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International Journal of Mechanical Engineering and Technology (IJMET)
Volume 10, Issue 01, January 2019, pp. 212–218, Article ID: IJMET_10_01_021
Available online at http://www.iaeme.com/ijmet/issues.asp?JType=IJMET&VType=10&IType=1
ISSN Print: 0976-6340 and ISSN Online: 0976-6359
© IAEME Publication Scopus Indexed
COMPARING OF NUMERICAL SCHEME TO
THE METHODS EULER POLYGON HEUN'S
WITH AN ANALYTICAL METHODS
Ali Fahem Abbas Alowaidi
Educational Directorate Babylon, Ministry of Education, Iraq
Ali Jalal Ali
Educational Directorate Kirkuk, Ministry of Education, Iraq
ABSTRACT
This paper describes the evaluation on numerical confusion over ternary regular
finite equations about methods. Are rarely used, while the simple Euler’s technique is
popular amongst researchers. We compare four explicit methods: Euler’s, Heun's
methods, and polygon, including the honor analytical, is the accurate answer and
value about external records regarding the simulation. The carelessness within
analytical then numerical are moderate by way of the comparison along half
previously worked. Euler technique has never been good including accordant models,
polygon it turns outdoors in conformity with be the good scheme for much practical
situations. The Heun's constantly prevails polygon method though both are over
advance rule and has the identical scale of h= 0.25.
Key words: Euler Equation; Heun's Equation; Polygon Equation; Analytical
Solutions; Initial Value.
Cite this Article: Ali Fahem Abbas Alowaidi, Ali Jalal Ali, Comparing of Numerical
Scheme to the Methods Euler Polygon Heun's with an Analytical Methods,
International Journal of Mechanical Engineering and Technology 10(1), 2019, pp.
212–218.
http://www.iaeme.com/IJMET/issues.asp?JType=IJMET&VType=10&IType=1
1. INTRODUCTION
With the advent regarding high-speed personal a reduce between the price of laptop assets
within general (1), then numerical strategies pc modeling has ended up a vital section about
the scientific method The third process according to studying physical problems, into culling
regarding the theory among experimental, Methods numerical power according to remedy
differential equations was lengthy into mathematicians then scientist lengthy before the
emergence of modern computers (2). One regarding the oldest or simplest algorithms is
Euler's method, also recognized as much the Euler-Kochi technique then the polygonal
method. Where the virtue regarding x into the end targeted because of show h. Thus, the
native calamity between Euler's techniques is into rule concerning h, as like a result into the
Comparing of Numerical Scheme to the Methods Euler Polygon Heun's with an Analytical Methods
http://www.iaeme.com/IJMET/index.asp 213 editor@iaeme.com
international error on the provision h. Therefore, Euler's algorithm is the forward order. It
requires high exactness using a great algorithm in half instances and absolutely younger
periods h (thus, also many steps) yet increase the volume tale day and rounding errors (3),
The improved model of the Euler technique is obtained by storing ternary phrases In Taylor's
enlargement characteristic as an alternative about two, who offers the second-ranking
Algorithm (4). The accuracy concerning the Euler method can stay similarly accelerated
consisting of Taylor's growth within numerical calculations. In its way, Different numerical
strategies because of fixing a huge extent of issues with special orders on propriety and over a
range of stages of complexity (5). Numerical solutions of normal differential equation ODEs
have an Euler approach and Heun's, The Heun's differential equation (HDE) was introduced
in 1889 by Karl M.W.L. Their methods are present to solve initial value problems, first-order
Euler’s (6), first order Hen's and polygon method. The numerical results show the polygon
method is more convergent then both methods. A new nonlinear adaptive numeric solution for
an ordinary differential equation with initial conditions the main features is to implement
nonlinear polynomial in a neural network-like adaptive frame work (7). There are
comparative studies of numerical methods for the accuracy of the numerical solution is
checked by comparing of the solution for the numerical methods functions and its derivatives
into the obtained finite ordinary differential equations in the last section (8).
The purpose concerning the study is according to compare numerical methods that have
much less linearity to a specific solution about the analytical solution, who is the method
regarding numerical improvement that is, it achieves profitable results.
