A group-contribution method in
chemistry
Chemistry is the science, scientific study of the properties and behavior of matter. It is a natural science that covers the Chemical element, elements that make up matter to the chemical compound, compounds made of atoms, molecules and ions ...
is a technique to estimate and predict thermodynamic and other properties from molecular structures.
Introduction
In today's chemical processes hundreds of thousands of components are used. The
Chemical Abstracts Service registry lists 56 million substances, but many of these are only of scientific interest.
Process designers need to know some basic chemical properties of the components and their
mixture
In chemistry, a mixture is a material made up of two or more different chemical substances which are not chemically bonded. A mixture is the physical combination of two or more substances in which the identities are retained and are mixed in the ...
s. Experimental measurement is often too expensive.
Predictive methods can replace measurements if they provide sufficiently good estimations. The estimated properties cannot be as precise as well-made measurements, but for many purposes the quality of estimated properties is sufficient. Predictive methods can also be used to check the results of experimental work.
Principles
A group-contribution method uses the principle that some simple aspects of the structures of chemical components are always the same in many different molecules. The smallest common constituents are the atoms and the bonds. The vast majority of organic components, for example, are built of
carbon,
hydrogen,
oxygen,
nitrogen,
halogen
The halogens () are a group in the periodic table consisting of five or six chemically related elements: fluorine (F), chlorine (Cl), bromine (Br), iodine (I), astatine (At), and tennessine (Ts). In the modern IUPAC nomenclature, this group is ...
s, and maybe
sulfur
Sulfur (or sulphur in British English) is a chemical element with the symbol S and atomic number 16. It is abundant, multivalent and nonmetallic. Under normal conditions, sulfur atoms form cyclic octatomic molecules with a chemical formula ...
or
phosphorus. Together with a single, a double, and a triple bond there are only ten atom types (not including
astatine) and three bond types to build thousands of components. The next slightly more complex building blocks of components are
functional groups, which are themselves built from few atoms and bonds.
A group-contribution method is used to predict properties of pure components and mixtures by using group or atom properties. This reduces the number of needed data dramatically. Instead of needing to know the properties of thousands or millions of compounds, only data for a few dozens or hundreds of groups have to be known.
Additive group-contribution method
The simplest form of a group-contribution method is the determination of a component property by summing up the group contribution:
:
This simple form assumes that the property (normal boiling point in the example) is strictly linearly dependent on the number of groups, and additionally no interaction between groups and molecules are assumed. This simple approach is used, for example, in the
Joback method for some properties, and it works well in a limited range of components and property ranges, but leads to quite large errors if used outside the applicable ranges.
Additive group contributions and correlations
This technique uses the purely additive group contributions to correlate the wanted property with an easy accessible property. This is often done for the
critical temperature
Critical or Critically may refer to:
*Critical, or critical but stable, medical states
**Critical, or intensive care medicine
*Critical juncture, a discontinuous change studied in the social sciences.
*Critical Software, a company specializing in ...
, where the
Guldberg rule implies that ''T''
c is 3/2 of the normal boiling point, and the group contributions are used to give a more precise value:
:
This approach often gives better results than pure additive equations because the relation with a known property introduces some knowledge about the molecule. Commonly used additional properties are the molecular weight, the number of atoms, chain length, and ring sizes and counts.
Group interactions
For the prediction of mixture properties it is in most cases not sufficient to use a purely additive method. Instead the property is determined from group-interaction parameters:
:
where ''P'' stands for property, and ''G
ij'' for group-interaction value.
A typical group-contribution method using group-interaction values is the
UNIFAC method, which estimates activity coefficients. A big disadvantage of the group-interaction model is the need for many more model parameters. Where a simple
additive model In statistics, an additive model (AM) is a nonparametric regression method. It was suggested by Jerome H. Friedman and Werner Stuetzle (1981) and is an essential part of the ACE algorithm. The ''AM'' uses a one-dimensional smoother to build a rest ...
only needs 10 parameters for 10 groups, a group-interaction model needs already 45 parameters. Therefore, a group-interaction model has .
Group contributions of higher orders
Some newer methods introduce second-order groups. These can be super-groups containing several first-order (standard) groups. This allows the introduction of new parameters for the position of groups. Another possibility is to modify first-order group contributions if specific other groups are also present.
If the majority of group-contribution methods give results in gas phase, recently, a new such method was created for estimating the
standard Gibbs free energy of formation
The standard Gibbs free energy of formation (''G''f°) of a compound is the change of Gibbs free energy that accompanies the formation of 1 mole of a substance in its standard state from its constituent elements in their standard states (the most s ...
(Δ
f''G''′°) and reaction (Δ
r''G''′°) in biochemical systems: aqueous solution, temperature of 25 ℃ and pH = 7 (biochemical conditions). This new aqueous-system method is based on the group-contribution method of Mavrovouniotis.
A free-access tool of this new method in aqueous condition is available on the web.
Determination of group contributions
Group contributions are obtained from known experimental data of well defined pure components and mixtures. Common sources are thermophysical data banks like the
Dortmund Data Bank
The Dortmund Data Bank (short DDB) is a factual data bank for thermodynamic and thermophysical data. Its main usage is the data supply for process simulation where experimental data are the basis for the design, analysis, synthesis, and optimizati ...
,
Beilstein database
The Beilstein database is the largest database in the field of organic chemistry, in which compounds are uniquely identified by their Beilstein Registry Number. The database covers the scientific literature from 1771 to the present and contains ex ...
, or the DIPPR data bank (from
AIChE). The given pure component and mixture properties are then assigned to the groups by statistical correlations like e. g. (multi-)linear regression.
Important steps during the development of a new method are:
# Evaluation of the quality of available experimental data, elimination of wrong data, finding of outliers.
# Construction of groups.
# Searching additional simple and easily accessible properties that can be used to correlate the sum of group contributions with the examined property.
# Finding a good but simple mathematical equation for the relation of the group contribution sum with the wanted property. The critical pressures, for example, is often determined as ''P''
c = ''f''(Σ''G
i''
2).
# Fitting the group contribution.
The reliability of a method mainly relies on a comprehensive data bank where sufficient source data have been available for all groups. A small data base may lead to a precise reproduction of the used data but will lead to significant errors when the model is used for the prediction of other systems.
Group contribution methods
Joback method
The Joback method was published in 1984 by Kevin G. Joback. It can be used to estimate critical temperature, critical pressure, critical volume, standard ideal gas enthalpy of formation, standard ideal gas Gibbs energy of formation, ideal gas heat capacity, enthalpy of vaporization, enthalpy of fusion, normal boiling point, freezing point, and liquid viscosity. The Joback method is a first-order method, and does not account for molecular interactions.
Ambrose method
The Ambrose method was published by Douglas Ambrose in 1978 and 1979. It can be used to estimate critical temperature, critical pressure, and critical volume. In addition to the molecular structure, it requires normal boiling point for estimating critical temperature and molecular weight for estimating critical pressure.
Nannoolal method
The Nannoolal method was published by Yash Nannoolal et al in 2004. It can be used to estimate the normal boiling point. It includes first-order and second-order contributions.
See also
*
UNIFAC
*
Benson group increment theory
*
Activity coefficient
References
{{DEFAULTSORT:Group Contribution Method
Thermodynamic models