People
Professors

Tatiana Minav
- Associate Professor
- Hybrid Drives
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358505940496
- tatiana.minav@tuni.fi
-
Can be agreed via email
- https://orcid.org/0000-0001-6370-3473
About me
Prof. T. Minav, (PI, D.Sc. (Tech.)) is part of the IHA-Innovative hydraulics and Automation unit at Tampere University/Finland. She has received a Doctor of Science degree (D.Sc.) from Lappeenranta University of Technology (LUT) in 2011. She is an expert in electro-hydrostatic systems and actuators, cylinder’s sensorless position motion control, simulation, energy balance, and energy recovery systems in non-road mobile machinery. During her academic career, she worked and lead industrial projects funded by Business Finland (former Tekes) and by the Academy of Finland) related to the electrification of off-road machinery and its implements.
Field of expertise
Expertise description
- Design of novel electric and hybrid powertrains for off-road machinery
- Electrification of implements/working hydraulics and actuators e.g Zonal hydraulics
- Energy balance and energy recovery systems in non-road mobile working machines.
- Component selection and dimensioning
- Failure and condition monitoring, predictive maintenance systems
- Thermal hydraulics simulation
Research topics
Zonal hydraulics, Direct driven hydraulic drives, electrci and hybrid powertrains for off-road machinery and stationary applications
Research unit
IHA - Innovative Hydraulics and Automation
Research fields
Electrical and Mechanical engineering
So far, I have authored in a total of 110 scientific publications. I am the first author of 39 of these publications comprising 15 peer-reviewed journal articles, 2 book chapters, and 22 conference proceedings ( number of open access publications 8). My H-index is 16 (according to Google scholar) and 10 (according to Scopus). In 2013, I changed the research environment and field from electric engineering to mechanical engineering (fluid power). In 2015, I added a parallel research topic with a focus on thermal study for arctic conditions.
Jouni Mattila
- Professor
- Machine Automation
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358408490244
- jouni.mattila@tuni.fi
-
Contact me by email.
- https://orcid.org/0000-0003-1799-4323
About me
I am Professor of Machine Automation in of IHA-Innovative Hydraulics and Automation research group. My R&D interests include:
- Real-world autonomous mobile working machines (mobile manipulators)
- Whole body motion estimation and control of rough terrain mobile manipulators
- Heavy-duty robotics motion and contact force controls
- Advanced high performance and energy-efficient actuators, and their non-linear controls
- Remote Handling/teleoperated safety-critical systems (e.g. in ITER-project)
Field of expertise
I have proven project-based track-record on multidisciplinary R&D topics dealing with full scale heavy-duty mobile working machines relevant to Finland-based companies and in big science projects: heavy-duty robotics motion/force controls, autonomous mobile working machines, nonlinear control engineering, and systems engineering in safety critical applications (e.g. in ITER-project). I published broadly in those fields during the past years.
Research unit
Intelligent Hydraulics and Automation (IHA)
I am committed into high impact academic research that targets into technology transfer projects with Finland-based industry and into creating high-tech products and jobs in industry for our students and my research group (MSc and Dr (Tech)) members graduating
Technical Editor in ASME/IEEE Transaction on Mechatronics 2015-2020.
https://www.researchgate.net/profile/Jouni_Mattila
https://tutcris.tut.fi/portal/fi/persons/jouni-mattila(452a6aaa-135b-4ce5-8dab-c91763014d21).html

