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

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VTT Technical Research Centre of Finland - PURE

Works (16)

3D Multibody Simulation of Realistic Rolling Bearing Defects for Fault Classifier Development

2024 International Conference on Electrical Machines, ICEM 2024
2024-10 | Conference paper | Author
DOI: 10.1109/ICEM60801.2024.10700332
SOURCE-WORK-ID:

e03a683c-889c-4574-aa0f-b132239a19fb

EID:

2-s2.0-85207502491

Part of ISBN: 979-8-3503-7060-7
Part of ISBN: 979-8-3503-7061-4
Contributors: Milla Vehviläinen; Mikko Tahkola; Janne Keränen; Nada El Bouharrouti; Pekka Rahkola; Jari Halme; Jenni Pippuri-Mäkeläinen; Anouar Belahcen
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VTT Technical Research Centre of Finland - PURE

Robust Development of Active Learning-Based Surrogates for Induction Motor

IEEE Transactions on Magnetics
2024-03 | Journal article
DOI: 10.1109/TMAG.2023.3324796
Contributors: Janne Keränen; Mikko Tahkola; Peter Råback; Álvaro González; Victor Mukherjee; Jenni Pippuri-Mäkeläinen
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Transient Modeling of Induction Machine Using Artificial Neural Network Surrogate Models

IEEE Transactions on Magnetics
2022-09-01 | Journal article | Author
DOI: 10.1109/TMAG.2022.3180176
SOURCE-WORK-ID:

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EID:

2-s2.0-85131716532
Contributors: Mikko Tahkola; Victor Mukherjee; Janne Keränen
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VTT Technical Research Centre of Finland - PURE
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A Novel Machine Learning-Based Approach for Induction Machine Fault Classifier Development—A Broken Rotor Bar Case Study

Energies
2022-05-02 | Journal article
DOI: 10.3390/en15093317
Contributors: Mikko Tahkola; Áron Szücs; Jari Halme; Akhtar Zeb; Janne Keränen
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Crossref
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ATSC-NEX: Automated Time Series Classification With Sequential Model-Based Optimization and Nested Cross-Validation

IEEE Access
2022-04-11 | Journal article | Author
DOI: 10.1109/ACCESS.2022.3166525
SOURCE-WORK-ID:

4011bb5e-c9b9-4e40-a301-37ce85adba21

EID:

2-s2.0-85128284032
Contributors: Mikko Tahkola; Guangrong Zou
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VTT Technical Research Centre of Finland - PURE
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Transient Modelling of Induction Machine Using Artificial Neural Networks

23rd Conference on the Computation of Electromagnetic Fields COMPUMAG 2021, 16/01/22
2022-01-18 | Conference poster | Author
SOURCE-WORK-ID:

91fc60cc-fb5b-4c83-9e1b-0221f5990f15
Contributors: Mikko Tahkola; Victor Mukherjee; Janne Keränen
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VTT Technical Research Centre of Finland - PURE

Physical system classification from measurement data – case exhaust gas economizer

Integrated Energy Solutions to Smart and Green Shipping
2021 | Book chapter | Author
SOURCE-WORK-ID:

a277fa6c-f76b-4292-a6a3-5dff8f89e7e3

Part of ISBN: 978-951-38-8755-1
Contributors: Mikko Tahkola
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VTT Technical Research Centre of Finland - PURE

Object detection for the analysis of creep voids in high-temperature metallic structures

FCAI AI Day 2021, Finland, 4/11/21
2021-11-24 | Conference abstract | Author
SOURCE-WORK-ID:

d09c5d9a-1a03-4ba3-9dbc-46b139696aed
Contributors: Akhtar Zeb; Mikko Tahkola; Rami Pohja; Janne Pakarinen
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VTT Technical Research Centre of Finland - PURE

Surrogate Modeling of Electrical Machine Torque Using Artificial Neural Networks

IEEE Access
2020-12-07 | Journal article | Author
DOI: 10.1109/ACCESS.2020.3042834
SOURCE-WORK-ID:

cfc2f677-17d2-4917-8998-e83a4818fc90

EID:

2-s2.0-85097926469
Contributors: Mikko Tahkola; Janne Keränen; Denis Sedov; Mehrnaz Farzam Far; Juha Kortelainen
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VTT Technical Research Centre of Finland - PURE
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Surrogate modeling of a permanent magnet synchronous machine finite element models based on artificial neural networks

AI Day 2020, Finland, 26/11/20
2020-11-26 | Conference poster | Author
SOURCE-WORK-ID:

11171355-b8e5-4a84-aa14-41ddb745c864
Contributors: Mikko Tahkola; Janne Keränen; Denis Sedov; Mehrnaz Farzam Far; Juha Kortelainen
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VTT Technical Research Centre of Finland - PURE

Enhancing Technical Simulations with Machine Learning

ERCIM News
2020-07 | Journal article | Author
SOURCE-WORK-ID:

e6876d3e-4ae5-4462-b887-dbd83f2df60b
Contributors: Hamid Asgari; Juha Kortelainen; Mikko Tahkola
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VTT Technical Research Centre of Finland - PURE

AI Operator – A virtual guy for running an industrial process

AI Day 2019, Espoo, Finland, 26/11/19
2019-11-26 | Conference poster | Author
SOURCE-WORK-ID:

f4e9c761-2650-4ee3-9229-afc03bccd066
Contributors: Jari Lappalainen; Joonas Linnosmaa; Kari Rainio; Nikolaos Papakonstantinou; Mikko Tahkola
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VTT Technical Research Centre of Finland - PURE

AI-SURSPEED - AI for faster process simulation

AI Day 2019, Espoo, Finland, 26/11/19
2019-11-26 | Conference poster | Author
SOURCE-WORK-ID:

f1f6cf3a-bea0-4e2d-bd6c-0568441e4504
Contributors: Mikko Tahkola; Jouni Savolainen; Juha Kortelainen
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VTT Technical Research Centre of Finland - PURE

Koneoppimisella monikäyttöisempiä simulaatiomalleja

Automaatioväylä
2019-10 | Journal article | Author
SOURCE-WORK-ID:

cb720200-62f9-4f04-b529-70b86d9d52ab
Contributors: Mikko Tahkola
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VTT Technical Research Centre of Finland - PURE

Developing dynamic machine learning surrogate models of physics-based industrial process simulation models

2019-06-06 | Dissertation or Thesis | Author
SOURCE-WORK-ID:

69de46e0-8a39-4071-97ca-8c14c392854c
Contributors: Mikko Tahkola
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VTT Technical Research Centre of Finland - PURE

Kiinteää biopolttoainetta käyttävä mikro-CHP-laitos pientalon energiantuotannossa

2017 | Dissertation or Thesis | Author
SOURCE-WORK-ID:

ce890085-ed4a-4a39-a50d-71cb4a659f3a
Contributors: Mikko Tahkola
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VTT Technical Research Centre of Finland - PURE
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