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Tomantschger Kurt W1
*, Petrović Dragan V2
and Radojević Rade L2
1
Graz University of Technology, Institute of Analysis, Austria
2
University of Belgrade, Faculty of Agriculture, Institute for Agricultural Engineering, Belgrade-Zemun, Serbia
*Corresponding author: Tomantschger Kurt W, Graz University of Technology, Institute of Analysis and Number Theory, Steyrergasse 30, 8010 Graz,
Austria, Email:
Submission: September 11, 2018; Published: October 16, 2018
Determination of the Probability Size Distribution
of Solid Particles in a Technical Water
Introduction
Heat, which can be used no more, is dissipated in many facto-
ries. Since water has a high heat absorption capacity, the heat trans-
port is usually carried out by means of cooling water. This technical
water is found not only in cooling systems, but also in radiators, etc.
Particles of different sizes appear in such liquids. They also occur
in gases, such as air pollution. So not only the experiments [1,2]
but also the mathematical modeling [3-5] of different processes in
technology and agriculture had been strongly intensived during the
last time. An example of these many processes is the counting of
particles suspersed in a liquid or gaseous medium.
In this paper a diffusion equation which describes the water-
born solid contaminants size distribution in a technical cooling wa-
ter is solved. The solutions are experimentally verified in [1,2].
Diffusion Equation
y = y(x, t) denotes the probability size distribution of waterborn
solid contaminants with the particle diameter x and the time t, t
> 0. Then the differential equation which describes this diffusion
process takes the form
( ) 0xx x txy y yν + − =. (1)
ν is a known positive constant and represents the drift velocity.
For getting an idea of how the solution of this diffusion equation
might look like, equation (1) is simplified. Writing the factor of ν
in the form ( )x xxy and replacing x by a constant k, (1) becomes
0xx tky yν − =. (2)
This is the simplest diffusion equation and possesses the solution
2
1
( , ) exp
42
x
y x t
ktkt νπν
 
= − 
 
. (3)
Since the coefficients of a differential equation also determine the
solution, in (1) this is x, and because (2) is also a parabolic equation
as (1), it can be assumed that the solution of (1) also is of the form
(3). t exists in (1) and (2) only as a derivative. Therefore, it is obvi-
ous that t also appears in the solution of (1) as powers, as in (2). So,
a solution of the form
( , )
n q
p ax t
y x t Ct e= (4)
is supposed. C represents an arbitrary constant. The constants a, n,
p and q are unknown real numbers. a=0, n=0 and q=0 are excluded.
Inserting (4) into the diffusion equation (1) yields the conditional
equation
1 1 2 1 2 1 2
( )n q n q n q
pt aqx t an x t ax tν− − − −
+ = + 	(5)
for the four unknown constants. Since x and t are independent vari-
ables, the coefficients of each power of x and t vanish. Equation (5)
contains four powers of x as well of t. Starting with the comparison
of powers of x it is assumed that at least two powers of x in (5) are
equal. This excludes trivial solutions. Thus, the following three cas-
es are thereby left:
Case 1: n=-1
Mini Review
Evolutions in Mechanical
EngineeringC CRIMSON PUBLISHERS
Wings to the Research
1/3Copyright © All rights are reserved by Tomantschger Kurt W.
Volume 1 - Issue - 3
Abstract
Measuring the size distribution of solid contaminants born by the technical cooling water has an important role. Therefore, in this paper a partial
differential equation which describes the probability size distribution of solid contaminants born by technical cooling water is presented and solved.
It is demonstrated that the differential equation possesses an analytical solution in the form of the Gibbs-Boltzmann distribution function. The fitting
function of probability density function represents a solution of the partial differential equation.
Before evaluation, the sampled water was prepared with filtration equipment. Extracing particles are digitized under scanning microscope. Finally,
the particle sizes of contaminants are measured by digital image analysis technique, incorporated in a special program.
Keywords: Partial differential equation; Waterborn contaminants; Particle size distribution; Probability density function
ISSN: 2640-9690
Evolutions Mech Eng Copyright © Tomantschger Kurt W
2/3
How to cite this article: Tomantschger K W, Petrovic D V, Radojevic R R. Determination of the Probability Size Distribution of Solid Particles in a Technical
Water. Evolutions Mech Eng . 1(3). EME.000514.2018. DOI: 10.31031/EME.2018.01.000514
Volume 1 - Issue - 3
Now (5) has the form
1 1 1 2 2 2 3
0q q q
pt aqt x at x a t xν ν− − − − −
+ − − =.	(6)
Equating the factor of x-1
or x-2
or x-3
to zero yields a=0, which is
useless.
Case 2: n =1/2
In this case (5) is
2
1/2 2 1 1 1/2
0
4 4
q q qa a
t x t pt aqt x
ν ν− − −
+ − − =. (7)
As in Case 1 the factors of x-1/2
and x1/2
yield y=y(t).	
Case 3: n = 1				
Here (5) becomes	
( )1 2 1
0q q q
at pt a at qt xν ν− −
− + − =.(8)
Therefore, the coefficient comparisation with respect to x pro-
vides	
1
0q
at ptν −
− =,	 (9)
2 1
0q q
at qtν −
− =,	(10)
Taking q=-1 from (9) implies p=aν . Substituting q=-1 in (10) the
comparison of powers with respect to t yields aν =-1. This gives a=
1
ν −
− and p=-1. So the solution (4) of the partial differential equa-
tion (1) is
( , ) exp
C x
y x t
t tν
 
