Phase Equilibrium Modeling of Clathrate Hydrates of Carbon Dioxide + 1,4-Dioxine Using Intelligent Approaches

被引:31
|
作者
Ahmadi, Mohammad Ali [1 ]
Ebadi, Mohammad [2 ]
Samadi, Alireza [1 ]
Siuki, Majid Zendedel [1 ]
机构
[1] Petr Univ Technol, Ahwaz Fac Petr Engn, Dept Petr Engn, Ahvaz, Iran
[2] Islamic Azad Univ, Sci & Res Branch, Dept Petr Engn, Tehran, Iran
关键词
ANFIS; clathrate hydrate; fuzzy logic; hydrate; modeling; promoter; 1,4-dioxane; ARTIFICIAL NEURAL-NETWORK; ASPHALTENE PRECIPITATION; GENETIC ALGORITHMS; BREAKTHROUGH TIME; METHANE HYDRATE; PREDICTION; RESERVOIR; OIL; CO2; SEQUESTRATION;
D O I
10.1080/01932691.2014.904792
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
In this work, an adaptive neuro-fuzzy inference system (ANFIS) and a couple of fuzzy logic approach and genetic algorithms are utilized to serve robust inverse-based approaches for determination/prediction of the clathrate hydrate formation pressure of carbon dioxide in the presence of 1,4-dioxine, which is a most-widely implemented water soluble organic promoter. The gained outcomes prove the reliability and accuracy of the suggested ANFIS approach with the mean square error of 0.0034 and squared correlation coefficients of 0.9969. Thanks to the results generated by the aforementioned intelligent approaches, the models proposed in the current research contribute to high accuracy for the estimations of the phase equilibria clathrate hydrates of carbon dioxide +1,4-dioxane.
引用
收藏
页码:236 / 244
页数:9
相关论文
共 50 条
  • [1] Equilibrium Data of Nitrous Oxide and Carbon Dioxide Clathrate Hydrates
    Mohammadi, Amir H.
    Richon, Dominique
    JOURNAL OF CHEMICAL AND ENGINEERING DATA, 2009, 54 (02): : 279 - 281
  • [2] Evaluation of phase equilibrium conditions of clathrate hydrates using connectionist modeling strategies
    Sinehbaghizadeh, Saeed
    Roosta, Aliakbar
    Rezaei, Nima
    Ghiasi, Mohammad M.
    Javanmardi, Jafar
    Zendehboudi, Sohrab
    FUEL, 2019, 255
  • [3] Carbon monoxide clathrate hydrates: Equilibrium data and thermodynamic modeling
    Mohammadi, AH
    Anderson, R
    Tohidi, B
    AICHE JOURNAL, 2005, 51 (10) : 2825 - 2833
  • [4] Electrochemical reduction of carbon dioxide using clathrate hydrates
    DeCiccio, Daniel
    Ahn, Steven
    Sen, Sujat
    Schunk, Francisco
    Jiao, Yishuo
    Palmore, G. Tayhas
    Rose-Petruck, Christoph
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2015, 249
  • [5] Thermodynamic Modeling for Ternary Clathrate Hydrates of Carbon Dioxide, Nitrogen and Tetrahydrofuran
    Xiao, Yang
    Li, Ai-Rong
    Wu, Jingjing
    Li, Bin
    Yao, Hao
    SSRN, 2023,
  • [6] Thermodynamic modeling for ternary clathrate hydrates of carbon dioxide, nitrogen and tetrahydrofuran
    Xiao, Yang
    Li, Ai-Rong
    Wu, Jingjing
    Li, Bin
    Yao, Hao
    JOURNAL OF CHEMICAL THERMODYNAMICS, 2023, 184
  • [7] Phase equilibrium modeling of clathrate hydrates of methane, carbon dioxide, nitrogen, and hydrogen plus water soluble organic promoters using Support Vector Machine algorithm
    Eslamimanesh, Ali
    Gharagheizi, Farhad
    Illbeigi, Mohammad
    Mohammadi, Amir H.
    Fazlali, Alireza
    Richon, Dominique
    FLUID PHASE EQUILIBRIA, 2012, 316 : 34 - 45
  • [8] Phase equilibrium data for clathrate hydrates formed in the systems of urea plus (methane or carbon dioxide) plus water
    Muromachi, Sanehiro
    Suzuki, Kiyofumi
    Tenma, Norio
    FLUID PHASE EQUILIBRIA, 2023, 568
  • [9] Thermodynamic modeling of pressure-temperature phase diagrams of binary clathrate hydrates of methane, carbon dioxide or nitrogen plus tetrahydrofuran, 1,4-dioxane or acetone
    Pahlavanzadeh, Hassan
    Kamran-Pirzaman, Arash
    Mohammadi, Amir H.
    FLUID PHASE EQUILIBRIA, 2012, 320 : 32 - 37
  • [10] Equilibrium conditions of clathrate hydrates formed from carbon dioxide and aqueous acetone solutions
    Maekawa, Tatsuo
    FLUID PHASE EQUILIBRIA, 2011, 303 (01) : 76 - 79