7. The Autonomous One-Dimensional Case: The Logistic Function Dynamics
To better support the formalism provided and its limitations, an application case is presented: the one-dimensional case particularized to the logistic function dynamics. Then, Eq. 1 can be written as:
Eq. 85 can describe a population dynamics with parameter , which avoids an infinite population growth. Parameter can be positive or negative, and represents the population growth rate (if positive) or population decay rate (if negative). If , the value is a repulsor from which the dynamics escapes, and the value is a saturation population or attractor to which the dynamics tends asymptotically (growing toward if the initial value is , and decaying toward if the initial value is ). If , the value is a repulsor from which the dynamics escapes, and the value is an attractor to which the dynamics tends asymptotically (decaying toward if the initial value is , and infinitely growing if the initial value is ).
For the application case the following values are taken:
,
, and
, thus
. Therefore, the dynamics represents the case of an asymptotic growth toward
. In addition, to compute the classical logistic dynamics given by Eq. 85, the integration of the equation differential provides:
It must be highlighted that all figures and computations have been obtained with the MATHEMATICA software except for the quantized energies, which have been obtained by a C++ program.
First of all, Eq. 86 provides
Figure 1 for the classical logistic dynamics with the above values chosen. Note that for a long time term of
time units the dynamics tends to the attractor
.
Figure 1 is important to be presented because it is compared along all section with the quantum dynamics provided by the corresponding formulation of Eq. 84. Note that being the case one-dimensional, the corresponding abstrac mass can be taken equal to the unit (
). Then, Eq. 84 becomes for this case as (
,
, and
):
Note that the
q-derivative of the quantum potential
contains already the abstract Planck system
(see Eq. 75). Then, its value should be here provided. However, it is provided above for the reasons there explained. In addition, to obtain this quantum potential
and its
q-derivative
, the corresponding time-independent Schrödinger equation of Eq. 69 must be solved. After some manipulations it becomes (note that
:
Note in Eq. 88 that
. The way to solve it has two differenced steps. In the first step the approach is analytical, and it is inspired in the method provided in [
19] (concretely in that of the IV section called as
transformation-group method) to reduce a differential equation that models a forced time-dependent oscillator to an autonomous differential equation. The second step is a numerical approach.
The first step consists in two consecutive changes: first on the dependent variable,
, and second on the independent variable
, then
. After some calculations, including the
cancellation, both changes provide:
In Eq. 89 the term multiplying
can be vanished if
, i.e., if
or
, being
an arbitrary value. Then, Eq. 89 becomes:
Now, Eq. 90 is forced to hold that:
In Eq. 91 the constant
. Then, Eq. 90 becomes:
The solution of Eq. 92 is then trivial:
In Eq. 93
and
are two arbitrary constants. Undoing now the proposed changes, the analytical solution of Eq. 88 is:
Some additional considerations about the solution
of Eq. 94 must be done. The first one is choice of the
value. Note that in the neighbouring of the points
and
,
, then, Eq. 91 becomes approximately:
A solution of Eq. 95 is an arbitrary constant
, then
and
. Note that the energy must positive,
. In addition, in the neighbouring of the critical points of
(
), the Eq. 94 solution becomes:
In Eq. 96, the sign of
can be chosen taking into account that, also in the neighbouring of the critical points of
(
), Eq. 88 becomes:
Being the Eq. 97 solution (with
):
Comparing Eqs. 96 and 98, the conclusions are that the sign considered in Eq. 96 must be positive, i.e.,
and, in addition, the respective constants are related as
and
. Therefore,
, and in Eq. 94:
. The
constant value can be arbitrary and it has been considered as
. Therefore, Eq. 94 can be rewritten as:
And, in addition, Eq. 91 becomes:
This author’s paper has not been able to find the analytical solution of Eq. 100. Therefore, at this point the numerical approach is necessary to be taken. This numerical approach needs of the system Planck constant value and of the boundary conditions. Several numerical essays with different values provide an adequate value, although strangely it can look like a big value. Besides, the boundary conditions considered have been: , trying to obtain a negative domain for , and , trying that be a maximum, and that as . Therefore, in Eq. 99, , as . These assumptions are confirmed below with the numerical solutions of Eqs. 99 and 100.