= − 
 
. (11)
The Normalization Condition
Making use of the normalization condition
( )
0
, 1 1y x t dx
∞
= =∫
and substituting the solution (11) into this integral yield
1
C
ν
= .
Thus, the final solution
1
( , ) exp
x
y x t
t tν ν
 
= − 
 
(12)
of the diffusion equation is calculated. The papers [1,2] contain the
results of the corresponding experiments in which sizes had been
measured with a microscopic morphometric method.
Experimental Results
This chapter lists some important results, which are given in [1].
The solid contaminants, suspended in a technical water was used in
Tigar Tire company-Pirot, Serbia [6-8]. On the base of experimental
data, the empirical probability density function of particle sizes
is established using non-linear data fitting by using the iterative
algorithm of Levenberg-Marquardt (9), according the exponential
function. The peak value (around 600) of the probability density
function arises at d=0.125mm (125µm). However, for d>0.75mm
(755µm), its value decreases below 10. The smallest evident
particle had equivalent diameter of only 0.036mm (36µm). Fitting
the probability density function of the equivalent diameter d of
solid contaminants, suspended in a technical water, had given
0
1
exp
x
y y
ν ν
 
=+ − 
 
,	 (13)
y0
= constant. This function represents a solution (12) with t = 1.
Remark: Formula (13) represents a Boltzmann distribution
resp. Gibbs-Boltzmann distribution.
Conclusion
General purpose of mathematical modeling of the processes
and operations in modern agriculture is well known and recognized
worldwide. Following the common practice, in the present paper
is presented a partial differential equation model describing
the lateral probability density function of solid particles in a
technical water. The basic goal of approximating an experimentally
determined probability density function with an analytic function
having appropriate shape is to describe a large amount of empirical
data, which are represented by empirical statistical distribution.
Acknowledgements
The investigation published in this paper is a part of the project
“Improvement of the biotechnological procedures as a function of
the rational utilization of energy, agricultural products productivity
and quality increase” supported by the Ministry of Education and
Science of the Republic of Serbia, grant No TR-31051.
References
1.	 Golubović ZZ, Petrović DV, Golubović ZD, Tasiić SJ, Milosavljević MD
(2015) The Size-distribution of solid particles in a technical water. 2nd
International Symposium on Agricultural Engineering, Serbia.
2.	 Tasić SJ, Golubović ZZ, Petrović DV, Golubović ZD (2009) On the appli-
cability of morphometric method for evaluation of the waterborn par-
ticles size distribution, 26th Symposium on Advances in Experimental
Mechanics, Austria.
3.	 Tomantschger KW, Petrović DV, Golubović Z, Trisović n (2012)
Mathematical model for the particle size distribution of a kiesel-
guhr filter granulation. Metalurgia International 17(10): 192-
197.
4.	 Tomantschger KW, Petrović DV, Radojević RL, Golubović Z, Tadić V
(2017) One-dimensional diffusion equation for the particle size distri-
bution of perlite filter granulation. Technical Gazette 24(3): 943-948.
5.	 Petrović DV, Radojević RL, Tomantschger KW, Golubović Z (2012)
The uniformity of wheat seeding over an area and depth. 29th Danu-
bia-Adria-Symposium on Advances in Experimental Mechanics, Univer-
sity of Bel-grade, Serbia pp.166-169..
6.	 Tomantschger KW, Petrović DV, Golubović ZD, Mileusnić ZI (2011) Afri-
can Journal of Agricultural Research 6(18): 4368-4391.
7.	 Petrović DV, Golubović Z, Dajić Z, Tomantschger KW, Radojević RL
(2012) Facta Universitatis, Series: Mechanical Engineering 10(1): 1-6.
8.	 Tomantschger KW, Paunescu D, Petrović DV, Radojević RL, Golubović Z
(2013) Modeling the lateral uniformity of wheat seeding, ISAE-2013,
2nd International Symposium on Agricultural Engineering, University of
Belgrade-Zemun, Serbia, pp. 271-279.
9.	 Seber GAF, Wild CJ (2003) Nonlinear Regression. J Wiley and Sons, USA.
Evolutions Mech Eng Copyright © Tomantschger Kurt W
3/3
How to cite this article: Tomantschger K W, Petrovic D V, Radojevic R R. Determination of the Probability Size Distribution of Solid Particles in a Technical
Water. Evolutions Mech Eng . 1(3). EME.000514.2018. DOI: 10.31031/EME.2018.01.000514
Volume 1 - Issue - 3
For possible submissions Click Here Submit Article
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Determination of the Probability Size Distribution of Solid Particles in a Technical Water_Crimson Publishers

