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Fuzzy Modeling of Optimal Initial Drug Prescription Read chapter Read first chapter

2014 | OriginalPaper | Chapter

Decision Parameter Optimization of Beam Pumping Unit Based on BP Networks Model

Authors : Xiao-hua Gu, Zhi-qiang Liao, Sheng Hu, Jun Yi, Tai-fu Li

Published in: Fuzzy Information & Engineering and Operations Research & Management

Publisher: Springer Berlin Heidelberg

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Abstract

Beam pumping unit is the most popular oil recovery equipment. One of the most common problems of beam pumping unit is its high energy consumption due to its low system efficiency. The main objective of this study is modeling and optimization a beam pumping unit using Artificial Neural Network (ANN). Among the various networks and architectures, multilayer feed-forward neural network with Back Propagation (BP) training algorithm was found as the best model for the plant. In the next step of study, optimization is performed to identify the sets of optimum operating parameters by Strength Pareto Evolutionary Algorithm-2 (SPEA2) strategy to maximize the oil yield as well as minimize the electric power consumption. Forty-nine sets of optimum conditions are found in our experiments.

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Literature
1.
Bai, L.P., Ma, W.Z., Yang, Y.: The Discussing of Energy-saving of Motor for Beam balanced Pump. Oil Machinery 27(3), 41–44 (1999)
2.
Su, D.S., Liu, X.G., Lu, W.X.: Overview of Energy-saving Mechanism of Beam-balanced Pump. Oil Machinery 19(5), 49–63 (2001)
3.
Xu, J., Li, J., Chen, J., Han, M., Han, X.: Research on Power Saving Positive Torque and Constant Power Pumping Unit and Tracking Technique System. Procedia Engineering 29, 1034–1041 (2012)CrossRef
4.
Zhu, J., Ruan, J.Q., Sun, H.F.: Comparative Test Study of Energy-saving Pumping and Their Effect. Oil Field Equipment 35(3), 60–62 (2006)
5.
Gu, Y.H., Xiao, W.S., Zhou, X.X., Zhang, S.C., Jin, Y.H.: Full Scale Test of ZXCY-Series Linear Motor Pumping Units. Petroleum Exploration and Development 35(3), 366–372 (2008)CrossRef
6.
Li W., Yin Q., Cao J., Li L.: The Optimization Calculation and Analysis of Energy-saving Motor used in Beam Pumping Unit based on Continuous Quantum Particle Swarm Optimization. Bio-Inspired Computing: Theories an Applications: 1–8 (2010)
7.
Qi W., Zhu X., Zhang Y.: Study of Fuzzy Neural Network Control of Energy-saving of Oil Pump. Proceedings of the CSEE: 137–140 (2004)
8.
Zahedi, G., Parvizian, F., Rahimi, M.R.: An Expert Model for Estimation of Distillation Sieve Tray Efficiency based on Artificial Neural Network Approach. Journal of Applied Science 10(12), 1076–1082 (2010)CrossRef
9.
Zitzler E., Laumanns M., Thiele L.: SPEA2: Improving the strength Pareto evolutionary algorithm. (2001)
10.
Rumelhart D. E., McClelland J. L.: Parallel Distributed Processing: Psychological and Biological Models vol. 2: The MIT Press (1986)
Metadata
Title
Decision Parameter Optimization of Beam Pumping Unit Based on BP Networks Model
Authors
Xiao-hua Gu
Zhi-qiang Liao
Sheng Hu
Jun Yi
Tai-fu Li
Copyright Year
2014
Publisher
Springer Berlin Heidelberg
Book
Fuzzy Information & Engineering and Operations Research & Management

Print ISBN: 978-3-642-38666-4

Electronic ISBN: 978-3-642-38667-1

Copyright Year: 2014

DOI
https://doi.org/10.1007/978-3-642-38667-1_2

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