A Health Aware Control Design for Extending the Remaining Useful Life of an Electro-Hydrostatic Actuator
DOI:
https://doi.org/10.13052/ijfp1439-9776.2713Keywords:
Electro-hydrostatic actuator, health aware control, hydraulic pump, model predictive control, remaining useful lifeAbstract
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.
Downloads
References
T. Escobet, V. Puig, and F. Nejjari. Health Aware Control and model-based Prognosis. In 2012 20th Mediterranean Conference on Control & Automation (MED), pages 691–696, 2012.
T. Escobet, J. Quevedo, V. Puig, and F. Nejjari. Combining health monitoring and control. In Diagnostics and Prognostics of Engineering Systems: Methods and Techniques, pages 230–255. IGI Global Scientific Publishing, 2013.
Thomas Sendelbach and Tobias Leutbecher. Model Predictive Control of Electro-Hydraulic Systems with Multiple Degrees of Freedom. In 14th International Fluid Power Conference, Dresden, Germany, 2024. River Publishers.
Eduardo Bento Pereira, Roberto Kawakami Harrop Galvão, and Takashi Yoneyama. Model Predictive Control using Prognosis and Health Monitoring of actuators. In 2010 IEEE International Symposium on Industrial Electronics, pages 237–243, July 2010. ISSN: 2163-5145.
Amirhossein Hosseinzadeh Dadash and Niclas Björsell. A framework for designing a degradation-aware controller based on empirical estimation of the state–action cost and model predictive control. Journal of Manufacturing Systems, 76:599–613, October 2024.
Jianchun Zhang, Tianyu Liu, and Jianzhong Qiao. Solving a reliability-performance balancing problem for control systems with degrading actuators under model predictive control framework. Journal of the Franklin Institute, 359(9):4260–4287, June 2022.
Christophe Letot and Pierre Dehombreux. Degradation models for reliability estimation and mean residual lifetime. VUB, Brussels, Belgium, May 2009.
Zhonghai Ma, Haitao Liao, Jianhang Gao, Songlin Nie, and Yugang Geng. Physics-Informed Machine Learning for Degradation Modeling of an Electro-Hydrostatic Actuator System. Reliability Engineering & System Safety, 229:108898, January 2023.
Marta Zagorowska, Ouyang Wu, James R. Ottewill, Marcus Reble, and Nina F. Thornhill. A survey of models of degradation for control applications. Annual Reviews in Control, 50:150–173, January 2020.
Navatha Alle, Somashekhar S. Hiremath, Singaperumal Makaram, Karunanidhi Subramaniam, and Apratim Talukdar. Review on electro hydrostatic actuator for flight control. International Journal of Fluid Power, 17(2):125–145, May 2016.
Min Gu, Shuai Wu, Chunfang Li, Zongxia Jiao, and Tao Yang. Multi-discipline simulation of electro-hydrostatic actuator with Modelica. In CSAA/IET International Conference on Aircraft Utility Systems (AUS 2018), pages 1499–1504, June 2018.
Yannick Duensing, Amos Merkel, and Katharina Schmitz. Degradation Identification of an EHA Piston Pump by Analysis of Load-Holding States. International Journal of Fluid Power, pages 273–290, July 2024.
Anik Kumar Samanta, Shrinivas Kulkarni, and Nitin Hande. Predictive Maintenance for Axial Piston Pumps: A Novel Method for Real-Time Health Monitoring and Remaining Useful Life Estimation. In 14th International Fluid Power Conference, Dresden, Germany, 2024. River Publishers.
Ajinkya Pawar, Andrea Vacca, and Manuel Rigosi. Prediction of Housing Wear-in in External Gear Machines Considering Deformation Effects. In ASME/BATH 2023 Symposium on Fluid Power and Motion Control, page V001T01A034, Sarasota, Florida, USA, oct 2023. American Society of Mechanical Engineers.
