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International Journal of Civil Engineering and Technology (IJCIET)
Volume 10, Issue 03, March 2019, pp. 330–335, Article ID: IJCIET_10_03_034
Available online at http://www.iaeme.com/ijmet/issues.asp?JType=IJCIET&VType=10&IType=3
ISSN Print: 0976-6308 and ISSN Online: 0976-6316
© IAEME Publication Scopus Indexed
EXPONENTIAL OF LATERAL BRANCHING,
TIP-HYPHA ANASTOMOSIS WITH LOSS
ENERGY
Ali Hussein Shuaa
Assistant Professor, College of Education for Pure Science,
University of Wasit, Republic of Iraq
ABSTRACT
In this paper we will study the biological phenomenon spatially Fungi, after that
Conversion this fungi biological phenomenon to mathematical system as system of
partial differential equations (PDEs). This method saves time, effort and money. Here
we will illustrate the growth of fungi from type Lateral branching, Tip-hypha
anastomosis with Loss Energy like salts or phosphate are feeding on the fungi, this
salts and phosphate are loosed relatively for example maybe zero when the fungi is die
or some relative until consumed all these slates and phosphate this mean complete
relative 100%, that is mean is equal one.
Key words: Lateral tip-hypha, anastomosis and Hyphal.
Cite this Article: Ali Hussein Shuaa, Exponential of Lateral Branching, Tip-Hypha
Anastomosis with Loss Energy, International Journal of Civil Engineering and
Technology 10(3), 2019, pp. 330–335.
http://www.iaeme.com/IJCIET/issues.asp?JType=IJCIET&VType=10&IType=3
1. INTRODUCTION
Leah-Keshed in 1982 denoted that Lateral branching (F), Tip-hypha anastomosis (H) and
Hyphal death (D), that is very clear in this below table (1-1) it is show these types and
illustrate the function of them [5,7,8,9].
Table (1-1): Show branching, biological type, symbol of this type, version and description of these
parameters.
Branching Biological type Symbol Version Parameters
description
Lateral branching F
2 p 
2 is the number of
branches produced per
unit length hypha per
unit time
Exponential of Lateral Branching, Tip-Hypha Anastomosis with Loss Energy
http://www.iaeme.com/IJCIET/index.asp 331 editor@iaeme.com
Tip-hypha
anastomosis
H
2np  
2 is the rate of tip
reconnections per unit
length hypha per unit
time
Hyphal death D
1d p
1 is the loss rate of
hyphal (constant for
hyphal death)
2. MATHEMATICAL MODEL
In this paper, we take the exponential function   n,exp  representing the behavior of the
tip and hyphal. The loss function as salts and phosphate denoted by )( x where
1)(0  x , that is mean if 0)(  x this does not consume the food for the growth of
fungi, but if 1)(  x this consume all the food for the growth of fungi [1,3].
In our work, we will take 1)(  x , that is meaning this install between two types of
fungi; Lateral Branching, Tip-hypha Anastomosisare highest point of consumption energy
(100 %). The model below represents our goal in this paper:















)()),((
)(
,
xnExp
t
nv
t
n
DJ
t


(2-1)
Where: nvJ  is a flux, 1D is hyphal death, nn  22),(  that is dented
above and 1)(  x . Then this is system (2-1) becomes [2, 4, 6]:















1)(
)(
,
22
1
nExp
t
nv
t
n
nv
t



(2-2)
3. NON-DIMENSIONLISION AND STABILITY OF UNIFORM
SOLUTION
Leah-keshet (1982) and Ali H. Shuaa Al-Taie (2011) clear up how can put these parameters
as dimensionless















1))1((
)(
,
nExp
t
n
t
n
dn
t



(3-1)
Where






 2
2



v
Ali Hussein Shuaa
http://www.iaeme.com/IJCIET/index.asp 332 editor@iaeme.com
Parameter is represented number of tip produced per unit hyphal per unit time. d : is
hyphal death and here value of 1d .
From our model (3-1), we find steady states when take:
  nn 0
And on the other side
)1(ln))1((exp(ln
01))1((exp



n
n


That is leads to
)0,0(),(00))1(  nthenn 
And
)1,1(),(10))1(  nthennn 
That is very clear the steady states are )1,1()0,0(),( andn
Therefore we take the Jacobain of these equations








  )1()1(),(
)1(
11
nnn
een
J 

Now, determent the eigenvalues as 2,1; ii
2
411
&
2
411
0
11
2
1
)0,0(),(
















nJ
.















