Application of Functional Operators with Shift to the Study of Renewable Systems When the Reproductive Process Is Described by Integrals with Degenerate Kernels ()
1. Introduction
A great number of works are dedicated to systems with renewable resources, for example [1-3]. The base of the mathematical apparatus consists of differential equations in which the sought for function is dependent on time.
Our approach presupposes discretization of the processes with respect to time. In essence, we move away from the continuous tracking of changes in the system, which is to say, from a continuous time variable. A special attention is given to a detailed study of the dependence of the group parameter on the individual parameter. One example of this dependence would be the distribution of the quantity of organisms by weight in the population under consideration. For us, not only the total weight of organisms is important, but also the number of organisms of a given weight present in the system at sample time-points.
In this work, a study of the evolution of systems with one renewable resource is presented. Cyclic model, where the initial state of the system coincides with the final state, is investigated. Separation of the individual parameter and the group parameter, and discretization of time lead us to functional equations with shift [4-6]. The theory of linear functional operators with shift is the adequate mathematical instrument for the investigation of such systems.
An essential difference between this work and [7] is a description of the reproductive process as an integral term with degenerate kernel.
The balance equation of the cyclic model represents a lineal functional operator with shift and an integral term with degenerate kernel. Conditions of invertibility for the operator in Hölder spaces with weight are obtained. The structure of the inverse operator is indicated.
For solving the functional balance equation with shift and the integral term with degenerate kernel in the weighted Hölder spaces the Fredholm method [8,9] is proposed. We find the equilibrium state of the system.
The cyclic model is useful for the investigation of different economic and ecological problems.
2. Cyclic Model with the Reproduction Term Taking as Integrals with Degenerate Kernels
Now, we, briefly, repeat some parts of the construction of the cyclic model from [7].
Let S be a system with a resource ¸ and let T be a time interval. The choice of T is related to periodic processes taking place in the system and to human interferences.
Let the resource ¸ have a set of values of the individual parameter ![](https://www.scirp.org/html/3-7401773\336765f0-2d47-4882-8d3e-a042aea77ed0.jpg)
![](https://www.scirp.org/html/3-7401773\7bfa92f9-732d-4b6a-b4e3-edfd2ff2147e.jpg)
where n is a number.
We introduce the group parameter by a function
which expresses a quantitative estimate of the resource¸ with the individual parameter
at the time
.
Let us consider an example: the system with a fish resource
. The weight is the individual parameter of the resource
; x1 = 100 gr, x2 = 200 gr,∙∙∙, x100 = 10,000 gr are the values of this individual parameter. The number of fish with a fixed weight
is the group parameter
. The function
is the number of fish of the weight
at the time
.
Let
be the initial time and S the system under consideration.
As in our previous work [7], on modeling the system, we will hold the following principles:
1) The description of changes that occur on the interval
will be substituted by the fixing of the final results at the moment
;
2) The separation of parameters into individual parameters, group parameters and the study of dependence of group parameters from individual parameters.
The initial state of the system S at time
is represented as density functions of a distribution of the group parameter by the individual parameter
.
We will now analyze the system’s evolution. In the course of time, the elements of the system can change their individual parameter—e.g. fish can change their weight and length.
Modifications in the distribution of the group parameters by the individual parameters are represented by a displacement. The state of the system
at the time is:
(1)
In [7], the appearance of derivatives in relation (1) was explained. Over the period
, extractions might be taken from the system as a result of human economic activity; these are represented by a summand
. If an artificial entrance of elements into the system has taken place, it shall be accounted for by adding a term
.
We take natural mortality into account with a coefficient
.
This work significantly differs from [7] by the inclusion of a description of the reproductive process in the form of an integral with degenerate kernel.
The process of reproduction will be represented by terms
![](https://www.scirp.org/html/3-7401773\ea4810af-f39f-4b9c-83dc-ffcfa3490138.jpg)
Thereby, the final state of the system at the moment
is described as follows:
(2)
where
![](https://www.scirp.org/html/3-7401773\8288678b-0a94-4750-980e-648c358febac.jpg)
Let our goal be to find the equilibrium state of system
, that is, to find such an initial distribution of the group parameter by the individual parameter
, that after all transformations during the time interval
, it would coincide with the final distribution:
(3)
From here, substituting relation (2) into relation (3), it follows that
(4)
Equation (4) is called an equilibrium proportion or a balance equation. A model is called cyclic if the state of system
at the initial time
coincides with the state of system
at the final
.
