Chapter 4: Fuzzy Numbers and Arithmetic
            4.1 Introduction to Fuzzy Numbers  In classical mathematics, numbers are precise and well-defined. However, real-world situations often involve uncertainty, vagueness, or imprecision. Fuzzy numbers are an extension of real numbers that incorporate such uncertainty.  Definition of Fuzzy Numbers  A fuzzy number  is a fuzzy set defined on the real number line R , which is:    Normal : At least one element has a membership value of 1.    Convex : For any two real numbers x  and y  in the fuzzy set and for all λ  in [0, 1],  μ(λx + (1 - λ)y) ≥ min(μ(x), μ(y)) .    Upper semi-continuous .    Support is bounded : The set of elements with non-zero membership grades is a bounded interval.    Common Types of Fuzzy Numbers    Triangular Fuzzy Number (TFN) : Defined by a triplet (l, m, u)  where:    l  = lower limit    m  = modal (peak) value with membership 1    u  = upper limit    The membership function:     Trapezoidal Fuzzy Number (TrFN) : Defined by four points (a, b, c, d) :    ...