In addition, under the hypothesis that the wave function cancels in the two critical points of
, the wave function becomes quantized. On the one hand, if
:
On the other hand, if
:
Subtracting Eq. 102 minus Eq. 101, the condition of quantization arises:
Note in Eq. 103 that
due to
, under the
above assumptions and below confirmed. Therefore, in order to compute the
energies, with
, Eq. 103 must be considered jointly the quantized version of Eq. 100 (the boundary conditions are now added):
Once the
energies are obtained, from Eq. 102:
. However,
can be removed due to this term influence does not provide further mathematical information. The substitution in Eq. 99 provides the quantized wave functions:
Note that the must be positive as a consequence that the set be orthonormal, for the scalar product . In other words: . Therefore, , such as it is numerically showed below for the first three negative integers.
In order to compute the quantum dynamics by Eq. 87, the quantum potential must be computed. First of all the modulus of the wave function becomes quantized, that is:
Note in Eq. 105 that the absolute value vanishes due to the quantum potential computation is finally divided by
. Effectively, from Eq. 75 for the present application case:
In the Eq. 107 derivation, the quantized differential equation of Eq. 104 has been taken into account to simplify it. Then, the
q-derivative of
becomes:
Taking into account Eq. 108, Eq. 87 to compute the quantum depending on the any integer
becomes:
Let now present the results. First, the quantized energies have been computed by setting up a C++ program for Eq. 103 plus the phase
of Eq. 105, due to the energies are involved in both equations. This program has used the 4th order Runge-Kutta method to solve the differential equations, such that
is rewritten as a differential equation as
with
. The C++ program includes the condition that the energies
must hold
, with an error bound of 10
-3, for each
considered. The energy outcomes are presented in
Table 1 for the 10 first negative integers.
The numerical results for
,
of Eq. 104, and the corresponding
, are presented in
Figure 2, for the interval
. Note that
and that
as
, which implies that, by Eq. 105,
as
. In addition, as it is showed below numerically,
, therefore
.
Similar patterns to those of
Figure 2 present
and
for the subsequent negative integers. Therefore, from now on, the attention is focused in the wave functions of Eq. 105 and the quantum dynamics provided by Eq. 109 for the three first negative integers. All the results have been obtained from the previous results of
and
in the interval
. Note that the
q-derivative of the quantum potential of Eq. 108 present singularities when
. These singularities represent the fundamental difference between the classical dynamics given by Eq. 1 and the quantum dynamics given by Eq. 109. The way that these singularities are overcome is explained below. To do this, both the wave function and the corresponding quantum dynamics are presented in the following three figures in the same interval
.
Figure 3 presents the normalized wave function
of Eq. 105 jointly the corresponding quantum dynamics
for
of Eq. 109, plotted jointly the
Figure 1 classical dynamics. On the one hand, note that, such as announced above,
, as
. The
constant is computed, as usual, as
. On the other hand, no singularity arises in the quantum dynamics
, at least in the interval
. Therefore, the quantum dynamics
represents a correction of the classical logistics dynamics of
Figure 1 that should be taken into account for empirical studies. However, some singularities do arise in the following two cases.
Figure 4 presents the normalized wave function
of Eq. 105 jointly the corresponding quantum dynamics
for
of Eq. 109, plotted jointly the
Figure 1 classical dynamics. On the one hand note that, such as announced above,
, as
. The
constant is computed, as usual, as
. On the other hand, a singularity arises in the quantum dynamics
in the time
, corresponding to
. It is represented in
Figure 4 with a vertical line. The solution to represent the quantum dynamics in all the overall interval
has been to consider the
characteristic time interval , provided in [
16]. This time represents an approximation for the Energy-Time uncertainty relation, and then it can be interpreted as a time interval for which no information about the quantum dynamics is known. Then, the quantum dynamics is computed first in the interval
with the same initial conditions, and in a second interval
with
and
. Avoiding like this the singularity, the quantum dynamics
represents again a correction of the classical logistics dynamics of
Figure 1 that should be taken into account for empirical studies.