The application of principles I and II leads us to functional operators with shift.
We present Equation (4) in the operator form
![](https://www.scirp.org/html/3-7401773\407ded6a-632a-44a9-8408-0eb80f8a488f.jpg)
where
![](https://www.scirp.org/html/3-7401773\79be54e7-5b5f-438e-9963-8eac43c9bd05.jpg)
3. Preliminary Information about Weighted Holder Spaces and Invertibility of Functional Operators with Shift
We recall the definition of spaces of Holder functions with weight and the conditions of invertibility for scalar linear functional operators with shift [7].
We consider the operator
(6)
where
is the identity operator and
is the shift operator:
A function
that satisfies the condition on
,
![](https://www.scirp.org/html/3-7401773\e2db7afc-94c2-406f-bb39-50897e3a7c77.jpg)
is called a Holder function with exponent
and constant
on
.
Let
be a potential function which has zeros at the endpoints ![](https://www.scirp.org/html/3-7401773\1ad67078-36d8-4e55-be1d-3460d17f0654.jpg)
![](https://www.scirp.org/html/3-7401773\d0dd5136-2c43-422a-aed7-9653970a5d3e.jpg)
The functions that become Holder functions and turn into zero at the points
after being multiplied by
, form a Banach space. Functions of this space are called Holder functions with weight
:
![](https://www.scirp.org/html/3-7401773\ab72aaab-be17-439d-b326-a9f70a7ab022.jpg)
The norm in the space
is defined by
![](https://www.scirp.org/html/3-7401773\95f0df17-4bfe-42bf-a8e2-5648e8200dec.jpg)
where
![](https://www.scirp.org/html/3-7401773\18dfdd72-3175-444a-aa63-5fb951c9806b.jpg)
and
![](https://www.scirp.org/html/3-7401773\a96052dc-b66b-46bb-ba6b-f7cf0fe47318.jpg)
![](https://www.scirp.org/html/3-7401773\70a3be4e-621d-47cb-b5f1-dcf50da06fd6.jpg)
Let
be a bijective orientation-preserving displacement on
if
then
for any
; and let
have only two fixed points:
and
when ![](https://www.scirp.org/html/3-7401773\b88bdedb-6672-40f0-b780-506718ad829e.jpg)
In addition, let
be a differentiable function and
![](https://www.scirp.org/html/3-7401773\8c42cfa1-772f-4680-a0ad-951d9c474b84.jpg)
We consider the equation
![](https://www.scirp.org/html/3-7401773\5b2f90ea-e1ae-4a8a-a1ea-1c34a4d27649.jpg)
with the operator
where
is the identity operator and
is the shift operator:
![](https://www.scirp.org/html/3-7401773\4df28b84-7ccf-4682-8630-6df54345f41f.jpg)
Let functions
from the operator
belong to ![](https://www.scirp.org/html/3-7401773\c0349338-5e10-4e51-8d29-77c768714732.jpg)
Theorem 1.
Operator
, acting in the Banach space
is invertible if the following condition is fulfilled:
![](https://www.scirp.org/html/3-7401773\8921bbbf-757d-4f36-b6ad-b80fe2aceed9.jpg)
where the function
is defined by:
when
![](https://www.scirp.org/html/3-7401773\a473c2e8-63e2-47e2-84a3-616f78c590a8.jpg)
and
;
when
![](https://www.scirp.org/html/3-7401773\6fbb69b2-0416-4719-aef5-cd97c01f34cf.jpg)
and
![](https://www.scirp.org/html/3-7401773\f23fcf01-c087-476e-979d-fb7d0e2d758a.jpg)
0 in other cases.
Corollary 1.
