Artificial Neural Network for Combined Steam-Carbon Dioxide Reforming of Methane

被引：1

作者：

Jo, Sharon ^{[1
]}

Ma, Byung Chol ^{[2
,3
]}

Kim, Young Chul ^{[2
,3
]}

机构：

[1] Chonnam Natl Univ, Dept Chem Engn, 77 Yongbong Ro, Gwangju 500757, South Korea

[2] Chonnam Natl Univ, Sch Chem Engn, 77 Yongbong Ro, Gwangju 61186, South Korea

[3] Chonnam Natl Univ, Res Inst Catalysis, 77 Yongbong Ro, Gwangju 61186, South Korea

来源：

JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY | 2020年 / 20卷 / 09期

基金：

新加坡国家研究基金会;

关键词：

Methane Reforming; Nickel Catalyst; Modelling; RESPONSE-SURFACE METHODOLOGY; RSM; ANN;

D O I：

10.1166/jnn.2020.17634

中图分类号：

O6 [化学];

学科分类号：

0703 ;

摘要：

The CH4 conversion, CO2 conversion, and H-2/CO ratio were set as dependent variables, as the feed rate, flow rate and reaction temperature as independent variables in the complex reaction of methane. We used the Artificial Neural Network (ANN) technique to build a model of the process. The ANN technique was able to predict the reforming process with higher accuracy due to the training capability. The reaction temperature has the greatest effect on the CO2 CH4 reforming reaction. This is because the catalytic reaction temperature has a direct influence on the thermodynamic value and the reaction rate and the equilibrium state.

引用

页码：5730 / 5733

页数：4

共 50 条

[1] Application of Artificial Neural Network Over Nickel-Based Catalyst for Combined Steam-Carbon Dioxide of Methane Reforming (CSDRM)
Kim, Cho Hwe
Kim, Young Chul
JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY, 2020, 20 (09) : 5716 - 5719
[2] Combined Steam-Carbon Dioxide Reforming of Methane: Modeling Using Response Surface Methodology (RSM)
Kim, Cho Hwe
Kim, Young Chul
JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY, 2020, 20 (09) : 5720 - 5724
[3] Thermodynamic equilibrium analysis of combined carbon dioxide reforming with steam reforming of methane to synthesis gas
Ozkara-Aydinoglu, Seyma
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2010, 35 (23) : 12821 - 12828
[4] Production of synthesis gas by conversion of methane in a steam-carbon dioxide plasma
Ph. G. Rutberg
A. N. Bratsev
V. A. Kuznetsov
G. V. Nakonechnyi
A. V. Nikonov
V. E. Popov
S. D. Popov
E. O. Serba
D. I. Subbotin
A. V. Surov
Technical Physics Letters, 2014, 40 : 725 - 729
[5] Combined carbon dioxide and steam reforming with methane in low-temperature plasmas
Supat, K
Chavadej, S
Lobban, LL
Mallinson, RG
UTILIZATION OF GREENHOUSE GASES, 2003, 852 : 83 - 99
[6] Production of synthesis gas by conversion of methane in a steam-carbon dioxide plasma
Rutberg, Ph. G.
Bratsev, A. N.
Kuznetsov, V. A.
Nakonechnyi, G. V.
Nikonov, A. V.
Popov, V. E.
Popov, S. D.
Serba, E. O.
Subbotin, D. I.
Surov, A. V.
TECHNICAL PHYSICS LETTERS, 2014, 40 (09) : 725 - 729
[7] Promotional Effect of Iron on Nickel-Based Catalyst for Combined Steam-Carbon Dioxide Reformation of Methane
Kim, ChoHwe
Kim, YoungChul
JOURNAL OF NANOSCIENCE AND NANOTECHNOLOGY, 2020, 20 (09) : 5506 - 5509
[8] CARBON DIOXIDE REFORMING OF METHANE TO SYNGAS: MODELING USING RESPONSE SURFACE METHODOLOGY AND ARTIFICIAL NEURAL NETWORK
Amin, Nor Aishah Saidina
Yusof, Khairiyah Mohd
Isha, Ruzinah
JURNAL TEKNOLOGI, 2005, 43
[9] Combined steam and carbon dioxide reforming of methane and natural gas at high pressures: Bi-reforming
Goeppert, Alain
Czaun, Miklos
May, Robert B.
Prakash, Surya G. K.
Olah, George A.
ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2013, 246
[10] Optimizing the Parameters of the Steam-Carbon Dioxide Conversion of Methane by Gibbs Energy Minimization
Mikhailov, M. N.
Demidov, D. V.
Loginova, A. N.
Kustov, L. M.
RUSSIAN JOURNAL OF PHYSICAL CHEMISTRY A, 2011, 85 (02) : 202 - 210

← 1 2 3 4 5 →