Data-driven minimization of pump operating and maintenance cost

Zijun Zhang; Xiaofei He; Andrew Kusiak

doi:10.1016/j.engappai.2015.01.003

Author(s)

Zijun Zhang
Xiaofei He
Andrew Kusiak

Detail(s)

Original language	English
Pages (from-to)	37-46
Journal / Publication	Engineering Applications of Artificial Intelligence
Volume	40
Online published	4 Feb 2015
Publication status	Published - Apr 2015

Link(s)

DOI	DOI https://doi.org/10.1016/j.engappai.2015.01.003 Final Published version
	Check@CityULib
Link to Scopus	https://www.scopus.com/record/display.uri?eid=2-s2.0-84923373021&origin=recordpage
Permanent Link	https://scholars.cityu.edu.hk/en/publications/publication(dabe6480-1815-4f15-87db-fb741608423c).html

Abstract

A data-driven model for scheduling pumps in a wastewater treatment process is proposed. The objective is to minimize the cost of pump operations and maintenance. A neural network algorithm is applied to model performance of the pumps using the data collected at a municipal wastewater treatment plant. The discrete-state Markov process is utilized to develop a model of maintenance decisions. The developed pump performance and maintenance models are integrated into a scheduling model. A hierarchical particle swarm optimization algorithm is designed to solve the proposed scheduling model. The concepts developed in this paper are illustrated with two case studies.

Research Area(s)

Cost optimization, Data mining, Energy savings, Particle swarm optimization, Pump system, Scheduling

Citation Format(s)

[ RIS ] [ BibTeX ]

Data-driven minimization of pump operating and maintenance cost. / Zhang, Zijun; He, Xiaofei; Kusiak, Andrew.
In: Engineering Applications of Artificial Intelligence, Vol. 40, 04.2015, p. 37-46.

Research output: Journal Publications and Reviews (RGC: 21, 22, 62) › 21_Publication in refereed journal › peer-review

Zhang, Z, He, X & Kusiak, A 2015, 'Data-driven minimization of pump operating and maintenance cost', Engineering Applications of Artificial Intelligence, vol. 40, pp. 37-46. https://doi.org/10.1016/j.engappai.2015.01.003

Zhang, Z., He, X., & Kusiak, A. (2015). Data-driven minimization of pump operating and maintenance cost. Engineering Applications of Artificial Intelligence, 40, 37-46. https://doi.org/10.1016/j.engappai.2015.01.003

Zhang Z, He X, Kusiak A. Data-driven minimization of pump operating and maintenance cost. Engineering Applications of Artificial Intelligence. 2015 Apr;40:37-46. Epub 2015 Feb 4. doi: 10.1016/j.engappai.2015.01.003

Zhang, Zijun ; He, Xiaofei ; Kusiak, Andrew. / Data-driven minimization of pump operating and maintenance cost. In: Engineering Applications of Artificial Intelligence. 2015 ; Vol. 40. pp. 37-46.