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Scopus Author ID: 6506117354
Scopus Author ID: 6506117354
SciProfiles: 2551081

Biography

Research scientist at VTT Technical Research Centre of Finland Ltd. Received the M.Sc. degree from University of Kuopio, Finland, in 2005. Between 2006 and 2011 he worked as a researcher with the department of Applied Mechanics, Aalto University, Espoo, where he studied machine learning and probabilistic modelling solutions for structural analyses and condition monitoring. In addition, his current research includes simulation-based static and dynamic analyses for engineering applications, feature engineering, and data analyses for engineering-based Big Data applications. He is experienced in physics-based simulations and data analyses for industrial systems. He is currently focused on combined use of digital twins and machine learning in industrial applications.

Activities

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Employment (2)

DIMECC Ltd: Helsinki, Finland, FI

2023-05-02 to present | Manager, Program Planning and Preparations
Employment
Source: Self-asserted source
Ville S. Lämsä

VTT Technical Research Centre of Finland: N/A, FI

2023-04-28
Employment
Source: check_circle
VTT Technical Research Centre of Finland - PURE

Education and qualifications (1)

University of Kuopio: Kuopio, Finland, FI

2001-08-01 to 2005-12-21 | Master of Science (Department of Computer Science)
Education
Source: Self-asserted source
Ville S. Lämsä

Works (19)

Extreme Learning Machine-Based Operational State Recognition: A Feasibility Study with Mechanical Vibration Data

2023 | Book chapter
DOI: 10.1007/978-3-031-21678-7_11
Contributors: Jukka Junttila; Ville S. Lämsä; Leonardo Espinosa-Leal
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Feature engineering –based machine learning models for operational state recognition of rotating machines

FCAI AI Day 2022, Espoo, Finland, 16/11/22
2023-03-21 | Conference poster | Author
DOI: 10.54985/peeref.2303p8483224
SOURCE-WORK-ID:

8f917dbe-f4d0-4cd9-9c63-ee7221c7d66e
Contributors: Jukka Junttila; Ville S. Lämsä; Leonardo Espinosa-Leal; Anssi Sillanpaa
Source: check_circle
VTT Technical Research Centre of Finland - PURE

Robust lightweight design and digital twins considering manufacturing quality variation and sustainability requirements

Journal of Structural Mechanics
2022-12-23 | Journal article | Author
DOI: 10.23998/rm.120693
SOURCE-WORK-ID:

37aa6918-5561-43d3-a5ec-8c21737f3acd

EID:

2-s2.0-85147030606
Contributors: Petteri Kokkonen; Björn Hemming; Eeva Mikkola; Linus Teir; Ville S. Lämsä; Jukka Junttila
Source: check_circle
VTT Technical Research Centre of Finland - PURE

Estimation of Unmeasurable Vibration of a Rotating Machine Using Kalman Filter

Machines
2022-11 | Journal article | Author
DOI: 10.3390/machines10121116
Contributors: Neda Neisi; Vesa Nieminen; Emil Kurvinen; Ville S. Lämsä; Jussi Sopanen
Source: check_circle
Multidisciplinary Digital Publishing Institute
grade
Preferred source (of 3)‎

Validation of Simulated Mechanical Vibration Data for Operational State Recognition System

2022 IEEE 23rd International Conference on Information Reuse and Integration for Data Science, IRI 2022
2022-09-08 | Conference paper | Author
DOI: 10.1109/IRI54793.2022.00040
SOURCE-WORK-ID:

963a4e61-ebd1-4321-83af-96c992be6177

EID:

2-s2.0-85139074441

Part of ISBN: 978-1-6654-6603-5
Part of ISBN: 978-1-6654-6604-2
Contributors: Jukka Junttila; Anssi Sillanpää; Ville S. Lämsä
Source: check_circle
VTT Technical Research Centre of Finland - PURE

Physics-Based Digital Twins Merging With Machines

IEEE Access
2022-04-25 | Journal article | Author
DOI: 10.1109/access.2022.3170430
SOURCE-WORK-ID:

7ee01047-c51c-4ca7-b644-077b2aa7e489

EID:

2-s2.0-85129573858
Contributors: Emil Kurvinen; Antero Kutvonen; Juhani Ukko; Qasim Khadim; Yashar Shabbouei Hagh; Suraj Jaiswal; Neda Neisi; Victor Zhidchenko; Juha Kortelainen; Mira Timperi et al.
Source: check_circle
VTT Technical Research Centre of Finland - PURE

DigiBuzz-VTT – Towards digital twin’s concrete commercial exploitation

VTT Tutkimusraportti
2022-01-31 | Report | Author
SOURCE-WORK-ID:

d4e312c7-4dd7-4fa0-997e-6e0c024b7957
Contributors: Juha Kortelainen; Ville S. Lämsä; Vesa Nieminen; Tuija Rantala; Juha Virtanen
Source: check_circle
VTT Technical Research Centre of Finland - PURE

knowlEdge Project –Concept, Methodology and Innovations for Artificial Intelligence in Industry 4.0

2021 IEEE 19th International Conference on Industrial Informatics (INDIN)
2021-07-21 | Conference paper
DOI: 10.1109/indin45523.2021.9557410
Source: Self-asserted source
Ville S. Lämsä
grade
Preferred source (of 2)‎

