Research output per year
Research output per year
Personal profile
Associate professor
Hydrauliikka ja automatiikka. Hydrauliikan ja automatiikan laitos. 2015 - 2019.
Hydrauliikka ja automatiikka. Hydrauliikan ja automatiikan laitos. 2009 - 2014.
Hydrauliikka ja automatiikka. Hydrauliikan ja automatiikan laitos. 2009 - 2014.
Education/Academic qualification
Doctor of Science (Technology), Automation Engineering
Award Date: 28 Aug 1998
Licentiate of Science (Technology), Automation Engineering
Award Date: 27 Sept 1996
Keywords
- TJ Mechanical engineering and machinery
- Digital Hydraulics
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):
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SDG 7 Affordable and Clean Energy
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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Active real-time learning on a test rig for pressure-spike mitigation in digital hydraulic systems
Elsaed, E. & Linjama, M., 2026, In: Expert Systems with Applications. 315, 131774.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile3 Downloads (Pure) -
Applying deep reinforcement learning to minimize flow fluctuations in digital flow control
Elsaed, E. & Linjama, M., Sept 2025, In: Machine Learning with Applications. 21, 100685.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile3 Citations (Scopus)127 Downloads (Pure) -
Fault identification and localization for the fast switching valve in the equal-coded digital hydraulic system based on hybrid CNN-LSTM model
Wang, P., Zhang, Y., Linjama, M., Zhao, L. & Yao, J., 1 Feb 2025, In: Mechanical Systems and Signal Processing. 224, 112201.Research output: Contribution to journal › Article › Scientific › peer-review
32 Citations (Scopus) -
Optimisation of series electric hybrid wheel loader energy management strategies using dynamic programming
Allam, M. & Linjama, M., 2025, In: International Journal of Heavy Vehicle Systems. 32, 7, p. 1-29 29 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile7 Citations (Scopus)5 Downloads (Pure) -
Analyzing the design and performance of a high flow rate digital flow control unit: Structural insights and simulation findings
Elsaed, E. & Linjama, M., Sept 2024, In: Advances in Mechanical Engineering. 16, 9, 16 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile3 Citations (Scopus)15 Downloads (Pure)
Datasets
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6-ton wheel loader short Y-cycle data for 440 seconds loading of gravel
Linjama, M. (Creator), Huova, M. (Creator), Tammisto, J. (Creator), Tervonen, J. E. (Creator) & Ahola, V. (Creator), Tampere University, 9 Feb 2024
Dataset
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Digital hydraulic boom with valve faults
Linjama, M. (Creator), Ahopelto, M. (Creator) & Ersfolk, J. (Creator), Tampere University of Technology, 8 May 2017
http://urn.fi/urn:nbn:fi:csc-kata20170508154319793705
Dataset
Activities
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Fault Detection in a Wind Turbine Hydraulic Pitch System Using Deep Autoencoder Extracted Features
Korkos, P. (Speaker), Kleemola, J. (Contributor), Linjama, M. (Contributor) & Lehtovaara, A. (Contributor)
6 Jul 2022 → 8 Jul 2022Activity: Talk or presentation › Conference presentation
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Feature extraction investigation and fault detection in a wind turbine hydraulic pitch system
Korkos, P. (Speaker), Linjama, M. (Contributor), Kleemola, J. (Contributor) & Lehtovaara, A. (Contributor)
3 Nov 2021 → 5 Nov 2021Activity: Talk or presentation › Conference presentation
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International Journal of Advanced Manufacturing Technology (Journal)
Linjama, M. (Reviewer)
5 Oct 2017Activity: Publication peer-review and editorial work › Reviewer of Scientific Journal
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From idea to product - Evolution of the digital hydraulic microvalve
Linjama, M. (Speaker)
8 Sept 2017Activity: Talk or presentation › Invited lecture
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IEEE/ASME Transactions on Mechatronics (Journal)
Linjama, M. (Reviewer)
8 Aug 2017Activity: Publication peer-review and editorial work › Reviewer of Scientific Journal