The Open Petroleum Engineering Journal




(Discontinued)

ISSN: 1874-8341 ― Volume 12, 2019

Predicting the Oil Well Production Based on Multi Expression Programming



Xin Ma*, Zhi-bin Liu
School of Science, Southwest Petroleum University, Chengdu 610500, China

Abstract

Predicting the oil well production is very important and also quite a complex mission for the petroleum engineering. Due to its complexity, the previous empirical methods could not perform well for different kind of wells, and intelligent methods are applied to solve this problem. In this paper the multi expression programming (MEP) method has been employed to build the prediction model for oil well production, combined with the phase space reconstruction technique. The MEP has shown a better performance than the back propagation networks, gene expression programming method and the Arps decline model in the experiments, and it has also been shown that the optimal state of the MEP could be easily obtained, which could overcome the over-fitting.

Keywords: ANN, gene expression programming, genetic algorithm, MEP, oil well production.


Article Information


Identifiers and Pagination:

Year: 2016
Volume: 9
First Page: 21
Last Page: 32
Publisher Id: TOPEJ-9-21
DOI: 10.2174/1874834101609010021

Article History:

Received Date: 17/11/2014
Revision Received Date: 03/04/2015
Acceptance Date: 26/08/2015
Electronic publication date: 9/3/2016
Collection year: 2016

© Ma and Liu; Licensee Bentham Open.

open-access license: This is an open access article licensed under the terms of the Creative Commons Attribution-Non-Commercial 4.0 International Public License (CC BY-NC 4.0) (https://creativecommons.org/licenses/by-nc/4.0/legalcode), which permits unrestricted, non-commercial use, distribution and reproduction in any medium, provided the work is properly cited.


* Address correspondence to this author at the School of Science, Southwest Petroleum University, Chengdu 610500, China; E-mail: cauchy7203@gmail.com



Track Your Manuscript:


Endorsements



"I have to express my sincere appreciation for your hard and professional work. Thank you very much!"


Si Zhang
Institute for Strength and Vibration of Mechanical Structures,
Yangtze University, Jingzhou,
Hubei Province,
China

"My experiences in publishing a paper with Bentham Open is good. I must say that the speed of publication in The Open Petroleum Engineering Journal is very fast. It takes only two month for the pioneer reviewing process. The delay was caused by me. And what’s more, the publisher’s office is quite helpful. I guess they are dealing with thousands emails every week, but they process my request in a very short period of time."


Xin Ma
School of Science, Southwest Petroleum University, Chengdu, China


Browse Contents



Webmaster Contact: info@benthamopen.net
Copyright © 2023 Bentham Open