise
- Finitie Element Method
- Mechanical Engineering
- Mechanics of Materials
- Dynamics
- SImulation
- Vibrations
- Proigramming
- Matlab
- Python
- Abaqus
- Big Data Analytics
- Machine Learning
- Artificial Intelligence
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Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Extreme Learning Machine-Based Operational State Recognition: A Feasibility Study with Mechanical Vibration Data
Junttila, J., Lämsä, V. & Espinosa-Leal, L., 2023, Proceedings of ELM 2021: Theory, Algorithms and Applications. Björk, K-M. (ed.). Springer, p. 114-123 10 p. (Proceedings in Adaptation, Learning and Optimization, Vol. 16).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
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Feature engineering –based machine learning models for operational state recognition of rotating machines
Junttila, J., Lämsä, V., Espinosa-Leal, L. & Sillanpaa, A., 21 Mar 2023. 1 p.Research output: Contribution to conference › Conference Poster › Scientific
Open Access -
Physics-Based Digital Twins Merging With Machines: Cases of Mobile Log Crane and Rotating Machine
Kurvinen, E., Kutvonen, A., Ukko, J., Khadim, Q., Hagh, Y. S., Jaiswal, S., Neisi, N., Zhidchenko, V., Kortelainen, J., Timperi, M., Kokkonen, K., Virtanen, J., Zeb, A., Lämsä, V., Nieminen, V., Junttila, J., Savolainen, M., Rantala, T., Valjakka, T., Donoghue, I., & 12 others, 25 Apr 2022, In: IEEE Access. 10, p. 45962-45978 17 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access7 Citations (Scopus) -
Robust lightweight design and digital twins considering manufacturing quality variation and sustainability requirements
Kokkonen, P., Hemming, B., Mikkola, E., Teir, L., Lämsä, V. & Junttila, J., 23 Dec 2022, In: Journal of Structural Mechanics. 55, 3, p. 66-80 15 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile7 Downloads (Pure) -
Validation of Simulated Mechanical Vibration Data for Operational State Recognition System
Junttila, J., Sillanpää, A. & Lämsä, V., 8 Sept 2022, 2022 IEEE 23rd International Conference on Information Reuse and Integration for Data Science, IRI 2022. IEEE Institute of Electrical and Electronic Engineers, p. 138-143Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review