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International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 5 Issue 1, November-December 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD38141 | Volume – 5 | Issue – 1 | November-December 2020 Page 934
Splay-Method of Model Acquisition Assessment
Turapov U. U1, Isroilov U. B2, Raxmatov A. SH3, Egamov S. M3, Isabekov B. I3
1Head of Department, 2PhD, 3Teacher,
1,2Jizzakh Polytechnic Institute, Jizzakh, Uzbekistan
3Pedagogical Institute, Jizzakh, Uzbekistan
How to cite this paper: Turapov U.U|IsroilovU.
B | Raxmatov A. SH | Egamov S. M | Isabekov B. I
"Splay-Method of Model Acquisition
Assessment" Published in International Journal
of Trend in Scientific ResearchandDevelopment
(ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-1,
December 2020, pp.934-936, URL:
www.ijtsrd.com/papers/ijtsrd38141.pdf
Copyright © 2020 by author(s) and
International Journal of Trend in Scientific
Research and Development Journal. This is an
Open Access article
distributed under the
terms of the Creative
Commons Attribution License (CC BY 4.0)
(http://creativecommons.org/licenses/by/4.0)
We know that the study of an object under investigation
using a mathematical model is called modeling. Thepurpose
of modeling will be to determine the properties of the object
under study, to model it and to assessitscondition. Themain
objectives of modeling are:
substantiate the validity of the mathematical
interpretation of the object;
identify functional relationships between model
variables;
compare the strategy of the parties in problematic
situations;
identification of the research object;
model optimization and selection of target function.
Building a model begins with studyingtheobjectandmaking
assumptions about it. To do this, similar model classes are
analyzed and the closest prototype is selected. As a result of
the analysis of prototypes, a logical scheme is constructed
that identifies the properties of the object and allows
experiments. Such a logic circuit is called an object model.
When the mathematical explanations of the model and the
object are consistent, that is, when they are similar, the
results of the study of the properties of the model can be
assessed as model adequacy.
There are several criteria for determining model adequacy
as a result of the application ofmathematical modelingto the
process of objects subject to mathematical laws (e.g., 3-
sigma, residual variance tends to zero, correlation method,
T-criterion student, etc.). As a result of the analysis of these
criteria in the process of model construction, the possibility
of using a new spline method of estimating the adequacy of
the model was confirmed in practice. In assessing the
adequacy of the model, the application of the spline method
to the data obtained from scientific experiments (if given in
tabular or analytical form) determines the bi-coefficient
values and, in the main cases, the ∆-grid spline in the
following order. There are different ways to find the values
of the coefficients: using interpolation and local formulas,
spline grinding, interpolation, the least squares method was
used.
In many cases, in order to simplify the complexity of the
calculation process, the local spline-approximation, some
aspiration value of the spline function, depends on the
approximate values of each piece of the function and affects
the surrounding pieces. . It is possible to determine the level
of the spline regardless of the number of ∆ -net nodes for
computational work of the required size. As a result, there is
a small probability that the accuracy of the approximation
formula is more difficult than building an interpolation
spline method.
It has been proved that the values of the coefficients can be
found using a formula ))(( xfbbi = . By quoting this
formula in accordance with the purpose,it will bepossibleto
organize the evaluation, parallelization and conveying of
computational operations. The formula given below can be
called a K-point. For the secondary spline:
1. Appearance of three-point formula:
( )b f f fi i i i= − + −− +
1
8
101 1 (1)
2. Five-point formula view:
( )2112 128612
64
1
++−− +−+−= iiiiii fffffb (2)
Table 1 below shows the approximation results using the
functional local formulas у=ln (x+1). The last column of the
table shows the results for the “three-point” and “five-point”
formulas of the approximationmethodwitherrors∆1%and
∆ 2%.
In the process of such methods, it isdifficulttodetermine the
boundary regions of the coefficients. The following sources
[1, ..., 18] provide methods for overcoming these difficulties:
1. Precise formulas are used to calculate the coefficientsin
the boundary regions, and as a result, the degree of
accuracy of the approximation process decreases.
2. The application of a series of points results in
experimental data being located outside the signals (if
this is possible).
3. It is recommended to use Newton's secondary
polynomials in the boundary regions, not the spline
method.