2. NUMERICAL METHODS
There are much specific numerical techniques in accordance with solve a broad measure
about issues with one-of-a-kind resolution instructions at one of a kind tiers over complexity
(9). For example, Numerical options because of regular deferential equation ODEs with the
differential equation over unique equations, we perform have a simple plan over the Euler
technique then Heun's diagram, polygon diagram because of evaluation together with the
particular answer of the analytical method the use of perfect factor methods, we wish solely
provide 3 numerical methods (10). These numerical methods are also through advice
integration of the analytical along initial value (11).
2.1. Euler's method
Euler method is one of the oldest numerical methods used for integrating the ordinary
differential equation. Thought this method is not used in practice, its understanding will help
us to gain insight into the nature of predictor-corrector methods (12).
Consider the differential equation of first order
( ) ( )
2.2. Heun Method
Euler method is the simplest of all one-step methods. It does not require any differentiation
and is easy to implement on computers. However, its major weakness is large truncation
errors. This is due to its linear character-rustic. Recall that Euler method uses only the first
two terms of the Taylor series. In Euler method, the slope at the beginning of the interval is
used to extrapolate yi to yi+1 over the entire interval (13). Thus
Where m1is the slope at (xi, yi).
Ali Fahem Abbas Alowaidi, Ali Jalal Ali
http://www.iaeme.com/IJMET/index.asp 214 editor@iaeme.com
2.3. Polygon Method
Another modification of Euler method is to use the slope of the function at the estimated
midpoints of (xi, yi) and (xi + 1, yi + 1) to approximate yi + 1. (14) Thus
( ) )
Is the estimated incremental value of y from and can be obtained using Euler's
formula as
( )
Then, equation ( )
( ) ( )
( ( )
Where
( ) And ( )
An Equation above is known as the modified Euler method or improved polygon method.
3. NUMERICAL RESULT
Euler method: Example 1. Solve the Given equation by Euler
( )
Y =f(x, y) = 2x/y. For xo =1, y = 2, h = 0.25
Using Euler method
Y (1) = 2
Y (1.25) = yi+ y0 + hf (x, y)
Y (1.25) = 2 + 0.25 = 3.00
Y (1.50) = 3.0 + 0.25 = 4.2
Y (1.75) = 4.2 + 0.25 = 5.6
Y (2.0) = 5.6 + 0.25 = 7.2
Heun method: Example 2. Solve the equations using heun.
Iteration 1
M1 = = 4.0
Y (1.25) = 2+ 0.25(4.0) = 3.0
M2 = = 4.8
Iteration 2
M1 = = 4.96
Comparing of Numerical Scheme to the Methods Euler Polygon Heun's with an Analytical Methods
http://www.iaeme.com/IJMET/index.asp 215 editor@iaeme.com
Y (1.5) = 3.1 + 0.25(4.96) = 4.34
M2 = = 4.8
Y (1.5) = 3.1 + (4.96 + 5.79) = 4.44
Iteration 3
M1 = = 5.92
Y (1.75) = 4.44 + 0.25(5.92) = 5.92
M2 = = 6.77
Y (1.75) = 4.44 (5.92 + 6.77) = 6.03
Iteration 4
M1 = = 6.89
Y (2.0) = 6.03 + 0.25(6.89) = 7.75
M2 = = 7.75
Table.1 Euler and Heun's result.
X Eularʼs method Heun's method
1.00 2.00 2.00
1.25 3.00 3.10
1.50 4.20 4.44
1.75 5.60 6.03
2.00 7.20 7.86
At first step, Euler and Heun's have same value but from second till fifth step Heun's
distinction over Euler it has less iteration it clear that Heun's the best at this table.
