An intelligent equation for methane hydrate growth kinetics

被引：1

作者：

Perez-Moroyoqui, Rene ^{[1
]}

Ibanez-Orozco, Oscar ^{[1
]}

Rodriguez-Romo, Suemi ^{[1
]}

机构：

[1] Univ Nacl Autonoma Mexico, Fac Estudios Super Cuautitlan, Ctr Invest Teor, Mexico City, DF, Mexico

来源：

MATHEMATICS AND COMPUTERS IN SIMULATION | 2022年 / 192卷

关键词：

Methane hydrate; Formation kinetics; Artificial Neural Networks; Genetic Programming; WATER;

D O I：

10.1016/j.matcom.2021.08.011

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

We explore the use of deep artificial neural networks (DNNs) to impute data to the experimental data reported by the methane hydrate crystal growth at a bubble surface reported in the literature (Ma, et al., 2002; Sun et al., 2007). We use a genetic programming symbolic regressor to propose a novel empirical rate equation as a function of the temperature and the pressure from the new data set. (C) 2021 International Association for Mathematics and Computers in Simulation (IMACS). Published by Elsevier B.V. All rights reserved.

引用

页码：19 / 32

页数：14

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