2
1
)1,1(),(
&
1
0
11
nJ
In this case we will take this point )0,0( is saddle point and the point )1,1( stable node
for  positive, see Figure (3-1).
Exponential of Lateral Branching, Tip-Hypha Anastomosis with Loss Energy
http://www.iaeme.com/IJCIET/index.asp 333 editor@iaeme.com
Figure 3.1: The )( n - plane: note that a trajectory connects the saddle point (0, 0) to (1, 1) for
.1,1)(  andx
4. TRAVELING WAVE SOLUTION AND NUMERICAL SOLUTION
In this section we will discuss the traveling wave solution, here we suppose that:
)(),( zPtx  , and )(),( zNtxn  where ctxz  , )(zP and )(zP are density profile and
c rate of propagation of colony edge, )(zP and )(zN non-negative function of z . The
function ),(),,( txntx are traveling wave sand are moves at constant speed c in positive x-
direction, where 0c , 1,1)(  andx to look for traveling wave solution of equations
in x and t in the form (3-1).
dx
dN
dt
dn
dx
dP
c
dt
d
 ,

And
dx
dN
dt
dn

See Edelstein-Kehet, L. (2005), therefore the above equation becomes:
 
 










.1)1((
)1(
1
,
1
nExp
cdz
dN
PN
cdz
d


(4-1)
To determent steady states of above system we get )0,0(),( PN is saddle point and
)1,1( unstable node for c is negative. That help to determent the initial conditions of nand
is the above system (3-1); see Fig (4-1).
Ali Hussein Shuaa
http://www.iaeme.com/IJCIET/index.asp 334 editor@iaeme.com
Figure 4.1: The )(NP - plane: note that a trajectory connects the unstable (1, 1) to saddle point (0, 0)
to for c, 1,1)(  andx
Now, we will solve the above system (1-3) using pdepes code in MATLAB that is clear
the initial condition start from 1 to zero for nand . Figure (4-2) illustrates the behavior for
nand that is very clear the traveling waves are regular for time shows in figure bellow:
Figure (4-2) Solution to the equations ( 3-1 ) with the parameter .1,1)(  andx that clear the
points of stability are )1,1()0,0( and . The time spacing: 50, 60, 70,…,150
Form above figure (4-2) we note the travelling weves solution c are the same in wave for
all time t, that is mean the growth in this biological phonomena for fungi is very good and we
can conclude that these models can succeed in their own growth. Figure (4-3) illustrates the
relation between wave c and number of tip produced per unit hyphal .
Exponential of Lateral Branching, Tip-Hypha Anastomosis with Loss Energy
http://www.iaeme.com/IJCIET/index.asp 335 editor@iaeme.com
Figure (4-2) Relationship between  and wave speed c. for parameter d taken value 1
5. CONCLUSIONS
From the last method mathematically; the equilibrium in positive ),( NP quadrant is such that
0N and 0P implying that wave leave at z is 0N and 0P . There are many
interesting implications of hyphal death. Tip density in interior of the colony is maintained at
a nonzero level. Biologically, this mean that, while old hypha are weeded out, new growth is
continually taking place so that the density level is regulated in the older section colony, as
well as at expanding margin and a new rate constant is added to the parameter set that after
rending the equations dimensionless one parameter remain. Thus, the possibility of
modulating growth is also created. This study can be applied on the other types of branches of
fungi and some type of biological phenomena.
REFERENCES
[1] Boswell, G. P. (2008), modeling mycelia networks in structured environments, Mycol
Res., 112:1015, 1025.
[2] Davidson, F. A. (1998), modeling the qualitative response of fungal mycelia to
heterogeneous environments. J. Theor. Biol., 195:281, 291.
[3] Davidson, F. A. (2007a), Mathematical modeling of mycelia: a question of scale, Fungal
Biol. Rev, 21:30, 41.
[4] Davidson, F. A. (2007b), Mathematical modeling of the form and function of Fungal
mycelian of scale, Fungal Biol. Rev, 21:30, 41
[5] Edelstein-Kehet, L. (2005), Mathematical Models in Biology, Duke University.
[6] Giovanetti, M., Fortuna, P., Citernesi, A., and Morini, S. (2011), the occurrence of
anastomosis formation and nuclear exchange in intact arbuscularmycorrhizal network.
New Phytol, 151:717, 724.187
[7] Jolicoeur, M., Bouchard-Marchand, E., Becard, G., and Perrier, M. (2003), Regulation of
mycorrhizal symbiosis: development of a structured nutritional dual model, Ecol. Model.,
163:247, 267
[8] Leung, A. W., Hou, X., and Li., Y. (2008), Exclusive traveling waves for competitive
reaction-diffusion systems and their stabilities, Journal of Mathematical Analysis and
Applications, 338:902, 924
[9] Murray, J. D. (2002), Mathematical Biology I: An Introduction. New York: Springer

