A Health Aware Control Design for Extending the Remaining Useful Life of an Electro-Hydrostatic Actuator

Authors

  • Simo Käki Innovative Hydraulics and Automation, Tampere University, Tampere, Finland https://orcid.org/0009-0006-2455-4915
  • Vinay Partap Singh Innovative Hydraulics and Automation, Tampere University, Tampere, Finland https://orcid.org/0000-0002-0699-2712
  • Mikko Huova Innovative Hydraulics and Automation, Tampere University, Tampere, Finland https://orcid.org/0000-0001-6384-7688
  • Tatiana Minav Innovative Hydraulics and Automation, Tampere University, Tampere, Finland

DOI:

https://doi.org/10.13052/ijfp1439-9776.2713

Keywords:

Electro-hydrostatic actuator, health aware control, hydraulic pump, model predictive control, remaining useful life

Abstract

Electro-hydrostatic actuators are widely used in aerospace, industrial, and off-road machinery due to their efficiency and self-contained design. However, gear-pump degradation increases internal leakage, reducing performance and elevating failure risk.

This paper proposes a health-aware control framework that accounts for pump degradation in closed-loop control. Internal leakage progression is modeled with a nonlinear Wiener process and the degradation state is estimated online with an extended Kalman filter. The degradation state is used within a nonlinear model predictive controller to adjust control actions using predicted remaining useful life.

The approach is evaluated in nonlinear simulations and compared with a proportional–integral–derivative controller. Results indicate that the proposed controller mitigates leakage-induced performance loss and increases predicted pump remaining useful life by 2.75% while maintaining acceptable position tracking accuracy. Although the improvement is modest under accelerated degradation, the framework is suited to slowly evolving degradation and supports predictive maintenance of safety-critical actuation systems.

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Author Biographies

Simo Käki, Innovative Hydraulics and Automation, Tampere University, Tampere, Finland

Simo Käki graduated with the M.Sc. (Tech.) degree from Tampere University, Finland, in 2024. Currently he is a Doctoral Researcher at Innovative Hydraulics and Automation – IHA, Tampere University, Finland. His research focuses on advanced control of electro-hydraulic systems and extension of remaining useful life of components with intelligent control.

Vinay Partap Singh, Innovative Hydraulics and Automation, Tampere University, Tampere, Finland

Vinay Partap Singh received the doctoral degree at Innovative Hydraulics and Automation – IHA, Tampere University, Finland. His research explores the intersection of electrification and functional safety in off-road mobile machinery, with elements of AI for steering applications. He now works as a Design Engineer at Danfoss Power Solutions. His research interests include fluid power systems, electro-hydraulic actuators, heavy-duty off-road mobile machines, and safety of novel systems in mobile machinery.

Mikko Huova, Innovative Hydraulics and Automation, Tampere University, Tampere, Finland

Mikko Huova received the doctoral degree at Tampere University of Technology, Finland, in 2015. Currently he is a Senior Research Fellow at IHA lab of Tampere University, Finland. His research focuses on advanced control, multi-pressure systems, and energy efficient digital hydraulic systems of heavy-duty mobile machines.

Tatiana Minav, Innovative Hydraulics and Automation, Tampere University, Tampere, Finland

Tatiana Minav (ASME and IEEE member) has over 18 years of experience improving the efficiency and sustainability of off-road mobile working machines and innovatively combining signal processing, electrical and mechanical engineering. Since 2019 she has been an associate professor (tenured) in the largest Finnish fluid power laboratory at Tampere University, which specializes in off-road machinery, efficiency, powertrain, fluid power and automation-related topics. Professor Minav has authored ca 180 international scientific publications.

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Published

2026-03-16

How to Cite

Käki, S. ., Singh, V. P. ., Huova, M. ., & Minav, T. . (2026). A Health Aware Control Design for Extending the Remaining Useful Life of an Electro-Hydrostatic Actuator. International Journal of Fluid Power, 27(01), 53–84. https://doi.org/10.13052/ijfp1439-9776.2713

Issue

Section

SICFP2025

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