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Sustainable Construction A Life Cycle Approach in Engineering

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2 MULTI-CRITERIA DECISION MAKING METHODS<br />

In this section a brief description of multi-criteria decision mak<strong>in</strong>g methods (MCDM) which are<br />

most commonly used <strong>in</strong> retrofitt<strong>in</strong>g, deconstruction and demolition of build<strong>in</strong>gs is presented .<br />

MCDM can be divided <strong>in</strong>to multi-objective decision mak<strong>in</strong>g (MODM) and multi-attribute<br />

decision mak<strong>in</strong>g (MADM) (Triantaphyllou, 2000). In the first case the decision space is cont<strong>in</strong>uous,<br />

as for example <strong>in</strong> mathematical programm<strong>in</strong>g problems with multiple objective functions,<br />

while <strong>in</strong> MADM the decision space is discrete.<br />

A multi-criteria decision problem consists of determ<strong>in</strong><strong>in</strong>g the optimal alternative A * among a<br />

set of solutions A i which are evaluated with respect to a set of criteria C j .<br />

Criteria can be expressed with different units of measure and may be qualitative or quantitative.<br />

As a consequence, the application of MCDM methods <strong>in</strong>volve the normalization of variables,<br />

the quantification of qualitative data and determ<strong>in</strong>ation of criteria weights. Criteria can<br />

be classified as benefit-type or cost-type, accord<strong>in</strong>g to the <strong>in</strong>terest of decision maker <strong>in</strong> maximiz<strong>in</strong>g<br />

or m<strong>in</strong>imiz<strong>in</strong>g their evaluation.<br />

In general, MCDM problems can be formulated <strong>in</strong> a matrix format. Let a ij be the performance<br />

of each alternative A i with respect to different criteria C j whose weights are w j . Weights are<br />

generally expressed <strong>in</strong> relative terms, that is<br />

<br />

w j j<br />

=1. The typical decision matrix is then:<br />

<br />

A<br />

<br />

m x n<br />

A<br />

A<br />

<br />

A<br />

1<br />

2<br />

m<br />

C C C C C<br />

1 2 3 4 n<br />

a a ... ... ... a<br />

<br />

<br />

a21<br />

<br />

<br />

am1<br />

a<br />

11 12 1n<br />

mn<br />

<br />

<br />

<br />

<br />

<br />

<br />

(1)<br />

Any decision-mak<strong>in</strong>g technique can be divided <strong>in</strong> three steps: l) Determ<strong>in</strong>ation of the relevant<br />

criteria and alternatives; 2) Attachment of numerical measures to the relative importance<br />

of the criteria and to the impacts of the alternatives on these criteria; 3) Process<strong>in</strong>g of numerical<br />

values to determ<strong>in</strong>e a rank<strong>in</strong>g of each alternative.<br />

In the follow<strong>in</strong>g, a brief description of most common MCDM methods and most used approaches<br />

<strong>in</strong> demolition, deconstruction and retrofitt<strong>in</strong>g of exist<strong>in</strong>g structures is reported. In particular,<br />

details on weighted sum model, weighted product model, analytic hierarchy process and<br />

TOPSIS method are provided. Concern<strong>in</strong>g other approaches as ELECTRE, MAUT, VIKOR<br />

and PROMETHEE methods the reader is referred to exist<strong>in</strong>g literature.<br />

The WSM and WPM methods<br />

In the weighted sum model (WSM) the best alternative is selected accord<strong>in</strong>g to the follow<strong>in</strong>g<br />

espression:<br />

n<br />

*<br />

WSM-score<br />

max<br />

i<br />

j1 <br />

ij j<br />

A a ×w for i=1,...., m.<br />

(2)<br />

In general, this method is suitable for s<strong>in</strong>gle-dimensional problems while <strong>in</strong> multidimensional<br />

cases difficulties occur. Moreover, <strong>in</strong>volv<strong>in</strong>g the maximization or m<strong>in</strong>imization of<br />

different performances, the WSM method is applicable to problems with criteria all of the same<br />

type, that is benefit or cost-type criteria, while it is clear that <strong>in</strong> some cases their value can conflict<br />

each other.<br />

The weighted product model (WPM) is similar to the WSM. Each alternative is compared<br />

with the others accord<strong>in</strong>g to the follow<strong>in</strong>g product:<br />

178

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