Data-driven Pump Performance Analysis Using Online Monitoring Data Accumulated with Supervisory Control and Data Acquisition System



Published Sep 4, 2023
Ryo Namba Hiroyuki Hokari Hideaki Komine


Pump degradation has significant impacts on the operation of water treatment plants since pumps are widely used as basic facilities to supply and distribute water. The authors develop a method for quantifying pump performance to monitor pump degradation by using online monitoring data accumulated with a supervisory control and data acquisition (SCADA) system. The developed method estimates the performance of each pump from the measured values at the confluence of pipes with the least-squares method and respective on-off signals. From the viewpoint of practicality, the usefulness of the developed method was evaluated.

Abstract 99 | PDF Downloads 115



Pump, Maintenance and management, Diagnosis, Performance monitoring, Least-squares method

AlShorman, O., Alkahatni, F., Masadeh, M., Irfan, M., Glowacz, A., Althobiani, F., . . . Glowacz, W. (2021). Sounds and acoustic emission-based early fault diagnosis of induction motor: A review study. Advances in Mechanical Engineering, 13(2), 1-19. doi: 10.1177/1687814021996915

Fausing Olesen, J., & Shaker, H. R. (2020). Predictive maintenance for pump systems and thermal power plants: State-of-the-art review, trends and challenges. Sensors, 20(8). doi: 10.3390/s20082425

Foord, T. R. (1964). Thermometric method of measuring hydraulic efficiency. Water Power, 10, 432.

Haddad, A. M. (2020). Centrifugal pump operation and maintenance.

ISO. (2009). Mechanical vibration–evaluation of machine vibration by measurements on non-rotating parts (Vol. ISO/IEC Directives Part 3; Tech. Rep. No. ISO-10816). International Organization for Standardization.

Kallesøe, C. (2005). Fault detection and isolation in centrifugal pumps (Ph.D. thesis). Aalborg University.

Namba, R., Hokari, H., & Komine, H. (2022). Pump performance monitoring technology using online monitoring data accumulated with supervisory control and data acquisition system. IEEJ Transactions on Industry Applications, 142(5), 270-279. (in Japanese) doi: 10.1541/ieejias.142.270

Raymond, S. B. (2004). Predictive maintenance of pumps using condition monitoring. Elsevier Science.

Water supply facility design guideline. (2012). Japan Water Works Association. (in Japanese)

Xue, H., Li, Z., Wang, H., & Chen, P. (2014). Intelligent diagnosis method for centrifugal pump system using vibration signal and support vector machine. Shock and Vibration, 2014. doi: 10.1155/2014/407570

Yamaura, T., Watanabe, K., Nakajima, S., & Sakamoto, Y. (2014). The propose of the maintenance that added the rests driving time of the pump in the sewage disposal plant. Journal of EICA, 18(4), 60-68. (in Japanese)
Special Session Papers