Reza Ghabcheloo
- Professor
- Autonomous Mobile Machines
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358408490346
- reza.ghabcheloo@tuni.fi
About me
I am determined to solve challenging robotics problems, build autonomous robots to work for human and with human, and train future robotics engineers to be able to do so.
Responsibilities
Responsible for Robotics major, and international program on Automation Engineering https://www.tuni.fi/en/study-with-us/automation-engineering
Member of automation program development group.
Field of expertise
Control of mobile working machines, sensor fusion, contruction robotics, forest machine automation.
My research group is Autonomous Mobile Machine. About my team and projects see Autonomous Mobile Machines Group | Tampere universities
I am also affiliated with Robotics and Intelligent Machines Lab (https://research.tuni.fi/robotics/) and Innovative Hydraulics and Automation Lab (https://research.tuni.fi/iha/).
Research topics
Autonomous machines, robotics, motion control, optimal trajectory planning, perception based control, safe control, optimal control, imitation learning, reinforcement learning, model predictive control, Radar perception, construction robotics.
Please see the up to date list in google scholar.
End-Effector Cartesian Velocity Control for Redundant Loader Cranes Using Reinforcement Learning
Taheri, A., Rankka, A., Gustafsson, P., Pajarinen, J. & Ghabcheloo, R., 2025, julkaisussa: IEEE Transactions on Robotics. 41, s. 484-496 13 SivumääräTutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu
A comprehensive approach to safety for highly automated off-road machinery under Regulation 2023/1230
Koning, M. D., Machado, T., Ahonen, A., Strokina, N., Dianatfar, M., Rosa, F. D., Minav, T. & Ghabcheloo, R., heinäk. 2024, julkaisussa: Safety Science. 175, 106517.Tutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu
Automatic Loading of Unknown Material with a Wheel Loader Using Reinforcement Learning
Eriksson, D., Ghabcheloo, R. & Geimer, M., 2024, 2024 IEEE International Conference on Robotics and Automation (ICRA). IEEE, s. 3646-3652 7 Sivumäärä (IEEE international conference on robotics and automation).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Impact of Data Quantity and Composition on Bucket Filling Performance for Wheel Loaders
Eriksson, D., Ghabcheloo, R. & Geimer, M., 2024, 2024 European Control Conference, ECC 2024. IEEE, s. 141-147 7 Sivumäärä (2024 European Control Conference, ECC 2024).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Model Predictive Control Barrier Functions: Guaranteed Safety with Reduced Conservatism and Shortened Horizon
Abdi, H., Zhao, P., Hovakimyan, N. & Ghabcheloo, R., 2024, 2024 American Control Conference, ACC 2024. IEEE, s. 1652-1657 6 Sivumäärä (Proceedings of the American Control Conference).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Optimal sway motion reduction in forestry cranes
Kowsari, E. & Ghabcheloo, R., 2024, julkaisussa: Frontiers in Robotics and AI. 11, 1417741.Tutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu
Optimal sway motion reduction in forestry cranes (Corrigendum)
Kowsari, E. & Ghabcheloo, R., 2024, julkaisussa: Frontiers in Robotics and AI. 11, 2 Sivumäärä, 1491980.Tutkimustuotos: Keskustelupuheenvuoro › Tieteellinen › vertaisarvioitu
Optimizing bucket-filling strategies for wheel loaders inside a dream environment
Eriksson, D., Ghabcheloo, R. & Geimer, M., 1 jouluk. 2024, julkaisussa: Automation in Construction. 168, Part A, 105804.Tutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu
Towards Safer Supervisor-Machine Shared Decision-Making for Runtime Hazard Mitigation in Highly Automated Off-road Machinery
de Koning, M., Minav, T., Brown, W. L. & Ghabcheloo, R., 12 kesäk. 2024, Safety of Industrial Automated Systems – SIAS 2024, June 12-13, 2024, Tampere, Finland . Malm, T. (toim.). Suomen Automaatioseura, 6 SivumääräTutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
4DEgo: ego-velocity estimation from high-resolution radar data
Rai, P., Strokina, N. & Ghabcheloo, R., 27 kesäk. 2023, julkaisussa: Frontiers in Signal Processing. 3, frsip-03-1198205.Tutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu

Matti Linjama
- Senior Research Fellow
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358408490525
- matti.linjama@tuni.fi
About me
I am Adjunct Professor in fluid power and developer of digital hydraulics. The application areas of my research are working machines and demanding hydraulic servo systems. I have also studied innovative combinations of electric and hydraulic drives in recent years. I do extensive co-operation with companies in order to apply research results in practice.
Responsibilities
My main responsibility is to do basic and applied research in co-operation with domestic and international research units and companies. I also teach digital hydraulics and control of hydraulic actuators.
Field of expertise
My special area of expertise is digital hydraulics and its model-based control. I am leading researcher in this area internationally. I have also extensive experience about modelling, analysis and model-based control of various hydraulic systems.
Research topics
The main research topics are various working machines, such as excavators and forest machinery. We apply our expertise also to other applications.
Research career
I got my MSc degree in 1995 and PhD degree in 1998 from Tampere University of Technology. After that I have been working as postdoctoral researcher and academy research fellow by Academy of Finland, and senior researcher and researgh group leader in Tampere University of Technology. I have been Adjunct Professor in fluid power since 2009.
My research group has generated numerous innovations, which have resulted six patents. The most important applications of the research have been paper machines, trains, forest machines, excavators, mining equipment and remote maintenance system of the ITER fusion reactor. We have achived 25-98 % reduction in energy with significant improvement of performance in these applications. My research group has published about 150 research articles and my h-index is 13.
The research goal is to combine high performance and excellent energy efficiency in applications, which require big force or power from actuators. The goal is to create new or combine existing actuation methods in innovative way. The goal is also to bring research results to practice together with companies.
Most of my publications can be found or requested from ResearchGate.