IJTSRD38141
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD38141 | Volume – 5 | Issue – 1 | November-December 2020 Page 935
Table 1. Results of approximation of the function y = ln (x + 1) using local formulas
X f(x)
S(x)
Error 3-point ∆ 1% Error 5-point ∆ 2%
3-point 5-point
2.5 1.252 1.245 1.250 0.430 0.124
2.75 1.321 1.311 1.318 0.621 0.187
3 1.386 1.375 1.382 0.683 0.248
3.25 1.447 1.436 1.443 0.683 0.248
3.5 1.500 1.495 1.500 0.31 0.000
3.76 1.560 1.556 1.561 0.248 0.062
4 1.610 1.601 1.605 0.559 0.310
For the third level of the spline method:
3-point formula:
)8(
6
1
11 +− −+−= iiii fffb
(3)
5-point formula:
)105410(
36
1
2112 ++−− +−+−= iiiiii fffffb
(4)
7-point formula:
)12753447512(
216
1
321123 +++−−− −+−+−+−= iiiiiiii fffffffb
(5)
While these formulas maintain their plane, the coefficient values may not depend on the number of points and the location of
the current points at the desired distance.
The results of the approximation of the approximation of the assessment of real diabetes mellitus patients 1 and 2 and the
amount of glucose in healthy blood using the local formulas of the regression method and the spline methodintheassessment
of biochemical analysis are presented in Table 2 [19].
Table 2. Results of a comparison of data from the biochemical orthotoliudin method, regression and spline
method for type 1 and 2 diabetes mellitus and healthy people
№
Biochemical
Orthotoliudin
method, mmol / l
Regression
model value,
mmol / l
Spline method
value, mmmol / l
№
Biochemical
Orthotoliudin
method, mmol / l
Regression
model value,
mmol / l
Spline
method value,
mmmol / l
1 5,0 5,05 5.09 31 7,4 7,34 7.75
2 5,1 5,13 5.16 32 7,5 7,77 7.87
3 5.3 5.22 5.27 33 9,0 9,65 8.85
4 5,2 5,29 5.23 34 8,6 8,87 8.93
5 5,3 5,35 5.42 35 9,5 9,56 10.10
6 5,5 5,52 5.21 36 10,5 10,55 9.62
7 5,0 5,05 5.05 37 8,9 8,90 8.07
8 5,1 5,14 5.17 38 7,8 7,87 9.15
9 5,2 5,50 4.96 39 9,6 9,32 10.8
10 4,9 4,90 5.01 40 11,0 11,43 11.50
11 5,0 5,00 5.16 41 11,5 11,54 12.30
12 5,2 5,20 5.15 42 12,0 11,40 12.40
13 5,0 5,50 5.00 43 13,6 13,23 13.30
14 5,0 5,78 4.99 44 12,6 11,60 12.50
15 5,0 5,76 5.09 45 12,4 12,90 12.10
16 5,1 5,45 5.17 46 11,9 10,90 11.90
17 5,2 5,45 5.07 47 12,0 13,25 12.00
18 5,0 5,65 4.98 48 12,0 12,87 12.40
19 5,0 5,54 5.03 49 12,5 12,00 12.50
20 5,0 5,67 6.05 50 12,4 12,98 12.90
21 6,0 6,90 7.52 51 13,0 13,89 12.70
22 7,5 7,89 7.60 52 12,5 10,89 12.80
23 7,8 8,90 7.42 53 14,0 14,35 12.90
24 6,5 6,99 6.07 54 15,6 15,00 14.70
25 5,9 5,91 7.71 55 14,5 13,55 15.10
26 9,6 9,66 10.00 56 15,0 16,79 14.70
27 10,0 10,50 9.20 57 16,0 15,50 15.70
28 8,9 8,98 8.20 58 13,5 12,20 14.20
29 7,9 7,00 7.53 59 13,5 13,50 13.30
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD38141 | Volume – 5 | Issue – 1 | November-December 2020 Page 936
Figure 1 shows the results of the approximation and the results of the regression model (Table 2) using the “point” local
formulas of the spline method to estimate the approximate real diabetes mellitus type 1.2 and blood glucose levels in healthy
people.
Figure 1. Approximation graph of evaluation using the results of biochemical, regression and spline methods of
1,2 species in QD.
LIST OF REFERENCES
[1] Айфичер, Эммануил С., Джервис, Барри У.