  • 1. Tomantschger Kurt W1 *, Petrović Dragan V2 and Radojević Rade L2 1 Graz University of Technology, Institute of Analysis, Austria 2 University of Belgrade, Faculty of Agriculture, Institute for Agricultural Engineering, Belgrade-Zemun, Serbia *Corresponding author: Tomantschger Kurt W, Graz University of Technology, Institute of Analysis and Number Theory, Steyrergasse 30, 8010 Graz, Austria, Email: Submission: September 11, 2018; Published: October 16, 2018 Determination of the Probability Size Distribution of Solid Particles in a Technical Water Introduction Heat, which can be used no more, is dissipated in many facto- ries. Since water has a high heat absorption capacity, the heat trans- port is usually carried out by means of cooling water. This technical water is found not only in cooling systems, but also in radiators, etc. Particles of different sizes appear in such liquids. They also occur in gases, such as air pollution. So not only the experiments [1,2] but also the mathematical modeling [3-5] of different processes in technology and agriculture had been strongly intensived during the last time. An example of these many processes is the counting of particles suspersed in a liquid or gaseous medium. In this paper a diffusion equation which describes the water- born solid contaminants size distribution in a technical cooling wa- ter is solved. The solutions are experimentally verified in [1,2]. Diffusion Equation y = y(x, t) denotes the probability size distribution of waterborn solid contaminants with the particle diameter x and the time t, t > 0. Then the differential equation which describes this diffusion process takes the form ( ) 0xx x txy y yν + − =. (1) ν is a known positive constant and represents the drift velocity. For getting an idea of how the solution of this diffusion equation might look like, equation (1) is simplified. Writing the factor of ν in the form ( )x xxy and replacing x by a constant k, (1) becomes 0xx tky yν − =. (2) This is the simplest diffusion equation and possesses the solution 2 1 ( , ) exp 42 x y x t ktkt νπν   = −    . (3) Since the coefficients of a differential equation also determine the solution, in (1) this is x, and because (2) is also a parabolic equation as (1), it can be assumed that the solution of (1) also is of the form (3). t exists in (1) and (2) only as a derivative. Therefore, it is obvi- ous that t also appears in the solution of (1) as powers, as in (2). So, a solution of the form ( , ) n q p ax t y x t Ct e= (4) is supposed. C represents an arbitrary constant. The constants a, n, p and q are unknown real numbers. a=0, n=0 and q=0 are excluded. Inserting (4) into the diffusion equation (1) yields the conditional equation 1 1 2 1 2 1 2 ( )n q n q n q pt aqx t an x t ax tν− − − − + = + (5) for the four unknown constants. Since x and t are independent vari- ables, the coefficients of each power of x and t vanish. Equation (5) contains four powers of x as well of t. Starting with the comparison of powers of x it is assumed that at least two powers of x in (5) are equal. This excludes trivial solutions. Thus, the following three cas- es are thereby left: Case 1: n=-1 Mini Review Evolutions in Mechanical EngineeringC CRIMSON PUBLISHERS Wings to the Research 1/3Copyright © All rights are reserved by Tomantschger Kurt W. Volume 1 - Issue - 3 Abstract Measuring the size distribution of