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EXPONENTIAL OF LATERAL BRANCHING, TIP-HYPHA ANASTOMOSIS WITH LOSS ENERGY

  • 1. http://www.iaeme.com/IJCIET/index.asp 330 editor@iaeme.com International Journal of Civil Engineering and Technology (IJCIET) Volume 10, Issue 03, March 2019, pp. 330–335, Article ID: IJCIET_10_03_034 Available online at http://www.iaeme.com/ijmet/issues.asp?JType=IJCIET&VType=10&IType=3 ISSN Print: 0976-6308 and ISSN Online: 0976-6316 © IAEME Publication Scopus Indexed EXPONENTIAL OF LATERAL BRANCHING, TIP-HYPHA ANASTOMOSIS WITH LOSS ENERGY Ali Hussein Shuaa Assistant Professor, College of Education for Pure Science, University of Wasit, Republic of Iraq ABSTRACT In this paper we will study the biological phenomenon spatially Fungi, after that Conversion this fungi biological phenomenon to mathematical system as system of partial differential equations (PDEs). This method saves time, effort and money. Here we will illustrate the growth of fungi from type Lateral branching, Tip-hypha anastomosis with Loss Energy like salts or phosphate are feeding on the fungi, this salts and phosphate are loosed relatively for example maybe zero when the fungi is die or some relative until consumed all these slates and phosphate this mean complete relative 100%, that is mean is equal one. Key words: Lateral tip-hypha, anastomosis and Hyphal. Cite this Article: Ali Hussein Shuaa, Exponential of Lateral Branching, Tip-Hypha Anastomosis with Loss Energy, International Journal of Civil Engineering and Technology 10(3), 2019, pp. 330–335. http://www.iaeme.com/IJCIET/issues.asp?JType=IJCIET&VType=10&IType=3 1. INTRODUCTION Leah-Keshed in 1982 denoted that Lateral branching (F), Tip-hypha anastomosis (H) and Hyphal death (D), that is very clear in this below table (1-1) it is show these types and illustrate the function of them [5,7,8,9]. Table (1-1): Show branching, biological type, symbol of this type, version and description of these parameters. Branching Biological type Symbol Version Parameters description Lateral branching F 2 p  2 is the number of branches produced per unit length hypha per unit time
  • 2. Exponential of Lateral Branching, Tip-Hypha Anastomosis with Loss Energy http://www.iaeme.com/IJCIET/index.asp 331 editor@iaeme.com Tip-hypha anastomosis H 2np   2 is the rate of tip reconnections per unit length hypha per unit time Hyphal death D 1d p 1 is the loss rate of hyphal (constant for hyphal death) 2. MATHEMATICAL MODEL In this paper, we take the exponential function   n,exp  representing the behavior of the tip and hyphal. The loss function as salts and phosphate denoted by )( x where 1)(0  x , that is mean if 0)(  x this does not consume the food for the growth of fungi, but if 1)(  x this consume all the food for the growth of fungi [1,3]. In our work, we will take 1)(  x , that is meaning this install between two types of fungi; Lateral Branching, Tip-hypha Anastomosisare highest point of consumption energy (100 %). The model below represents our goal in this paper:                )()),(( )( , xnExp t nv t n DJ t   (2-1) Where: nvJ  is a flux, 1D is hyphal death, nn  22),(  that is dented above and 1)(  x . Then this is system (2-1) becomes [2, 4, 6]:                1)( )( , 22 1 nExp t nv t n nv t    (2-2) 3. NON-DIMENSIONLISION AND STABILITY OF UNIFORM SOLUTION Leah-keshet (1982) and Ali H. Shuaa Al-Taie (2011) clear up how can put these parameters as dimensionless                1))1(( )( , nExp t n t n dn t    (3-1) Where        2 2    v
  • 3. Ali Hussein Shuaa http://www.iaeme.com/IJCIET/index.asp 332 editor@iaeme.com Parameter is represented number of tip produced per unit hyphal per unit time. d : is hyphal death and here value of 1d . From our model (3-1), we find steady states when take:   nn 0 And on the other side )1(ln))1((exp(ln 01))1((exp    n n   That is leads to )0,0(),(00))1(  nthenn  And )1,1(),(10))1(  nthennn  That is very clear the steady states are )1,1()0,0(),( andn Therefore we take the Jacobain of these equations           )1()1(),( )1( 11 nnn een J   Now, determent the eigenvalues as 2,1; ii 2 411 & 2 411 0 11 2 1 )0,0(),(                 nJ .                2 1 )1,1(),( & 1 0 11 nJ In this case we will take this point )0,0( is saddle point and the point )1,1( stable node for  positive, see Figure (3-1).