Цифровая обработка сигналов: практический
подход, 2-е издание. Пер. с англ. – М.:
Издательский дом «Вильямс», 2004 г. – 992 с.: ил.
[2] Зайнидинов Х.Н., Рахимов Б.С. Оценки
погрешностей при
[3] приближении функциональных зависимостей
параболическими базисными сплайнами. XVI
международная научная конференция
«Математические методы в технике и
технологиях»(ММТТ-16),Сб.трудов, том.2,секция
2. Санкт-Петербург, 2003. -стр.166-167.
[4] Зайнидинов Х.Н. Параллельно-конвейерная
вычислительная
[5] структура на основе бикубических сплайнов.
Вестник ТГТУ, Ташкент. -2004, № 2., - стр.32-35.
[6] Зайнидинов Х.Н. Методы и средства цифровой
обработки сигналов в
[7] кусочно-полиномиальных базисах. Монография.
Академия Государственного управления при
Президенте РУз. – Т.:“Fanvatehnologiya”,2014.,192
с.
[8] ЗайнидиновХ.Н.,ТураповУ.У.,МаллаевО.У.Сплайн
функция -UZ.
[9] //Агенство по интеллектуальной собственности
Республики Узбекистан №. DGU 2018 0411
Регистрационнныйномерзаявки № DGU
05452.Дата поступлениядокументов17.05.2018г.
[10] Turopov U.O’.,Qarshiboev N.А. Avtomatednon-
invasiveglucometersustembasedoninnovativeapproac
hes. Scaintificresearchofthe SCO countries:
synergyandintegration.
MaterialsoftheInternationalConference. May 16-17.
Beijing, China 2019.153-157 pp.
[11] Турапов У.ЎУ., Саурбоев А., Гулиев
А.А.Усовершенствованиянеинвазивногоглюкомет
ра на основе инновационных
подходов.«Актуальные вопросы
документоведения и информационной
деятельности:теориииинновации»МАТЕРИАЛЫ
V Международной научно-практической
конференции студентов, аспирантов и молодых
ученых. Одесса, 27-29 март. 2019 г. 310-315 ст.
[12] Turapov U.U., Isroilov U.B., Guliev A.A., Muldanov F.R.
Non-invasive Glucometer of Avtomatic Measurement
of the GlucozeLebel in Blood. International Journal of
Engineering and Advanced Technology(IJEAT).ISSN:
2249-8958.Volime 9. Issue-3, February 2020/. 3331-
3335 pp.

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Splay Method of Model Acquisition Assessment

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 5 Issue 1, November-December 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD38141 | Volume – 5 | Issue – 1 | November-December 2020 Page 934 Splay-Method of Model Acquisition Assessment Turapov U. U1, Isroilov U. B2, Raxmatov A. SH3, Egamov S. M3, Isabekov B. I3 1Head of Department, 2PhD, 3Teacher, 1,2Jizzakh Polytechnic Institute, Jizzakh, Uzbekistan 3Pedagogical Institute, Jizzakh, Uzbekistan How to cite this paper: Turapov U.U|IsroilovU. B | Raxmatov A. SH | Egamov S. M | Isabekov B. I "Splay-Method of Model Acquisition Assessment" Published in International Journal of Trend in Scientific ResearchandDevelopment (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-1, December 2020, pp.934-936, URL: www.ijtsrd.com/papers/ijtsrd38141.pdf Copyright © 2020 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0) We know that the study of an object under investigation using a mathematical model is called modeling. Thepurpose of modeling will be to determine the properties of the object under study, to model it and to assessitscondition. Themain objectives of modeling are: substantiate the validity of the mathematical interpretation of the object; identify functional relationships between model variables; compare the strategy of the parties in problematic situations; identification of the research object; model optimization and selection of target function. Building a model begins with studyingtheobjectandmaking assumptions about it. To do this, similar model classes are analyzed and the closest prototype is selected. As a result of the analysis of prototypes, a logical scheme is constructed that identifies the properties of the object and allows experiments. Such a logic circuit is called an object model. When the mathematical explanations of the model and the object are consistent, that is, when they are similar, the results of the study of the properties of the model can