Polygon method: Example 3. Solve the equation using
( )
( ) ( ( )
( )
( ) ( ( )
( )
( ) ( ( )
( )
( ) ( ( )
( )
Analytical solution: Example 4.Solve the equation analytical
Ali Fahem Abbas Alowaidi, Ali Jalal Ali
http://www.iaeme.com/IJMET/index.asp 216 editor@iaeme.com
( )
( )
( )
Table. 2 Heun's and polygon result
Heun's method Polygon method Analytical
2.00 2.00 2.00
3.10 3.11 3.125
4.44 4.47 4.50
6.03 6.07 6.125
7.86 7.94 8.00
Now we compare between Heun's and polygon methods, clear that at first step both
methods have the same value but from the second polygon step to fifth polygon step have
more accuracy than Hen's, it has less iteration from Heun's at this table evidently polygon is
the win method.
Comparing of Numerical Scheme to the Methods Euler Polygon Heun's with an Analytical Methods
http://www.iaeme.com/IJMET/index.asp 217 editor@iaeme.com
Table. 3 The result to exact value of y(x) and the estimated values by both the method are tabulated
below.
X Eularʼs method Heun's method Polygon method Analytical
1.00 2.00 2.00 2.00 2.00
1.25 3.00 3.10 3.11 3.125
1.50 4.20 4.44 4.47 4.50
1.75 5.60 6.03 6.07 6.125
2.00 7.20 7.86 7.94 8.00
The result of Euler, Heuns, polygon, analytical method, it clear polygon is optimum the
best convergent from all methods, have good approximate and less iteration to analytical
result, also has smaller error to analytical from the other numerical methods, get smaller error
with polygon we find the numerical approximate win with a polygon (15).
Figure 1 Comparing of numerical methods with the analytical solution (17)
.
Comparison of results obtained using Euler methods with Hen's. Heuns method is also
summarized for several different cell sizes h = 0.25 Table 1. When x = 1 the results are all.
The methods listed in the table are exactly for each other, a decimal single number. When the
cell size is determined as 0: 1, the results obtained from Heuns are equal to one, Also the
Heun's results are better than Euler, have more accurate to analytical solutions at all stages.
The comparison of the Heuns method with the polygon meets with the polygon only in the
first step, and also with the remaining phases having a decimal error (16), less than one.
Comparison of the last polygon with the real solution of the analytical method at the
confluence at the first step, and in step five differ from six decimal numbers (17). We can see
the accuracy level of all methods shown in Figure 1.
4. CONCLUSIONS
This article was compared with the problem of numerical methods in the ordinary differential
equation (ODE) on the behavior of error of numerical methods, which can be modeled by
numerical comparison. The calculation method of numerical Eller with the help of Heun's
control solution with initial value setting gives acceptable accuracy. This reality has been
demonstrated by three methods: Euler, Hen's, Polygon, and Performance Accuracy in this
article. We note that the approximate analytical solutions for four methods at the confluence
in the first step only with numerical scalar solutions using mathematics and Mathcad are
comparable. It can be performed using programs such as Mathematica, or Matlab. As a result
Ali Fahem Abbas Alowaidi, Ali Jalal Ali
http://www.iaeme.com/IJMET/index.asp 218 editor@iaeme.com
of the calculations, the researchers found that when calculating the numerical methods with
the Heun's in the first step, the accuracy of the task is h = 0.25. This is due to very large
values of derivatives that occur near this point. The Heun's method of converting variables
has been developed, which calculates numerical solutions by polygon method. Therefore, the
numerical values of polygons obtained in confidence in many stages can be supplemented
using comparison with the analytical solution. Get the minimum error from Heun's method of
existing methods, so that both roads converge. Numerical results are accurate because the
numerical solution is close to the exact solution. Heun's algorithm error is less than Euler.
Both Heun's and polygon are advantageous, and a polygon is the winner of analytical results.
REFERENCES
[1] Arnold RD, Wade JP. A definition of systems thinking: A systems approach. In: Procedia
Computer Science. 2015.
[2] Piper AM, Hollan JD. Supporting medical communication for older patients with a shared
touch-screen computer. Int J Med Inform. 2013;
[3] Tai X-C, Hahn J, Chung GJ. A Fast Algorithm for Euler’s Elastica Model Using
Augmented Lagrangian Method. SIAM J Imaging Sci. 2011;
[4] Finkelman P. Introduction: A disastrous decade. Congress and the Crisis of the 1850s.
