Exergy analysis and optimisation of naphtha reforming process with uncertainty

被引:8
|
作者
Akram, Asad Ullah [1 ]
Ahmad, Iftikhar [1 ]
Chughtai, Arshad [1 ]
Kano, Manabu [2 ]
机构
[1] Natl Univ Sci & Technol, Sch Chem & Mat Engn, H-12, Islamabad, Pakistan
[2] Kyoto Univ, Dept Syst Sci, Kyoto 6068501, Japan
关键词
exergy analysis; naphtha reforming process; uncertainty quantification; bootstrap filter; genetic algorithm; ENERGY; MODEL;
D O I
10.1504/IJEX.2018.093138
中图分类号
O414.1 [热力学];
学科分类号
摘要
Conventional exergy analysis methods face the challenge of coping with the effect of process uncertainty. In this work, we proposed a novel framework which incorporates the concepts of uncertainty analysis and optimisation in the conventional exergy analysis. The proposed framework was realised as a MATLAB((R))-ba-based algorithm which connects with an Aspen (PUS)-U-(R)(R) model of naphtha reforming process, extracts process information, and calculates the process exergy efficiency. Then a statistical model, .,e., random forests (RF), combined with a bootstrap filter is used to analyse the effect of process uncertainty on the exergy efficiency. Finally, an optimisation method is devised by combining genetic algorithm (GA) with artificial neural networks (ANN). The MAT((R))-AB (R) basd system is supported by an extensive database of standard chemical exergies of elements. The algorithm and the database can be customised for any model simulated in the Aspen (PUS)-U-(R)(R) environment.
引用
收藏
页码:247 / 262
页数:16
相关论文
共 50 条
  • [1] An Intelligent System for Estimation of Exergy Efficiency of Integrated Naphtha and Isomerization Process under Uncertainty
    Samad, Abdul
    Ahmad, Iftikhar
    [J]. 2022 17TH INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES (ICET'22), 2022, : 12 - 17
  • [2] Computational fluid dynamics based model development and exergy analysis of naphtha reforming reactors
    Mustafa, Jawad
    Ahmad, Iftikhar
    Ahsan, Muhammad
    Kano, Manabu
    [J]. INTERNATIONAL JOURNAL OF EXERGY, 2017, 24 (2-4) : 344 - 363
  • [3] Exergy analysis and optimisation of a steam methane pre-reforming system
    Dimopoulos, George G.
    Stefanatos, Iason C.
    Kakalis, Nikolaos M. P.
    [J]. ENERGY, 2013, 58 : 17 - 27
  • [4] TOPSOE PROCESS FOR STEAM NAPHTHA REFORMING
    ROSTRUPNIELSEN, JR
    RUMP, L
    NIELSEN, A
    [J]. ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1976, : 38 - 38
  • [5] Quantitative analysis of product quality of naphtha reforming process under uncertain process conditions
    Ahmad, Iftikhar
    Ali, Gulsayyar
    Bilal, Muhammad
    Chughtai, Arshad
    Hussain, Arshad
    Kano, Manabu
    [J]. CHEMICAL ENGINEERING COMMUNICATIONS, 2020, 207 (08) : 1092 - 1102
  • [6] Progress in catalytic naphtha reforming process: A review
    Rahimpour, Mohammad Reza
    Jafari, Mitra
    Iranshahi, Davood
    [J]. APPLIED ENERGY, 2013, 109 : 79 - 93
  • [7] AN ANALYSIS OF A REFINERY NAPHTHA REFORMING PLANT
    WOLFF, A
    [J]. HUNGARIAN JOURNAL OF INDUSTRIAL CHEMISTRY, 1983, 11 (01): : 97 - 110
  • [8] Exergy analysis of Naphtha Hydrotreating Unit (NHU)
    Agbo, A. F.
    Aboje, A. A.
    Obayomi, K. S.
    [J]. 3RD INTERNATIONAL CONFERENCE ON SCIENCE AND SUSTAINABLE DEVELOPMENT (ICSSD 2019): SCIENCE, TECHNOLOGY AND RESEARCH: KEYS TO SUSTAINABLE DEVELOPMENT, 2019, 1299
  • [9] NAPHTHA REFORMING
    MARSCHNER, F
    RENNER, HJ
    [J]. HYDROCARBON PROCESSING, 1982, 61 (04): : 176 - 180
  • [10] The catalytic naphtha reforming process: hydrodesulfurization, catalysts and zeoforming
    Walid Nabgan
    Mehdi Rashidzadeh
    Bahador Nabgan
    [J]. Environmental Chemistry Letters, 2018, 16 : 507 - 522