be assessed as model adequacy. There are several criteria for determining model adequacy as a result of the application ofmathematical modelingto the process of objects subject to mathematical laws (e.g., 3- sigma, residual variance tends to zero, correlation method, T-criterion student, etc.). As a result of the analysis of these criteria in the process of model construction, the possibility of using a new spline method of estimating the adequacy of the model was confirmed in practice. In assessing the adequacy of the model, the application of the spline method to the data obtained from scientific experiments (if given in tabular or analytical form) determines the bi-coefficient values and, in the main cases, the ∆-grid spline in the following order. There are different ways to find the values of the coefficients: using interpolation and local formulas, spline grinding, interpolation, the least squares method was used. In many cases, in order to simplify the complexity of the calculation process, the local spline-approximation, some aspiration value of the spline function, depends on the approximate values of each piece of the function and affects the surrounding pieces. . It is possible to determine the level of the spline regardless of the number of ∆ -net nodes for computational work of the required size. As a result, there is a small probability that the accuracy of the approximation formula is more difficult than building an interpolation spline method. It has been proved that the values of the coefficients can be found using a formula ))(( xfbbi = . By quoting this formula in accordance with the purpose,it will bepossibleto organize the evaluation, parallelization and conveying of computational operations. The formula given below can be called a K-point. For the secondary spline: 1. Appearance of three-point formula: ( )b f f fi i i i= − + −− + 1 8 101 1 (1) 2. Five-point formula view: ( )2112 128612 64 1 ++−− +−+−= iiiiii fffffb (2) Table 1 below shows the approximation results using the functional local formulas у=ln (x+1). The last column of the table shows the results for the “three-point” and “five-point” formulas of the approximationmethodwitherrors∆1%and ∆ 2%. In the process of such methods, it isdifficulttodetermine the boundary regions of the coefficients. The following sources [1, ..., 18] provide methods for overcoming these difficulties: 1. Precise formulas are used to calculate the coefficientsin the boundary regions, and as a result, the degree of accuracy of the approximation process decreases. 2. The application of a series of points results in experimental data being located outside the signals (if this is possible). 3. It is recommended to use Newton's secondary polynomials in the boundary regions, not the spline method. IJTSRD38141
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD38141 | Volume – 5 | Issue – 1 | November-December 2020 Page 935 Table 1. Results of approximation of the function y = ln (x + 1) using local formulas X f(x) S(x) Error 3-point ∆ 1% Error 5-point ∆ 2% 3-point 5-point 2.5 1.252 1.245 1.250 0.430 0.124 2.75 1.321 1.311 1.318 0.621 0.187 3 1.386 1.375 1.382 0.683 0.248 3.25 1.447 1.436 1.443 0.683 0.248 3.5 1.500 1.495 1.500 0.31 0.000 3.76 1.560 1.556 1.561 0.248 0.062 4 1.610 1.601 1.605 0.559 0.310 For the third level of the spline method: 3-point formula: )8( 6 1 11 +− −+−= iiii fffb (3) 5-point formula: )105410( 36 1 2112 ++−− +−+−= iiiiii fffffb (4) 7-point formula: )12753447512( 216 1 321123 +++−−− −+−+−+−= iiiiiiii fffffffb (5) While these formulas maintain their plane, the coefficient values may not depend on the number of points and the location of the current points at the desired distance. The results of the approximation of the approximation of the assessment of real diabetes mellitus patients 1 and 2 and the amount of glucose in healthy blood using the local formulas of the regression method and the spline