2012.
[5] Gómez-Tuena A, Straub SM, Zellmer GF. An introduction to orogenic andesites and
crustal growth. Geol Soc London, Spec Publ. 2014;
[6] Cohen JE. Taylor’s power law of fluctuation scaling and the growth-rate theorem. Theor
Popul Biol. 2013;
[7] Tippett MK, Cohen JE. Tornado outbreak variability follows Taylor’s power law of
fluctuation scaling and increases dramatically with severity. Nat Commun. 2016;
[8] Hung K, Tse CH, Cheng SYY. Advertising Research in the Post-WTO Decade in China. J
Advert. 2012;
[9] Hahn BH, Valentine DT. Introduction to Numerical Methods. In: Essential Matlab for
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[12] Makonin S, Ellert B, Bajić I V., Popowich F. Electricity, water, and natural gas
consumption of a residential house in Canada from 2012 to 2014. Sci Data. 2016;
[13] Jang J, Yoo HM, Pfeiffer LN, West KW, Baldwin KW, Ashoori RC. Full momentum- and
energy-resolved spectral function of a 2D electronic system. Science (80- ). 2017;
[14] Gurnis M, Turner M, Zahirovic S, DiCaprio L, Spasojevic S, Müller RD, et al. Plate
tectonic reconstructions with continuously closing plates. Comput Geosci. 2012;
[15] Latimer KJ, Evans JW, Cowell MA, Wright PK. Modeling of Interdigitated Electrodes
and Supercapacitors with Porous Interdigitated Electrodes. J Electrochem Soc. 2017;
[16] Smith JA, Mazumder D, Suthers IM, Taylor MD. To fit or not to fit: Evaluating stable
isotope mixing models using simulated mixing polygons. Methods Ecol Evol. 2013;
[17] Botsch M, Kobelt L, Pauly M, Alliez P, Levy B. Polygon Mesh Processing. Statewide
Agricultural Land Use Baseline 2015. 2010.

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Comparing numerical integration methods for ODE solutions

  • 1. http://www.iaeme.com/IJMET/index.asp 212 editor@iaeme.com International Journal of Mechanical Engineering and Technology (IJMET) Volume 10, Issue 01, January 2019, pp. 212–218, Article ID: IJMET_10_01_021 Available online at http://www.iaeme.com/ijmet/issues.asp?JType=IJMET&VType=10&IType=1 ISSN Print: 0976-6340 and ISSN Online: 0976-6359 © IAEME Publication Scopus Indexed COMPARING OF NUMERICAL SCHEME TO THE METHODS EULER POLYGON HEUN'S WITH AN ANALYTICAL METHODS Ali Fahem Abbas Alowaidi Educational Directorate Babylon, Ministry of Education, Iraq Ali Jalal Ali Educational Directorate Kirkuk, Ministry of Education, Iraq ABSTRACT This paper describes the evaluation on numerical confusion over ternary regular finite equations about methods. Are rarely used, while the simple Euler’s technique is popular amongst researchers. We compare four explicit methods: Euler’s, Heun's methods, and polygon, including the honor analytical, is the accurate answer and value about external records regarding the simulation. The carelessness within analytical then numerical are moderate by way of the comparison along half previously worked. Euler technique has never been good including accordant models, polygon it turns outdoors in conformity with be the good scheme for much practical situations. The Heun's constantly prevails polygon method though both are over advance rule and has the identical scale of h= 0.25. Key words: Euler Equation; Heun's Equation; Polygon Equation; Analytical Solutions; Initial Value. Cite this Article: Ali Fahem Abbas Alowaidi, Ali Jalal Ali, Comparing of Numerical Scheme to the Methods Euler Polygon Heun's with an Analytical Methods, International Journal of Mechanical Engineering and Technology 10(1), 2019, pp. 212–218. http://www.iaeme.com/IJMET/issues.asp?JType=IJMET&VType=10&IType=1 1. INTRODUCTION With the advent regarding high-speed personal a reduce between the price of laptop assets within general (1), then numerical strategies pc modeling has ended up a vital section about the scientific method The third process according to studying physical problems, into culling regarding the theory among experimental, Methods numerical power according to remedy differential equations was lengthy into mathematicians then scientist lengthy before the emergence of modern computers (2). One regarding the oldest or simplest algorithms is Euler's method, also recognized as much the Euler-Kochi technique then the polygonal method. Where the virtue regarding x into the end targeted because of show h. Thus, the native calamity between Euler's techniques is into rule concerning h, as like a result into the
