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                                                                                                                 4.2 Design Population
                                                                                          If it is assumed that the initial value of k, namely k ,
                                                                                                                                     0
                                                                                      than remaining constant, k can be assigned the following
                                                               (L – y˝)
                                                                      Growth curve
                                                                                      value:
                                                              e
                                                                                                                                  (4.5)
                                                                                                       k = k ∕(1 + nk t)
                                                                                                                   0
                                                                                                           0
                                      Population, y
                                                           b
                                                                                      in which n, as a coefficient of retardance, adds a useful con-
                                            Point of inflection
                                                                 y˝
                                                                                      cept to Eqs. (4.2)–(4.4).
                                                           Maximum
                                                                                          On integrating Eqs. (4.1)–(4.4) between the limits y = y
                                                                   Rate of growth =
                                                      d
                                                                                                                                     0
                                                             rate
                                                                                      at t = 0 and y = y at t = t for unchanging k values, they
                                                                                      change as shown next.
                                                                                          For autocatalytic first-order progression (arc ac in
                                                     y´  Saturation value, L first derivative curve  c Rate of growth dy/dt  decreases in magnitude with time or population growth rather
                                      a                                               Fig. 4.1),
                                                         Time, t
                                                                                              ln[(L − y)∕y] −ln[(L − y )∕y ] =−kLt
                                                                                                                      0
                                                                                                                  0
                                    Figure 4.1 Population growth idealized. Note geometric increase
                                    from a to d, straight-line increase from d to e, and first-order  or
                                    increase from e to c.
                                                                                               y = L∕{1 + [(L − y )∕y ] exp(−kLt)}  (4.6)
                                                                                                                  0
                                                                                                              0
                                    growth after 1910; and (c) for Miami, FL, where recreation  For first-order progression without catalysis (arc ec in
                                    added a new and important element to prosperity from 1910  Fig. 4.1),
                                    onward.
                                                                                                   ln[(L − y)∕(L − y )] =−kt
                                       Were it not for industrial vagaries of the Providence                     0
                                    type, human population kinetics would trace an S-shaped  or
                                    growth curve in much the same way as spatially constrained
                                    microbial populations. As shown in Fig. 4.1, the trend of       y = L − (L − y ) exp(−kt)     (4.7)
                                                                                                               0
                                    seed populations is progressively faster at the beginning and
                                                                                          For geometric progression (arc ad in Fig. 4.1),
                                    progressively slower toward the end as a saturation value or
                                    upper limit is approached. What the future holds for a given         ln(y∕y ) = kt
                                                                                                              0
                                    community, therefore, is seen to depend on where on the
                                    growth curve the community happens to be at a given time.  or
                                       The growth of cities and towns and characteristic por-
                                                                                                        y = y exp(kt)             (4.8)
                                    tions of their growth curves can be approximated by rela-                0
                                    tively simple equations that derive historically from chemical
                                                                                          For arithmetic progression (arc de in Fig. 4.1),
                                    kinetics. The equation of a first-order chemical reaction, pos-
                                    sibly catalyzed by its own reaction products, is a recurring          y − y = kt              (4.9)
                                                                                                              0
                                    example. It identifies also the kinetics of biological growth
                                                                                          Substituting Eq. (4.5) into Eqs. (4.2)–(4.4) yields the
                                    and other biological reactions including population growth,
                                                                                      retardant expressions shown next. For retardant first-order
                                    kinetics, or dynamics. This widely useful equation can be
                                                                                      progression,
                                    written as
                                                    dy∕dt = ky (L − y)          (4.1)             y = L − (L − y)(1 + nk t) −1∕n  (4.10)
                                                                                                                    0
                                    where y is the population at time t, L is the saturation or  For retardant, geometric progression,
                                    maximum population, and k is a growth or rate constant with
                                    the dimension 1/t. It is pictured in Fig. 4.1 together with its  ln(y∕y ) = (1∕n) ln(1 + nk t)
                                                                                                                        0
                                                                                                       0
                                    integral, Eq. (4.6).
                                                                                      or
                                       Three related equations apply closely to characteristic
                                    portions of this growth curve: (a) a first-order progression      y = y (1 + nk t) −1∕n      (4.11)
                                                                                                                 0
                                                                                                          0
                                    for the terminal arc ec of Fig. 4.1, (b) a logarithmic or geo-
                                    metric progression for the initial arc ad, and (c) an arithmetic  For retardant, arithmetic progression,
                                    progression for the transitional intercept de,or
                                                                                                   y − y = (1∕n) ln(1 + nk t)    (4.12)
                                                                                                                       0
                                                                                                       0
                                                For arc ec:  dy∕dt = k (L − y)  (4.2)
                                                                                          These and similar equations are useful in water and
                                                For arc ad:  dy∕dt = ky         (4.3)
                                                                                      wastewater practice, especially in water and wastewater treat-
                                                For arc de:  dy∕dt = k          (4.4)  ment kinetics.
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