solid contaminants born by the technical cooling water has an important role. Therefore, in this paper a partial differential equation which describes the probability size distribution of solid contaminants born by technical cooling water is presented and solved. It is demonstrated that the differential equation possesses an analytical solution in the form of the Gibbs-Boltzmann distribution function. The fitting function of probability density function represents a solution of the partial differential equation. Before evaluation, the sampled water was prepared with filtration equipment. Extracing particles are digitized under scanning microscope. Finally, the particle sizes of contaminants are measured by digital image analysis technique, incorporated in a special program. Keywords: Partial differential equation; Waterborn contaminants; Particle size distribution; Probability density function ISSN: 2640-9690
  • 2. Evolutions Mech Eng Copyright © Tomantschger Kurt W 2/3 How to cite this article: Tomantschger K W, Petrovic D V, Radojevic R R. Determination of the Probability Size Distribution of Solid Particles in a Technical Water. Evolutions Mech Eng . 1(3). EME.000514.2018. DOI: 10.31031/EME.2018.01.000514 Volume 1 - Issue - 3 Now (5) has the form 1 1 1 2 2 2 3 0q q q pt aqt x at x a t xν ν− − − − − + − − =. (6) Equating the factor of x-1 or x-2 or x-3 to zero yields a=0, which is useless. Case 2: n =1/2 In this case (5) is 2 1/2 2 1 1 1/2 0 4 4 q q qa a t x t pt aqt x ν ν− − − + − − =. (7) As in Case 1 the factors of x-1/2 and x1/2 yield y=y(t). Case 3: n = 1 Here (5) becomes ( )1 2 1 0q q q at pt a at qt xν ν− − − + − =.(8) Therefore, the coefficient comparisation with respect to x pro- vides 1 0q at ptν − − =, (9) 2 1 0q q at qtν − − =, (10) Taking q=-1 from (9) implies p=aν . Substituting q=-1 in (10) the comparison of powers with respect to t yields aν =-1. This gives a= 1 ν − − and p=-1. So the solution (4) of the partial differential equa- tion (1) is ( , ) exp C x y x t t tν   = −    . (11) The Normalization Condition Making use of the normalization condition ( ) 0 , 1 1y x t dx ∞ = =∫ and substituting the solution (11) into this integral yield 1 C ν = . Thus, the final solution 1 ( , ) exp x y x t t tν ν   = −    (12) of the diffusion equation is calculated. The papers [1,2] contain the results of the corresponding experiments in which sizes had been measured with a microscopic morphometric method. Experimental Results This chapter lists some important results, which are given in [1]. The solid contaminants, suspended in a technical water was used in Tigar Tire company-Pirot, Serbia [6-8]. On the base of experimental data, the empirical probability density function of particle sizes is established using non-linear data fitting by using the iterative algorithm of Levenberg-Marquardt (9), according the exponential function. The peak value (around 600) of the probability density function arises at d=0.125mm (125µm). However, for d>0.75mm (755µm), its value decreases below 10. The smallest evident particle had equivalent diameter of only 0.036mm (36µm). Fitting the probability density function of the equivalent diameter d of solid contaminants, suspended in a technical water, had given 0 1 exp x y y ν ν   =+ −    , (13) y0 = constant. This function represents a solution (12) with t = 1. Remark: Formula (13) represents a Boltzmann distribution