If the following condition is fulfilled:
![](https://www.scirp.org/html/3-7401773\aab8be1a-70b9-4b4c-91b6-070824fb8fd2.jpg)
then the operator
![](https://www.scirp.org/html/3-7401773\e1a10ade-ef4c-407d-b1e6-cb10d51fd84c.jpg)
is invertible in the space
and its inverse operator is
![](https://www.scirp.org/html/3-7401773\7727bb60-fc63-4aa5-9597-95e049c32031.jpg)
where
![](https://www.scirp.org/html/3-7401773\190b23a4-a738-489c-987d-14f9c29cafab.jpg)
and the number
is selected so that
![](https://www.scirp.org/html/3-7401773\92edee8e-c853-4fae-831c-5097051afd7c.jpg)
4. Analysis of Solvability of the Balance Equation and Finding the Equilibrium State of System S
We return to the system
, considered in Section 2. We find the equilibrium state of the system in which the initial distribution of the group parameters by the individual parameters
coincide with the final distribution, after all transformations during the time interval ![](https://www.scirp.org/html/3-7401773\0c0f7573-29ad-4c3b-8c5a-0d16607034c7.jpg)
Rewrite the balance Equation (4) of the cyclic model for system
in the form
(5)
where
![](https://www.scirp.org/html/3-7401773\8d9b2d4b-3bed-4418-b91a-41a5e8581f2d.jpg)
and
![](https://www.scirp.org/html/3-7401773\70cb9f7b-024a-445f-868b-9f3306a0199b.jpg)
Let us study the model in the space of Holder class functions with weight ![](https://www.scirp.org/html/3-7401773\b7b6f4f6-5b57-47c1-8e4c-2ab7266dbd69.jpg)
![](https://www.scirp.org/html/3-7401773\f1008a3b-d5d8-47cf-a446-00f68ff430c8.jpg)
considering conditions of invertibility of operator
fulfilled:
![](https://www.scirp.org/html/3-7401773\1a781ab0-a498-4357-82e6-d7957ecba49c.jpg)
Additionally, let us consider as known the integer positive constants
for which the following inequalities are fulfilled:
![](https://www.scirp.org/html/3-7401773\daaacc20-4029-437b-a815-8aed96c19a36.jpg)
where
![](https://www.scirp.org/html/3-7401773\0b7b0745-3215-45aa-882f-3e719467ceb3.jpg)
From Theorem 1 and Corollary from Section 3, operators inverse to operators
is:
![](https://www.scirp.org/html/3-7401773\df197b99-0510-4528-9764-95fff90183c4.jpg)
For solving Equation (5), let us use the idea for solution of integral equations of Fredholm of the second type with degenerate kernel. First, let us apply on the left side operator
to Equation (5); we have obtained
(6)
We remind
![](https://www.scirp.org/html/3-7401773\38d35f50-38eb-4025-8e81-f0819a7f275e.jpg)
Having multiplied by
Equation (6)
![](https://www.scirp.org/html/3-7401773\1ecdbef4-1916-49e1-b0bb-b1b01104a7ea.jpg)
and having integrated over interval
corresponding to constants ![](https://www.scirp.org/html/3-7401773\2f2d3b13-a8e0-4196-bdcc-39c312526297.jpg)
![](https://www.scirp.org/html/3-7401773\a0c5f4a3-0869-4896-9ee2-a8a162ac4a38.jpg)
we obtain a system of linear
algebraic equations with the same number of unknowns ![](https://www.scirp.org/html/3-7401773\3cac35fd-88b1-4689-a938-42884aab5c6a.jpg)
![](https://www.scirp.org/html/3-7401773\087e6af3-e3ab-44c6-b195-4fb4197c09ca.jpg)
where
.
We write the system in the matrix form
where vector
has
components
![](https://www.scirp.org/html/3-7401773\24b71f2f-1d99-4942-a6ad-1c22535206fb.jpg)
unknown vector
consists of components
and the matrix
is
![](https://www.scirp.org/html/3-7401773\da2314b0-c470-49d2-ac36-253a612c2bb1.jpg)
Let us assume that the determinant of this system is different from zero,
. Vector
can be calculated using known formulas or algorithms. After finding the components
, we write the solution of the balance system (6). Thus, we have found the equilibrium state of the system to which it returns after the time interval
:
![](https://www.scirp.org/html/3-7401773\7dbfc7d7-3a0d-4d29-b68d-67bb870f9247.jpg)
NOTES