Page 60 -
P. 60

In-Class Exercise

                             Pb. 2.20 Using the difference equation given by Eq. (2.38):
                                a. Write down a routine to compute  2 . As an initial guess, take the
                                   initial value to be successively: 1, 1.5, 2; even consider 5, 10, and
                                   20. What is the limit of each of the obtained sequences?
                                b. How many iterations are required to obtain  2  accurate to four
                                   digits for each of the above initial conditions?
                                c. Would any of the above properties be different for a different choice
                                   of A.



                              Now, having established that the above sequence goes to a limit, let us
                             prove that this limit is indeed  A . To prove the above assertion, let this limit
                             be denoted by y ; that is, for large k, both y(k) and y(k + 1) ⇒ y , and the
                                           lim                                        lim
                             above difference equation goes in the limit to:

                                                           1       A 
                                                      y  =   y   +                         (2.39)
                                                       lim     lim   
                                                           2      y lim 
                             Solving this equation, we obtain:

                                                          y   =  A                         (2.40)
                                                           lim

                              It should be noted that the above derivation is meaningful only when a
                             limit exists and is in the domain of definition of the sequence (in this case, the
                             real numbers). In Section 2.7.2, we encounter a sequence where, for some val-
                             ues of the parameters, there is no limit.



                             2.7.2  The Logistic Equation
                             Section 2.7.1 illustrated the case in which the solution of a nonlinear differ-
                             ence equation converges to a single limit for large values of the iteration
                             index. In this chapter subsection, we consider the case in which a succession
                             of iterates (called orbits) bifurcate, yielding orbits of period length 2, 4, 8, 16,
                             ad infinitum, ending in what is called a “chaotic” orbit of infinite period
                             length. We illustrate the prototype for this class of difference equations by
                             exploring the logistic difference equation.
                              The logistic equation was introduced by Verhulst to model the growth of
                             populations limited by finite resources (the name logistic was coined by the
                             French army under Napoleon when this equation was used for the planning
                             of “logement” of troops in camps). In more modern settings of ecology, the


                             © 2001 by CRC Press LLC
   55   56   57   58   59   60   61   62   63   64   65