Syed Abu Nahian, Dinh Quang Truong, Puja Chowdhury, Debdatta Das, and Kyoung Kwan Ahn. Modeling and fault tolerant control of an electro-hydraulic actuator. International Journal of Precision Engineering and Manufacturing, 17(10):1285–1297, October 2016.
Vinay Partap Singh, Mikko Huova, and Tatiana Minav. Energy Efficient and Redundant Steer-by-Wire for Articulated Non-road Mobile Machines. International Journal of Fluid Power, pages 291–324, October 2024.
Simo Käki, Vinay Partap Singh, Mikko Huova, and Tatiana Minav. Health Aware Control Design for Extending Remaining Useful Life ofElectro-Hydrostatic Actuator Based Steering. In The 19th Scandinavian International Conference on Fluid Power, SICFP’25, pages 176–186, Linköping University, Sweden, 2025. River Publishers.
Saeid R. Habibi and Gurwinder Singh. Derivation of Design Requirements for Optimization of a High Performance Hydrostatic Actuation System. International Journal of Fluid Power, January 2000. Publisher: Taylor & Francis.
Asko Ellman and Robert Piché. A Modified Orifice Flow Formula for Numerical Simulation of Fluid Power Systems. In Fluid Power Systems and Technology, pages 59–63, Atlanta, Georgia, USA, November 1996. American Society of Mechanical Engineers.
Y. Chinniah, R. Burton, and S. Habibi. Failure monitoring in a high performance hydrostatic actuation system using the extended Kalman filter. Mechatronics, 16(10):643–653, December 2006.
Ahmed Khelassi, Didier Theilliol, Philippe Weber, and Dominique Sauter. A novel active fault tolerant control design with respect to actuators reliability. In 2011 50th IEEE Conference on Decision and Control and European Control Conference, pages 2269–2274, December 2011. ISSN: 0743-1546.
J.M. Grosso, C. Ocampo-Martinez, and V. Puig. A service reliability model predictive control with dynamic safety stocks and actuators health monitoring for drinking water networks. In 2012 IEEE 51st IEEE Conference on Decision and Control (CDC), pages 4568–4573, December 2012. ISSN: 0743-1546.
Juan M. Grosso, Carlos Ocampo-Martinez, and Vicenç Puig. Reliability–based economic model predictive control for generalised flow–based networks including actuators’ health–aware capabilities. International Journal of Applied Mathematics and Computer Science, 26(3):641–654, September 2016.
P. Zhang, W. Jiang, X. Shi, and S. Zhang. Remaining Useful Life Prediction of Gear Pump Based on Deep Sparse Autoencoders and Multilayer Bidirectional Long–Short–Term Memory Network. Processes, 10(12), 2022.
Han Wang, Xiaobing Ma, and Yu Zhao. An improved Wiener process model with adaptive drift and diffusion for online remaining useful life prediction. Mechanical Systems and Signal Processing, 127:370–387, July 2019.
Simo Käki, Vihtori Sova, Luca Romagnuolo, Abid Abdul Azeez, Tatiana Minav, and Simone Bulleri. Experimental Method to Estimate Remaining Useful Life of Gear Pumps. In The 11th International Conference on Fluid Power Transmission and Control (ICFP 2025) Conference Proceedings, pages 160–166, Hangzhou, China, April 2025.
ISO Central Secretary. Hydraulic fluid power — Fluids — Method for coding the level of contamination by solid particles. Standard ISO 4406:2021, International Organization for Standardization, January 2021.
Simo Särkkä. Bayesian filtering and smoothing. Number 3 in Institute of Mathematical Statistics textbooks. Cambridge University Press, Cambridge, U.K. ; New York, 2013.
Karl J. Åström and Tore Hägglund. Advanced PID control. ISA - The Instrumentation, Systems, and Automation Soc, Research Triangle Park, NC, 2006.
Dale E. Seborg, Thomas F. Edgar, Duncan A. Mellichamp, and Francis J. Doyle. Process Dynamics and Control, 4th Edition. Wiley, Hoboken, N.J, fourth edition edition, 2017.