Kalevi Huhtala
- Emeritus Professor of Fluid Power
- Automation Technology and Mechanical Engineering
- Tampere University
- +358 408 490 512
- kalevi.huhtala@tuni.fi
Postdoctoral Researchers
Petteri Multanen
- University Lecturer
- Innovatiivinen hydrauliikka ja automatiikka
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358505994329
- petteri.multanen@tuni.fi
Mikko Huova
- Senior Research Fellow
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358400697563
- mikko.huova@tuni.fi
Researchers and Academic Instructors

Janne Uusi-Heikkilä
- University Instructor
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358408490515
- janne.uusi-heikkila@tuni.fi
Research unit
IHA - Intelligent Hydraulics and Automation
Proceedings of the Twelfth Workshop on Digital Fluid Power
Linjama, M. (Toimittaja) & Uusi-Heikkilä, J. (Toimittaja), 2024, Tampere University. 186 SivumääräTutkimustuotos: Kokoomateos › Tieteellinen
The Eighteenth Scandinavian International Conference on Fluid Power, SICFP'23: Proceedings
Minav, T. (Toimittaja) & Uusi-Heikkilä, J. (Toimittaja), 2023, Tampere University. 599 SivumääräTutkimustuotos: Kokoomateos › Tieteellinen › vertaisarvioitu
Proceedings : The Sixteenth Scandinavian International Conference on Fluid Power, SICFP19: May 22 - 24, 2019 Tampere, Finland
Huhtala, K. (Toimittaja), Tikkanen, S. (Toimittaja) & Uusi-Heikkilä, J. (Toimittaja), 2019, Tampere University. 556 SivumääräTutkimustuotos: Kokoomateos › Tieteellinen › vertaisarvioitu
Energy saving in working hydraulics of long booms in heavy working vehicles
Immonen, P., Ponomarev, P., Åman, R., Ahola, V., Uusi-Heikkilä, J., Laurila, L., Handroos, H., Niemelä, M., Pyrhönen, J. & Huhtala, K., 1 toukok. 2016, julkaisussa: Automation in Construction. 65, s. 125-132 8 SivumääräTutkimustuotos: Artikkeli › Tieteellinen › vertaisarvioitu
Proceedings of the Eighth Workshop on Digital Fluid Power (DFP16): May 24-25 2016, Tampere, Finland
Uusi-Heikkilä, J. (Toimittaja) & Linjama, M. (Toimittaja), 28 marrask. 2016, Tampere University of Technology. Department of Intellidgent Hydraulics and Automation. 275 SivumääräTutkimustuotos: Kokoomateos › Ammatillinen
Energy Saving with Pump Control in Working Hydraulics
Julkaisun otsikon käännös: Energy Saving with Pump Control in Working HydraulicsTikkanen, R., Ahola, V. & Uusi-Heikkilä, J., 2012, GIM - Generic Intelligent Machines, Proceedings of the 6th GIM Scientific Workshop, November 7-8, 2012, Tampere, Finland. Huhtala, K. & Uusi-Heikkilä, J. (toim.). Tampere: Tampere University of Technology. Department of Intelligent Hydraulics and Automation, s. 77-81 (GIM Scientific Workshop).Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
A new kind of piston pump to hydraulic power systems
Julkaisun otsikon käännös: A new kind of piston pump to hydraulic power systemsUusi-Heikkilä, J., 2009, The Second Workshop on Generic Intelligent Machines, May 14-15, 2009, Tampere University of Technology, Tampere, Finland. Huhtala, K. & Uusi-Heikkilä, J. (toim.). s. 12 pTutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
Design and implementation of a water hydraulic 6-DOF motion platform for realtime simulators
Julkaisun otsikon käännös: Design and implementation of a water hydraulic 6-DOF motion platform for realtime simulatorsPalonen, T., Rokala, M., Sairiala, H., Uusi-Heikkilä, J., Hyvönen, M. & Koskinen, K. T., 2006, Power Transmission and Motion Control, PTMC 2006, University of Bath, UK, 13-15 September 2006. Johnston, D. N. & Edge, K. A. (toim.). s. 251-264Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
The characteristics of the one-piston radial pump with flow compensation piston mechanics
Julkaisun otsikon käännös: The characteristics of the one-piston radial pump with flow compensation piston mechanicsUusi-Heikkilä, J. & Koskinen, K. T., 2006, Proceedings of the 4th FPNI - PhD Symposium, Sarasota 2006, June 13-17, 2006, Sarasota, FL, USA. Ivantysynova, M. (toim.). s. 595-608Tutkimustuotos: Konferenssiartikkeli › Tieteellinen › vertaisarvioitu
A radial piston pump with integrated flow compensating piston mechanism
Julkaisun otsikon käännös: A radial piston pump with integrated flow compensating piston mechanismUusi-Heikkilä, J., 2005, Third Arctic-Mediterranean Post Graduate Workshop on Intelligent Machines and Transport Systems, November 13-20, 2005, Seville, Spain. Keskinen, E. & Montonen, J. (toim.). s. 8 pTutkimustuotos: Konferenssiartikkeli › Tieteellinen
Jyrki Tammisto
- Project Researcher
- Faculty of Engineering and Natural Sciences
- Tampere University
- +358505675917
- jyrki.tammisto@tuni.fi