  • 2. Comparing of Numerical Scheme to the Methods Euler Polygon Heun's with an Analytical Methods http://www.iaeme.com/IJMET/index.asp 213 editor@iaeme.com international error on the provision h. Therefore, Euler's algorithm is the forward order. It requires high exactness using a great algorithm in half instances and absolutely younger periods h (thus, also many steps) yet increase the volume tale day and rounding errors (3), The improved model of the Euler technique is obtained by storing ternary phrases In Taylor's enlargement characteristic as an alternative about two, who offers the second-ranking Algorithm (4). The accuracy concerning the Euler method can stay similarly accelerated consisting of Taylor's growth within numerical calculations. In its way, Different numerical strategies because of fixing a huge extent of issues with special orders on propriety and over a range of stages of complexity (5). Numerical solutions of normal differential equation ODEs have an Euler approach and Heun's, The Heun's differential equation (HDE) was introduced in 1889 by Karl M.W.L. Their methods are present to solve initial value problems, first-order Euler’s (6), first order Hen's and polygon method. The numerical results show the polygon method is more convergent then both methods. A new nonlinear adaptive numeric solution for an ordinary differential equation with initial conditions the main features is to implement nonlinear polynomial in a neural network-like adaptive frame work (7). There are comparative studies of numerical methods for the accuracy of the numerical solution is checked by comparing of the solution for the numerical methods functions and its derivatives into the obtained finite ordinary differential equations in the last section (8). The purpose concerning the study is according to compare numerical methods that have much less linearity to a specific solution about the analytical solution, who is the method regarding numerical improvement that is, it achieves profitable results. 2. NUMERICAL METHODS There are much specific numerical techniques in accordance with solve a broad measure about issues with one-of-a-kind resolution instructions at one of a kind tiers over complexity (9). For example, Numerical options because of regular deferential equation ODEs with the differential equation over unique equations, we perform have a simple plan over the Euler technique then Heun's diagram, polygon diagram because of evaluation together with the particular answer of the analytical method the use of perfect factor methods, we wish solely provide 3 numerical methods (10). These numerical methods are also through advice integration of the analytical along initial value (11). 2.1. Euler's method Euler method is one of the oldest numerical methods used for integrating the ordinary differential equation. Thought this method is not used in practice, its understanding will help us to gain insight into the nature of predictor-corrector methods (12). Consider the differential equation of first order ( ) ( ) 2.2. Heun Method Euler method is the simplest of all one-step methods. It does not require any differentiation and is easy to implement on computers. However, its major weakness is large truncation errors. This is due to its linear character-rustic. Recall that Euler method uses only the first two terms of the Taylor series. In Euler method, the slope at the beginning of the interval is used to extrapolate yi to yi+1 over the entire interval (13). Thus Where m1is the slope at (xi, yi).
