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информация, язык, интеллект № 3 (77) 2011

информация, язык, интеллект № 3 (77) 2011

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БИОНИКА ИНТЕЛЛЕКТА. <strong>2011</strong>. <strong>№</strong> 3 (<strong>77</strong>). С. 54–59 хНурэ<br />

N<br />

system has only finite number of states (namely, K ),<br />

there exists a positive integer T , for which the conditions<br />

of periodicity hold<br />

Aj( s) = Aj( s+ T ), ∀s ≥ s0,<br />

for some integer s 0 > 0.<br />

It is natural to call a number T the period of the<br />

system. Let us extract the minor<br />

⎛ A1( s) A1( s+ 1) … A1( s+<br />

T −1)<br />

⎞<br />

⎜ ⎟<br />

⎜<br />

A2( s) A2( s+ 1) … A2( s+<br />

T −1)<br />

⎟ (2)<br />

⎜ ⎟<br />

⎜ ⎟<br />

⎝AN( s) AN( s+ 1) … AN( s+<br />

T −1)<br />

⎠<br />

from the matrix (1) ( s ≥ s0),<br />

which gives full description<br />

of the behavior of the system.<br />

Let us introduce a concept of relationships between<br />

components. Let Ω = { − ,0, + } , i. e. the set Ω consists<br />

of three elements. We determine a relationship between<br />

components i A and A j as an entry from the set Ω×Ω<br />

and denote it as Λ ( Ai, Aj) = ( ω1, ω2)<br />

, where ω1 ∈Ω,<br />

ω2 ∈Ω . If Λ ( Ai, Aj) = ( ω1, ω2)<br />

, this means of this relationship<br />

following:<br />

1. If ω1 ={ − } then large values of the component j A<br />

implies decreasing the value of the component A i .<br />

2. If 1 = {0} ω then the value of the component j A<br />

doesn’t influence the value of the component A i .<br />

3. If ω 1 ={ + } then the large values of the component<br />

A j implies increasing the value of the component A i .<br />

The relationship Λ is antisymmetric, i. e. if<br />

Λ ( Ai, Aj) = ( ω1, ω2)<br />

, then Λ ( Aj, Ai) = ( ω2, ω1)<br />

. It is<br />

obvious that all combinations ( ω1, ω 2)<br />

correspond to<br />

relationships (interspecific interactions) of neutralism,<br />

competition, amensalism, predation, commensalism<br />

and mutualism, widely used in ecology and biology. We<br />

assume, that each component A j can have with itself<br />

only following relationships — (0,0) , ( −, − ) and ( + , + ) ,<br />

i. e. symmetric relationships.<br />

Assume that all relationships Λ ( Aj, Ai)<br />

between all<br />

pairs ( Aj, A i)<br />

of components A1, A 2 , … , A N are fixed.<br />

Let us define for each A j the set of components, for<br />

which A j has the relationship ( s, u ), s, u∈Ω, i. e. ( s, u )<br />

is some fixed relationship from the set Ω×Ω<br />

Lj( s, u) ={ Ai | Ω(<br />

Aj, Ai) = ( s, u)}.<br />

The sets L j ( + , + ) , L j ( −, − ) , L j (0,0) can have from<br />

0 to N entries, other sets ( L j ( ω1, ω 2)<br />

, ω1 = ω 2)<br />

can<br />

have from 0 to N − 1 entries. It is convenient to express<br />

relationships by a relationships matrix. If we have N<br />

components A1, A2, … , AN,<br />

the relationships matrix is<br />

called the following table<br />

⎡ A1 A2 … AN⎤<br />

⎢<br />

A1<br />

( ω1, ω1)<br />

⎥<br />

⎢ ⎥<br />

⎢ A2<br />

( ω2, ω1) ( ω2, ω2)<br />

⎥.<br />

⎢ ⎥<br />

⎢ ⎥<br />

⎢<br />

⎣AN ( ωN, ω1) ( ωN, ω2) … ( ωN, ωN)<br />

⎥<br />

⎦<br />

(3)<br />