Figure 5 presents the normalized wave function
of Eq. 105 jointly the corresponding quantum dynamics
for
of Eq. 109, represented jointly the
Figure 1 classical dynamics. Again, such as announced above,
, as
. The
constant is computed, as usual, as
. On the other hand, also a singularity arises in the quantum dynamics
in the time
, corresponding to
. It is represented in
Figure 5 with a vertical line. The solution to represent the quantum dynamics in all the overall interval
has been to consider again the
characteristic time interval , provided in [
16], with the meaning mentioned above in the context of
Figure 4. Then, the quantum dynamics is computed first in the interval
with the same initial conditions, and in a second interval
with
and
. Avoiding like this the singularity, the quantum dynamics
represents now a very different periodic kind-pattern, not a correction of the classical logistics dynamics of
Figure 1, which also could be taken into account for empirical studies.
To complete the results presented, note that
,
and
. These outcomes point out that, numerically, it can be asserted that the set
is orthonormal. However, the approximation to the zero value is lesser in the third integral than for the other two first integrals. Note that this outcome is related with density of curves in the same interval
, and then with the number of zeros, of the wave function
in
Figure 5, versus
in
Figure 4 and
in
Figure 3. In fact, subsequent results not here presented support this trend: the density of curves in the same interval
, and then the number of zeros, increase as the quantum integer becomes more negative.
That pattern indicates that, as the quantum integer becomes more negative, the number of singularities increases for the quantum dynamics of Eq. 109. For instance, for
a singularity arises at
, becoming also periodical the dynamics after the singularity; and for
a first singularity arises at
and a second one at
. For this last case, the pattern between the first and second singularity is of growing-kind, while the pattern after the second singularity is also periodical, similar to that of
Figure 5.
The general conclusions of this section can be summarized as:
The system energy is positive and it becomes quantized as a function of the non-zero negative integers, over the hypotheses that the quantum wave vanishes in the critical points of the logistic function.
Table 1 shows these energy outcomes.
The set of quantized wave functions given by Eqs. 104 and 105, , define an orthonormal set of functions, i.e., .
It is expectable that, as the quantum integer becomes more negative, the density of curves of by Eq. 105 increases in the all the domain , as well as the number of zeros in the same interval.
As a consequence of item 3, it is also expectable that, as the quantum integer becomes more negative, the number of singularities will increase in the time interval of prediction for the quantum dynamics given by Eq. 109.
As a consequence of item 4, the conception of quantum trajectory given by Eq. 109 becomes radically different from the classical trajectory given by Eq. 85. The growth of singularities as the negative integers become more negative seems to be the key point of this radical difference.
In addition, a general conclusion is that a fundamental objective of research must be to study if the singularities can be avoided. Avoiding the singularities will allow a better comparing between classical and quantum dynamics, such as
Figure 3 provides. However, on the other hand, the singularities could be unavoidable under the quantization hypotheses stated and other quantization hypotheses should be instead stated. Note that these quantization hypotheses provided in Eqs. 99 and 100 have been
and
, but other hypotheses could provide a quantum dynamics that avoids the singularities. Besides, although the quantization hypotheses
and
maintain, the boundary conditions
and
in Eq. 104 could be different, in order to avoid the singularities.
Finally, the assumption of the system Planck constant as
has been chosen by numerical computations’ convenience. However, finding the way to relate the system Planck constant with other significant constants of other formalisms could be necessary. For instance, in the work [
20], Feigenbaum provides significant constants in the context of the logistic dynamics and similar functions. Then, could the system Planck constant be related with those constants? And, in addition, if the singularities discovered were unavoidable, could they represent also a route to chaos as the integers of the quantum approach become more negative?
Therefore, only in the context of this section, the future research is enormous and it has to be gone on.