  • 3. Ali Fahem Abbas Alowaidi, Ali Jalal Ali http://www.iaeme.com/IJMET/index.asp 214 editor@iaeme.com 2.3. Polygon Method Another modification of Euler method is to use the slope of the function at the estimated midpoints of (xi, yi) and (xi + 1, yi + 1) to approximate yi + 1. (14) Thus ( ) ) Is the estimated incremental value of y from and can be obtained using Euler's formula as ( ) Then, equation ( ) ( ) ( ) ( ( ) Where ( ) And ( ) An Equation above is known as the modified Euler method or improved polygon method. 3. NUMERICAL RESULT Euler method: Example 1. Solve the Given equation by Euler ( ) Y =f(x, y) = 2x/y. For xo =1, y = 2, h = 0.25 Using Euler method Y (1) = 2 Y (1.25) = yi+ y0 + hf (x, y) Y (1.25) = 2 + 0.25 = 3.00 Y (1.50) = 3.0 + 0.25 = 4.2 Y (1.75) = 4.2 + 0.25 = 5.6 Y (2.0) = 5.6 + 0.25 = 7.2 Heun method: Example 2. Solve the equations using heun. Iteration 1 M1 = = 4.0 Y (1.25) = 2+ 0.25(4.0) = 3.0 M2 = = 4.8 Iteration 2 M1 = = 4.96
  • 4. Comparing of Numerical Scheme to the Methods Euler Polygon Heun's with an Analytical Methods http://www.iaeme.com/IJMET/index.asp 215 editor@iaeme.com Y (1.5) = 3.1 + 0.25(4.96) = 4.34 M2 = = 4.8 Y (1.5) = 3.1 + (4.96 + 5.79) = 4.44 Iteration 3 M1 = = 5.92 Y (1.75) = 4.44 + 0.25(5.92) = 5.92 M2 = = 6.77 Y (1.75) = 4.44 (5.92 + 6.77) = 6.03 Iteration 4 M1 = = 6.89 Y (2.0) = 6.03 + 0.25(6.89) = 7.75 M2 = = 7.75 Table.1 Euler and Heun's result. X Eularʼs method Heun's method 1.00 2.00 2.00 1.25 3.00 3.10 1.50 4.20 4.44 1.75 5.60 6.03 2.00 7.20 7.86 At first step, Euler and Heun's have same value but from second till fifth step Heun's distinction over Euler it has less iteration it clear that Heun's the best at this table. Polygon method: Example 3. Solve the equation using ( ) ( ) ( ( ) ( ) ( ) ( ( ) ( ) ( ) ( ( ) ( ) ( ) ( ( ) ( ) Analytical solution: Example 4.Solve the equation analytical
  • 5. Ali Fahem Abbas Alowaidi, Ali Jalal Ali http://www.iaeme.com/IJMET/index.asp 216 editor@iaeme.com ( ) ( ) ( ) Table. 2 Heun's and polygon result Heun's method Polygon method Analytical 2.00 2.00 2.00 3.10 3.11 3.125 4.44 4.47 4.50 6.03 6.07 6.125 7.86 7.94 8.00 Now we compare between Heun's and polygon methods, clear that at first step both methods have the same value but from the second polygon step to fifth polygon step have more accuracy than Hen's, it has less iteration from Heun's at this table evidently polygon is the win method.
  • 6. Comparing of Numerical Scheme to the Methods Euler Polygon Heun's with an Analytical Methods http://www.iaeme.com/IJMET/index.asp 217 editor@iaeme.com Table. 3 The result to exact value of y(x) and the estimated values by both the method are tabulated below. X Eularʼs method Heun's method Polygon method Analytical 1.00 2.00 2.00 2.00 2.00 1.25 3.00 3.10 3.11 3.125 1.50 4.20 4.44 4.47 4.50 1.75 5.60 6.03 6.07 6.125 2.00 7.20 7.86 7.94 8.00 The result of Euler, Heuns, polygon, analytical method, it clear polygon is optimum the best convergent from all methods, have good approximate and less iteration to analytical result, also has smaller error to analytical from the other numerical methods, get smaller error with polygon we find the numerical approximate win with a polygon (15). Figure 1 Comparing of numerical methods with the analytical solution (17) . Comparison of results obtained using Euler methods with Hen's. Heuns method is also summarized for several different cell sizes h = 0.25 Table 1. When x = 1 the results are all. The methods listed in the table are exactly for each other, a decimal single number. When the cell size is determined as 0: 1, the results obtained from Heuns are equal to one, Also the Heun's results are better than Euler, have more accurate to analytical solutions at all stages. The comparison of the Heuns method with the polygon meets with the polygon only in the first step, and also with the remaining phases having a decimal error (16), less than one. Comparison of the last polygon with the real solution of the analytical method at the confluence at the first step, and in step five differ from six decimal numbers (17). We can see the accuracy level of all methods shown in Figure 1. 