The relationships above the main diagonal are omitted,<br />

since they are recovered by the relationships below<br />

the diagonal (according to the antisymmetric property).<br />

Let = {1, 2, …,<br />

K}<br />

and Nj( s, u ) is the number of<br />

components in the set Lj( s, u ) , j = 1, 2, … , N . A transition<br />

from the state ( A1( t ) , A2 ( t ) , … , An( t ))T to the<br />

state ( A1( t + 1) , A2 ( t + 1) , … , An( t + 1))T is described<br />

by N transition functions F j . Each function defines<br />

the mapping<br />

Nj( + , + ) + Nj( + ,0) + Nj( + , − ) + Nj( − , + ) + Nj( − ,0) + Nj(<br />

−, −) → .<br />

This mapping in symbolic form may be expressed by<br />

the formula<br />

Aj( t + 1) = Fj( Ak( t) ∈ Lj( + , + ), Ak( t) ∈ Lj(<br />

+ ,0),<br />

Aj( t) ∈ Lk( + , −), Ak( t) ∈Lj( − , + ),<br />

(4)<br />

Ak( t) ∈Lj( −,0), Ak( t) ∈Lj( −, −)), j = 1, 2, …,<br />

N,<br />

where Ak( t) ∈ Lj(<br />

+ , + ) , Ak( t) ∈ Lj(<br />

+ ,0) , … are the values<br />

Ak( t ) of all A k , belonging to L j ( + , + ) , L j ( + ,0) , …<br />

correspondingly.<br />

The transition function, introduced by the above formula,<br />

is quite natural in its structure. The given component<br />

A j is influenced only by those components, which<br />

indeed influence A j , i. e. the components from the sets<br />

L j ( + , ω)<br />

and L j ( − , ω)<br />

for any ω ∈ W .<br />

Now, let us describe types of relationships, inherent<br />

to real biological and ecological systems.<br />

The formula (4) expresses a general form of transition<br />

of the system from the state at the moment t to the<br />

moment t + 1 . for a more detailed description of the<br />

behavior of biological or ecological system, we have to<br />

specify an explicit form of transitional functions, which<br />

express dynamical properties of the system.<br />

We suggest two approaches to such a dynamics,<br />

which are based on concepts of biological interactions.<br />

Let us introduce the following functions defined on<br />

the set <br />

I nc( A) = min{ K, A + 1},<br />

D ec( A) = max{1, A −1}.<br />

first we define a type of relationships, which takes<br />

into account the weighted sum of all Aj( t ) (inclusive<br />

Ai( t ) ) for calculating the value of component A i at the<br />

instant of time t + 1 . We call this type of relationships a<br />

weight functions’ approach. Now, this is the exact definition.<br />

for each j ( j = 1, 2 , … , N ) we introduce a set of<br />

,<br />

functions , 1 ()<br />

s u<br />

ϕ j<br />

〈 〉 ,<br />

⋅ , ,2 ()<br />

s u<br />

ϕ j<br />

〈 〉 〈 s, u〉<br />

⋅ , … , ϕ () ⋅ . These are the<br />

j, Nj functions of interactions of those components, where<br />

A j has relationships ( s, u ) , s ∈ { + , − } , u ∈ W . The<br />

properties of these functions are the following:<br />

1. The functions are defined on the discrete set .<br />

,<br />

2. ϕ j, k ()<br />

〈+ +〉 ,0<br />

⋅ , ϕ j, k ()<br />

〈+ 〉 ,<br />

⋅ , ϕ j, k ()<br />

〈+ −〉 ⋅ are increasing functions.<br />

,<br />

3. ϕ j, k ()<br />

〈− +〉 ,0<br />

⋅ , ϕ j, k ()<br />

〈− 〉 ,<br />

⋅ , ϕ j, k ()<br />

〈− −〉 ⋅ are decreasing functions.<br />

55

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