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The concept of granular value

The concept of a generalized constraint provides a basis for an important concept—the concept of a granular value. Let X be a variable taking values in a universe of discourse U, U = {u}. If a is an element of U, and it is known that the value of X is a, then a is referred to as a singular value of X. If there is some uncertainty about the value of X, the available information induces a restriction on the possible values of X which may be represented as a generalized constraint GC(X), X isr R. Thus a generalized constraint defines a granule which is referred to as a granular value of X, Gr(X ) (see Figure 6.14). For example, if X is known to lie in the interval [a, h], then [a, h] is a granular value of X. Similarly, if X isp N (m, s2), then N (m, s2) is a granular value of X. What is important to note is that defining a granular value in terms of a generalized constraint makes a granular value mm-precise. It is this characteristic of granular values that underlies the concept of a linguistic variable

A granule defined as a generalized constraint

Figure 6.14 A granule defined as a generalized constraint

Singular and granular values

Figure 6.15 Singular and granular values

(Zadeh, 1973). Symbolically, representing a granular value as a generalized constraint may be expressed as Gr(X) = GC(X). It should be noted that, in general, perception-based information is granular (see Figure 6.15).

The importance of the concept of a granular value derives from the fact that it plays a central role in computation with information described in natural language. More specifically, when a proposition expressed in a natural language is represented as a system of generalized constraints, it is, in effect, a system of granular values. Thus, computation with information described in natural language ultimately reduces to computation with granular values. Such computation is the province of Granular Computing. (Zadeh, 1979a; 1979b; 1997; 1998; Lin, 1998; Bargiela and Pedrycz, 2002; Lawry, 2001; Lawry, Shanahan and Ralescu, 2003; Mares, 1994; Yager, 2006).

 
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