4. CONCLUSIONS This article was compared with the problem of numerical methods in the ordinary differential equation (ODE) on the behavior of error of numerical methods, which can be modeled by numerical comparison. The calculation method of numerical Eller with the help of Heun's control solution with initial value setting gives acceptable accuracy. This reality has been demonstrated by three methods: Euler, Hen's, Polygon, and Performance Accuracy in this article. We note that the approximate analytical solutions for four methods at the confluence in the first step only with numerical scalar solutions using mathematics and Mathcad are comparable. It can be performed using programs such as Mathematica, or Matlab. As a result
  • 7. Ali Fahem Abbas Alowaidi, Ali Jalal Ali http://www.iaeme.com/IJMET/index.asp 218 editor@iaeme.com of the calculations, the researchers found that when calculating the numerical methods with the Heun's in the first step, the accuracy of the task is h = 0.25. This is due to very large values of derivatives that occur near this point. The Heun's method of converting variables has been developed, which calculates numerical solutions by polygon method. Therefore, the numerical values of polygons obtained in confidence in many stages can be supplemented using comparison with the analytical solution. Get the minimum error from Heun's method of existing methods, so that both roads converge. Numerical results are accurate because the numerical solution is close to the exact solution. Heun's algorithm error is less than Euler. Both Heun's and polygon are advantageous, and a polygon is the winner of analytical results. REFERENCES [1] Arnold RD, Wade JP. A definition of systems thinking: A systems approach. In: Procedia Computer Science. 2015. [2] Piper AM, Hollan JD. Supporting medical communication for older patients with a shared touch-screen computer. Int J Med Inform. 2013; [3] Tai X-C, Hahn J, Chung GJ. A Fast Algorithm for Euler’s Elastica Model Using Augmented Lagrangian Method. SIAM J Imaging Sci. 2011; [4] Finkelman P. Introduction: A disastrous decade. Congress and the Crisis of the 1850s. 2012. [5] Gómez-Tuena A, Straub SM, Zellmer GF. An introduction to orogenic andesites and crustal growth. Geol Soc London, Spec Publ. 2014; [6] Cohen JE. Taylor’s power law of fluctuation scaling and the growth-rate theorem. Theor Popul Biol. 2013; [7] Tippett MK, Cohen JE. Tornado outbreak variability follows Taylor’s power law of fluctuation scaling and increases dramatically with severity. Nat Commun. 2016; [8] Hung K, Tse CH, Cheng SYY. Advertising Research in the Post-WTO Decade in China. J Advert. 2012; [9] Hahn BH, Valentine DT. Introduction to Numerical Methods. In: Essential Matlab for Engineers and Scientists. 2013. [10] Li C, Chen A. Numerical methods for fractional partial differential equations. International Journal of Computer Mathematics. 2018. [11] Yang WY, Cao W, Chung TS, Morris J. Applied Numerical Methods Using MATLAB®. Applied Numerical Methods Using MATLAB®. 2005. [12] Makonin S, Ellert B, Bajić I V., Popowich F. Electricity, water, and natural gas consumption of a residential house in Canada from 2012 to 2014. Sci Data. 2016; [13] Jang J, Yoo HM, Pfeiffer LN, West KW, Baldwin KW, Ashoori RC. Full momentum- and energy-resolved spectral function of a 2D electronic system. Science (80- ). 2017; [14] Gurnis M, Turner M, Zahirovic S, DiCaprio L, Spasojevic S, Müller RD, et al. Plate tectonic reconstructions with continuously closing plates. Comput Geosci. 2012; [15] Latimer KJ, Evans JW, Cowell MA, Wright PK. Modeling of Interdigitated Electrodes and Supercapacitors with Porous Interdigitated Electrodes. J Electrochem Soc. 2017; [16] Smith JA, Mazumder D, Suthers IM, Taylor MD. To fit or not to fit: Evaluating stable isotope mixing models using simulated mixing polygons. Methods Ecol Evol. 2013; [17] Botsch M, Kobelt L, Pauly M, Alliez P, Levy B. Polygon Mesh Processing. Statewide Agricultural Land Use Baseline 2015. 2010.