  • 4. Exponential of Lateral Branching, Tip-Hypha Anastomosis with Loss Energy http://www.iaeme.com/IJCIET/index.asp 333 editor@iaeme.com Figure 3.1: The )( n - plane: note that a trajectory connects the saddle point (0, 0) to (1, 1) for .1,1)(  andx 4. TRAVELING WAVE SOLUTION AND NUMERICAL SOLUTION In this section we will discuss the traveling wave solution, here we suppose that: )(),( zPtx  , and )(),( zNtxn  where ctxz  , )(zP and )(zP are density profile and c rate of propagation of colony edge, )(zP and )(zN non-negative function of z . The function ),(),,( txntx are traveling wave sand are moves at constant speed c in positive x- direction, where 0c , 1,1)(  andx to look for traveling wave solution of equations in x and t in the form (3-1). dx dN dt dn dx dP c dt d  ,  And dx dN dt dn  See Edelstein-Kehet, L. (2005), therefore the above equation becomes:               .1)1(( )1( 1 , 1 nExp cdz dN PN cdz d   (4-1) To determent steady states of above system we get )0,0(),( PN is saddle point and )1,1( unstable node for c is negative. That help to determent the initial conditions of nand is the above system (3-1); see Fig (4-1).
  • 5. Ali Hussein Shuaa http://www.iaeme.com/IJCIET/index.asp 334 editor@iaeme.com Figure 4.1: The )(NP - plane: note that a trajectory connects the unstable (1, 1) to saddle point (0, 0) to for c, 1,1)(  andx Now, we will solve the above system (1-3) using pdepes code in MATLAB that is clear the initial condition start from 1 to zero for nand . Figure (4-2) illustrates the behavior for nand that is very clear the traveling waves are regular for time shows in figure bellow: Figure (4-2) Solution to the equations ( 3-1 ) with the parameter .1,1)(  andx that clear the points of stability are )1,1()0,0( and . The time spacing: 50, 60, 70,…,150 Form above figure (4-2) we note the travelling weves solution c are the same in wave for all time t, that is mean the growth in this biological phonomena for fungi is very good and we can conclude that these models can succeed in their own growth. Figure (4-3) illustrates the relation between wave c and number of tip produced per unit hyphal .
  • 6. Exponential of Lateral Branching, Tip-Hypha Anastomosis with Loss Energy http://www.iaeme.com/IJCIET/index.asp 335 editor@iaeme.com Figure (4-2) Relationship between  and wave speed c. for parameter d taken value 1 5. CONCLUSIONS From the last method mathematically; the equilibrium in positive ),( NP quadrant is such that 0N and 0P implying that wave leave at z is 0N and 0P . There are many interesting implications of hyphal death. Tip density in interior of the colony is maintained at a nonzero level. Biologically, this mean that, while old hypha are weeded out, new growth is continually taking place so that the density level is regulated in the older section colony, as well as at expanding margin and a new rate constant is added to the parameter set that after rending the equations dimensionless one parameter remain. Thus, the possibility of modulating growth is also created. This study can be applied on the other types of branches of fungi and some type of biological phenomena. REFERENCES [1] Boswell, G. P. (2008), modeling mycelia networks in structured environments, Mycol Res., 112:1015, 1025. [2] Davidson, F. A. (1998), modeling the qualitative response of fungal mycelia to heterogeneous environments. J. Theor. Biol., 195:281, 291. [3] Davidson, F. A. (2007a), Mathematical modeling of mycelia: a question of scale, Fungal Biol. Rev, 21:30, 41. [4] Davidson, F. A. (2007b), Mathematical modeling of the form and function of Fungal mycelian of scale, Fungal Biol. Rev, 21:30, 41 [5] Edelstein-Kehet, L. (2005), Mathematical Models in Biology, Duke University. [6] Giovanetti, M., Fortuna, P., Citernesi, A., and Morini, S. (2011), the occurrence of anastomosis formation and nuclear exchange in intact arbuscularmycorrhizal network. New Phytol, 151:717, 724.187 [7] Jolicoeur, M., Bouchard-Marchand, E., Becard, G., and Perrier, M. (2003), Regulation of mycorrhizal symbiosis: development of a structured nutritional dual model, Ecol. Model., 163:247, 267 [8] Leung, A. W., Hou, X., and Li., Y. (2008), Exclusive traveling waves for competitive reaction-diffusion systems and their stabilities, Journal of Mathematical Analysis and Applications, 338:902, 924 [9] Murray, J. D. (2002), Mathematical Biology I: An Introduction. New York: Springer