methodintheassessment of biochemical analysis are presented in Table 2 [19]. Table 2. Results of a comparison of data from the biochemical orthotoliudin method, regression and spline method for type 1 and 2 diabetes mellitus and healthy people № Biochemical Orthotoliudin method, mmol / l Regression model value, mmol / l Spline method value, mmmol / l № Biochemical Orthotoliudin method, mmol / l Regression model value, mmol / l Spline method value, mmmol / l 1 5,0 5,05 5.09 31 7,4 7,34 7.75 2 5,1 5,13 5.16 32 7,5 7,77 7.87 3 5.3 5.22 5.27 33 9,0 9,65 8.85 4 5,2 5,29 5.23 34 8,6 8,87 8.93 5 5,3 5,35 5.42 35 9,5 9,56 10.10 6 5,5 5,52 5.21 36 10,5 10,55 9.62 7 5,0 5,05 5.05 37 8,9 8,90 8.07 8 5,1 5,14 5.17 38 7,8 7,87 9.15 9 5,2 5,50 4.96 39 9,6 9,32 10.8 10 4,9 4,90 5.01 40 11,0 11,43 11.50 11 5,0 5,00 5.16 41 11,5 11,54 12.30 12 5,2 5,20 5.15 42 12,0 11,40 12.40 13 5,0 5,50 5.00 43 13,6 13,23 13.30 14 5,0 5,78 4.99 44 12,6 11,60 12.50 15 5,0 5,76 5.09 45 12,4 12,90 12.10 16 5,1 5,45 5.17 46 11,9 10,90 11.90 17 5,2 5,45 5.07 47 12,0 13,25 12.00 18 5,0 5,65 4.98 48 12,0 12,87 12.40 19 5,0 5,54 5.03 49 12,5 12,00 12.50 20 5,0 5,67 6.05 50 12,4 12,98 12.90 21 6,0 6,90 7.52 51 13,0 13,89 12.70 22 7,5 7,89 7.60 52 12,5 10,89 12.80 23 7,8 8,90 7.42 53 14,0 14,35 12.90 24 6,5 6,99 6.07 54 15,6 15,00 14.70 25 5,9 5,91 7.71 55 14,5 13,55 15.10 26 9,6 9,66 10.00 56 15,0 16,79 14.70 27 10,0 10,50 9.20 57 16,0 15,50 15.70 28 8,9 8,98 8.20 58 13,5 12,20 14.20 29 7,9 7,00 7.53 59 13,5 13,50 13.30
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD38141 | Volume – 5 | Issue – 1 | November-December 2020 Page 936 Figure 1 shows the results of the approximation and the results of the regression model (Table 2) using the “point” local formulas of the spline method to estimate the approximate real diabetes mellitus type 1.2 and blood glucose levels in healthy people. Figure 1. Approximation graph of evaluation using the results of biochemical, regression and spline methods of 1,2 species in QD. LIST OF REFERENCES [1] Айфичер, Эммануил С., Джервис, Барри У. Цифровая обработка сигналов: практический подход, 2-е издание. Пер. с англ. – М.: Издательский дом «Вильямс», 2004 г. – 992 с.: ил. [2] Зайнидинов Х.Н., Рахимов Б.С. Оценки погрешностей при [3] приближении функциональных зависимостей параболическими базисными сплайнами. XVI международная научная конференция «Математические методы в технике и технологиях»(ММТТ-16),Сб.трудов, том.2,секция 2. Санкт-Петербург, 2003. -стр.166-167. [4] Зайнидинов Х.Н. Параллельно-конвейерная вычислительная [5] структура на основе бикубических сплайнов. Вестник ТГТУ, Ташкент. -2004, № 2., - стр.32-35. [6] Зайнидинов Х.Н. Методы и средства цифровой обработки сигналов в [7] кусочно-полиномиальных базисах. Монография. Академия Государственного управления при Президенте РУз. – Т.:“Fanvatehnologiya”,2014.,192 с. [8] ЗайнидиновХ.Н.,ТураповУ.У.,МаллаевО.У.Сплайн функция -UZ. [9] //Агенство по интеллектуальной собственности Республики Узбекистан №. DGU 2018 0411 Регистрационнныйномерзаявки № DGU 05452.Дата поступлениядокументов17.05.2018г. [10] Turopov U.O’.,Qarshiboev N.А. Avtomatednon- invasiveglucometersustembasedoninnovativeapproac hes. Scaintificresearchofthe SCO countries: synergyandintegration. MaterialsoftheInternationalConference. May 16-17. Beijing, China 2019.153-157 pp. [11] Турапов У.ЎУ., Саурбоев А., Гулиев А.А.Усовершенствованиянеинвазивногоглюкомет ра на основе инновационных подходов.«Актуальные вопросы документоведения и информационной деятельности:теориииинновации»МАТЕРИАЛЫ V Международной научно-практической конференции студентов, аспирантов и молодых ученых. Одесса, 27-29 март. 2019 г. 310-315 ст. [12] Turapov U.U., Isroilov U.B., Guliev A.A., Muldanov F.R. Non-invasive Glucometer of Avtomatic Measurement of the GlucozeLebel in Blood. International Journal of Engineering and Advanced Technology(IJEAT).ISSN: 2249-8958.Volime 9. Issue-3, February 2020/. 3331- 3335 pp.