Prediction of some important physical properties of sulfur compounds using quantitative structure-properties relationships

被引:51
|
作者
Gharagheizi, Farhad [1 ]
Mehrpooya, Mehdi [1 ]
机构
[1] Univ Tehran, Fac Engn, Dept Chem Engn, Tehran, Iran
关键词
QSPR; Mercaptans; Environmental hazards; Genetic algorithm; Neural networks;
D O I
10.1007/s11030-008-9088-6
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
In this work, physical properties of sulfur compounds (critical temperature (T-c ), critical pressure (P-c), and Pitzer's acentric factor (omega)) are predicted using quantitative structure-property relationship technique. Sulfur compounds present in petroleum cuts are considered environmental hazards. Genetic algorithm based multivariate linear regression (GA-MLR) is used to select most statistically effective molecular descriptors on the properties. Using the selected molecular descriptors, feed forward neural networks (FFNNs) are applied to develop some molecular-based models to predict the properties. The presented models are quite accurate and can be used to predict the properties of sulfur compounds.
引用
收藏
页码:143 / 155
页数:13
相关论文
共 50 条
  • [1] Prediction of some important physical properties of sulfur compounds using quantitative structure–properties relationships
    Farhad Gharagheizi
    Mehdi Mehrpooya
    Molecular Diversity, 2008, 12 : 143 - 155
  • [2] A new insight on the quantum quantitative structure-properties relationships
    Carbo-Dorca, Ramon
    Van Damme, Sofie
    INTERNATIONAL JOURNAL OF QUANTUM CHEMISTRY, 2008, 108 (10) : 1721 - 1734
  • [3] Prediction of physical and chemical properties by quantitative structure-property relationships
    Liang, C
    Gallagher, DA
    AMERICAN LABORATORY, 1997, 29 (06) : 34 - +
  • [4] PHYSICAL PROPERTIES OF SOME SULFUR AND NITROGEN COMPOUNDS
    LANUM, WJ
    MORRIS, JC
    JOURNAL OF CHEMICAL AND ENGINEERING DATA, 1969, 14 (01): : 93 - &
  • [5] STRUCTURE-PROPERTIES RELATIONSHIPS IN OPTICAL COATINGS
    HACKER, E
    KERSTEN, RT
    WEISSBRODT, P
    PHYSICA SCRIPTA, 1993, T49B : 525 - 538
  • [6] Structure-properties relationships in clay nanocomposites
    Kelarakis, Antonios
    Giannelis, Emmanuel P.
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2009, 238
  • [7] STRUCTURE-PROPERTIES RELATIONSHIPS IN BORON STEELS
    MAITREPIERRE, P
    JOURNAL OF METALS, 1979, 31 (08): : F30 - F30
  • [8] Structure-properties relationships in optical coatings
    Hacker, E.
    Kersten, R.Th.
    Weibrodt, P.
    Physica Scripta T, 1993, T49A
  • [9] Structure-properties relationships in optical coatings
    Hacker, E.
    Kersten, R.Th.
    Weissbrodt, P.
    Physica Scripta T, 1993, T49B : 525 - 538
  • [10] USING THEORETICAL DESCRIPTORS IN QUANTITATIVE STRUCTURE-ACTIVITY-RELATIONSHIPS - SOME PHYSICAL-PROPERTIES
    FAMINI, GR
    PENSKI, CA
    WILSON, LY
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1991, 201 : 366 - ORGN