Invertible singleton fuzzy models: application to petroleum production control systems

Miguel Angel Ramirez Canelón, E. C. Morles, Mariela Cerrada-Lozada
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Abstract

This paper presents an identification approach based on invertible singleton fuzzy models in order to implement a control system for a progressive cavity pump-based petroleum production system, by using the inverse model control scheme. The identification proposal uses input-output process variables measurements and an off-line genetic algorithm, which is designed for guarantying the analytical calculation of the inverse model. Regarding the application of the genetic algorithm, three selection methods are evaluated: tournament selection, roulette wheel selection and linear rank selection. Once the fuzzy singleton model is identified, the controller design is a straightforward procedure. Computer simulations show the potential application of this kind of model in real industrial control processes.
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可逆单模糊模型在石油生产控制系统中的应用
针对螺杆泵采油系统的控制问题,提出了一种基于可逆单模糊模型的辨识方法。该辨识方案采用输入输出过程变量测量和离线遗传算法,旨在保证逆模型的解析计算。在遗传算法的应用方面,评估了三种选择方法:锦标赛选择、轮盘选择和线性排名选择。一旦确定了模糊单态模型,控制器的设计就是一个简单的过程。计算机仿真结果表明了该模型在实际工业控制过程中的应用潜力。
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