Digital twin: Multi-dimensional model reduction method for performance optimization of the virtual entity

Procedia CIRP
2020 | Conference paper
DOI: 10.1016/j.procir.2020.04.050
EID:

2-s2.0-85092427044

Part of ISSN: 22128271
Contributors: Chakraborti, A.; Heininen, A.; Koskinen, K.T.; Lämsä, V.
Source: Self-asserted source
Ville S. Lämsä via Scopus - Elsevier
grade
Preferred source (of 2)‎

Beyond the Obvious - The Industry 5.0 by Hybrid Modelling

Proceedings of the NAFEMS World Congress 2019
2019 | Conference paper | Author
SOURCE-WORK-ID:

d2f12a43-22c3-4f7b-b807-31ff18fe9275

Part of ISBN: 978-1-910643-52-5
Contributors: Ville S. Lämsä; Simo-Pekka Leino; Juha Kortelainen; Björn Hemming; Vesa Nieminen; Olli Saarela; Päivi Kivikytö-Reponen; Ville Kotovirta
Source: check_circle
VTT Technical Research Centre of Finland - PURE

Benefits, advantages, added values & enabled business opportunities through digital twins, digital twin platforms and digital threads

Proceedings of the 3rd Annual SMACC Research Seminar 2018
2019-01-25 | Conference paper | Author
SOURCE-WORK-ID:

53d9bb7d-ebf2-4fc6-856b-6e8405c6694e

Part of ISBN: 978-952-03-0975-6
Contributors: Ville S. Lämsä; Vesa Nieminen
Source: check_circle
VTT Technical Research Centre of Finland - PURE

Marine propeller-ice interaction simulation and blade flexibility effect on contact load

Proceedings of the 23rd International Conference on Port and Ocean Engineering under Arctic Conditions
2015 | Conference paper | Author
SOURCE-WORK-ID:

5a1dc153-aee3-49c9-a5cf-b6b106c53e73

EID:

2-s2.0-84942155493
Contributors: Aki Kinnunen; Ville S. Lämsä; Pekka Koskinen; Matti Jussila; Tuomas Turunen
Source: check_circle
VTT Technical Research Centre of Finland - PURE
grade
Preferred source (of 2)‎

Propeller blade impact forces due to cavitation cloud collapse by using a coupled Eulerian-Lagrangian method

Proceedings of the 22nd IAHR International Symposium on Ice (ICE 2014)
2014 | Conference paper | Author
SOURCE-WORK-ID:

70707d39-dcb8-45c6-86c2-4fafb0d27cb7

Part of ISBN: 978-981-09-0750-1
Contributors: Ville S. Lämsä; Juha Virtanen; Aki Kinnunen; Pekka Koskinen
Source: check_circle
VTT Technical Research Centre of Finland - PURE

Novelty detection by nonlinear factor analysis for structural health monitoring

Proceedings of the 2010 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2010
2010 | Conference paper
DOI: 10.1109/MLSP.2010.5588688
EID:

2-s2.0-78449287757
Contributors: Lämsä, V.; Raiko, T.
Source: Self-asserted source
Ville S. Lämsä via Scopus - Elsevier

Vibration-based structural health monitoring using large sensor networks

Smart Structures and Systems
2010 | Journal article
DOI: 10.12989/sss.2010.6.3.335
EID:

2-s2.0-77951902997

Part of ISSN: 17381991 17381584
Contributors: Deraemaeker, A.; Preumont, A.; Reynders, E.; De Roeck, G.; Kullaa, J.; Lämsä, V.; Worden, K.; Manson, G.; Barthorpe, R.; Papatheou, E. et al.
Source: Self-asserted source
Ville S. Lämsä via Scopus - Elsevier

Data normalization with partially measured environmental or operational variables

Proceedings of the 4th European Workshop on Structural Health Monitoring
2008 | Conference paper
EID:

2-s2.0-62949093930
Contributors: Lämsä, V.; Kullaa, J.
Source: Self-asserted source
Ville S. Lämsä via Scopus - Elsevier

Smart sensing for structural health monitoring (S3HM)

Proceedings of the World Forum on Smart Materials and Smart Structures Technology, SMSST'07
2008 | Conference paper
EID:

2-s2.0-70349334316
Contributors: Deraemaeker, A.; De Roeck, G.; Reynders, E.; Worden, K.; Manson, G.; Kullaa, J.; Lämsä, V.; Ostachowicz, W.
Source: Self-asserted source
Ville S. Lämsä via Scopus - Elsevier

Nonlinear factor analysis in structural health monitoring to remove environmental effects

Structural Health Monitoring 2007: Quantification, Validation, and Implementation - Proceedings of the 6th International Workshop on Structural Health Monitoring, IWSHM 2007
2007 | Conference paper
EID:

2-s2.0-84945180782
Contributors: Lämsä, V.; Kullaa, J.
Source: Self-asserted source
Ville S. Lämsä via Scopus - Elsevier

Spectral factors and medical parameters of EMG signals

IET Conference Publications
2006 | Conference paper
DOI: 10.1049/cp:20060345
EID:

2-s2.0-34047143832
Contributors: Gronfors, T.; Sihvonen, T.; Lamsa, V.; Paivinen, N.
Source: Self-asserted source
Ville S. Lämsä via Scopus - Elsevier
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