resp. Gibbs-Boltzmann distribution. Conclusion General purpose of mathematical modeling of the processes and operations in modern agriculture is well known and recognized worldwide. Following the common practice, in the present paper is presented a partial differential equation model describing the lateral probability density function of solid particles in a technical water. The basic goal of approximating an experimentally determined probability density function with an analytic function having appropriate shape is to describe a large amount of empirical data, which are represented by empirical statistical distribution. Acknowledgements The investigation published in this paper is a part of the project “Improvement of the biotechnological procedures as a function of the rational utilization of energy, agricultural products productivity and quality increase” supported by the Ministry of Education and Science of the Republic of Serbia, grant No TR-31051. References 1. Golubović ZZ, Petrović DV, Golubović ZD, Tasiić SJ, Milosavljević MD (2015) The Size-distribution of solid particles in a technical water. 2nd International Symposium on Agricultural Engineering, Serbia. 2. Tasić SJ, Golubović ZZ, Petrović DV, Golubović ZD (2009) On the appli- cability of morphometric method for evaluation of the waterborn par- ticles size distribution, 26th Symposium on Advances in Experimental Mechanics, Austria. 3. Tomantschger KW, Petrović DV, Golubović Z, Trisović n (2012) Mathematical model for the particle size distribution of a kiesel- guhr filter granulation. Metalurgia International 17(10): 192- 197. 4. Tomantschger KW, Petrović DV, Radojević RL, Golubović Z, Tadić V (2017) One-dimensional diffusion equation for the particle size distri- bution of perlite filter granulation. Technical Gazette 24(3): 943-948. 5. Petrović DV, Radojević RL, Tomantschger KW, Golubović Z (2012) The uniformity of wheat seeding over an area and depth. 29th Danu- bia-Adria-Symposium on Advances in Experimental Mechanics, Univer- sity of Bel-grade, Serbia pp.166-169.. 6. Tomantschger KW, Petrović DV, Golubović ZD, Mileusnić ZI (2011) Afri- can Journal of Agricultural Research 6(18): 4368-4391. 7. Petrović DV, Golubović Z, Dajić Z, Tomantschger KW, Radojević RL (2012) Facta Universitatis, Series: Mechanical Engineering 10(1): 1-6. 8. Tomantschger KW, Paunescu D, Petrović DV, Radojević RL, Golubović Z (2013) Modeling the lateral uniformity of wheat seeding, ISAE-2013, 2nd International Symposium on Agricultural Engineering, University of Belgrade-Zemun, Serbia, pp. 271-279. 9. Seber GAF, Wild CJ (2003) Nonlinear Regression. J Wiley and Sons, USA.
  • 3. Evolutions Mech Eng Copyright © Tomantschger Kurt W 3/3 How to cite this article: Tomantschger K W, Petrovic D V, Radojevic R R. Determination of the Probability Size Distribution of Solid Particles in a Technical Water. Evolutions Mech Eng . 1(3). EME.000514.2018. DOI: 10.31031/EME.2018.01.000514 Volume 1 - Issue - 3 For possible submissions Click Here Submit Article Creative Commons Attribution 4.0 International License Evolutions in Mechanical Engineering Benefits of Publishing with us • High-level peer review and editorial services • Freely accessible online immediately upon publication • Authors retain the copyright to their work • Licensing it under a Creative Commons license • Visibility through different online platforms