Development of machine learning and iterative methods for determining thermophysical parameters of inhomogeneous media and creating a software suite
b.rysbaiuly@iitu.edu.kz
GOAL
Project Goal
To develop methods for determining the set of thermophysical parameters of a multilayer medium by non-destructive testing, to prove the stability and convergence of the developed methods, to carry out measurements to obtain the initial data, and to build and debug a software product for determining all thermophysical parameters of multilayer soil and testing the developed methods.
ABOUT THE PROJECT
Abstract
The thermophysical characteristics of soil change depending on human anthropogenic impact. Without knowledge of these characteristics, rapid forecasting of heat transfer in the soil becomes a difficult task. Therefore, developing methods for calculating all thermophysical parameters of a multilayer medium and automating their determination is a relevant task. Research methodology: the main research method is mathematical and computer modeling and machine learning. The essence of this powerful tool of scientific inquiry consists of three inseparable stages: model – algorithm – program. Therefore, mathematical modeling and machine learning were chosen as the means of achieving the goal.
RESULTS
Scientific Achievements
Software code was developed for determining the thermal conductivity and heat capacity coefficients of a material.
IMPLEMENTATION
Commercialization and Practical Application
The project results can be applied in forecasting the temperature regime of various materials, soils and grounds. The developed software product may be commercialized.
PUBLICATIONS
List of Publications
- Rysbaiuly, B.; Sinitsa, A., Capsoni, A. Analytical Inverse Analysis Methodological Approach for Thermo-Physical Parameters Estimation of Multilayered Medium Terrain with Homogenized Sampled Measurements. Symmetry 2022, 14, 2248. (Scopus percentile 93) DOI: https://doi.org/10.3390/sym14112248
- Rysbaiuly B., Alpar S. Determination of thermophysical characteristics in a nonlinear inverse heat transfer problem. Applied Mathematics and Computation (Scopus percentile 95) DOI https://doi.org/10.1016/j.amc.2022.127656
- B. Rysbaiuly, S.D. Alpar, Experimental Data and the Nonlinear Inverse Problem of Heat Transfer, International Journal of Mathematics and Physics 13, No1 (2022), 4-18p, DOI: https://doi.org/10.26577/ijmph.2022.v13.i1.01
- B. Rysbaiuly, S.D. Alpar, SOLUTION OF A NONLINEAR HEAT TRANSFER PROBLEM BASED ON EXPERIMENTAL DATA, KazNU Bulletin, pp. 4–18, DOI: https://doi.org/10.26577/JMMCS.2022.v114.i2.014
- B. Rysbaiuly, S.D. Alpar, A nonlinear inverse problem of determining thermophysical characteristics (in Russian), Bulletin of the National Engineering Academy of the RK, pp. 148–151, DOI: https://doi.org/10.47533/2020.1606-146X.183
- Rysbaiuly B., Karashbayeva Zh.O., METHODS OF FINDING DIFFUSION AND THERMAL CONDUCTIVITY COEFFICIENTS OF HEAT AND MASS TRANSFER, Bulletin of Abai KazNPU, Physical and Mathematical Sciences Series, No. 2 (78), 2022, pp. 67–68, DOI: https://doi.org/10.51889/2022-2.1728-7901.08
- B. Rysbaiuly, N.E. Mukhametkaliyeva, Iterative Method of Finding All Thermophysical Parameters of a Two-Layer Soil, Journal of Physics: Conference Series, DOI: 10.1088/1742-6596/2224/1/012041
- B. Rysbaiuly, S. Alpar, Nonlinear Inverse Heat Transfer Problem, Journal of Physics: Conference Series, DOI:10.1088/1742-6596/2224/1/012039
- B. Rysbaiuly. Inverse problems of nonlinear heat transfer: monograph (in Russian). Almaty: Kazakh University, 2022, 368 p.
INTELLECTUAL PROPERTY
Patents
- Rysbaiuly B., Ryskeldi M.M., Kulzhanov A.A., Kalimullin A.R. Utility Model Patent No. 5855 "Method for locating radio emission sources using a low-orbit small spacecraft".
TEAM
Research Team
Rysbaiuly Bolatbek, Dr. Phys.-Math. Sci., Professor
IITU JSC, Professor
Scopus ID: 57188996814
Researcher ID: ABE-4186-2021
ORCID: 0000-0001-5167-947X
Alpar Sultan, MSc
IITU JSC, Senior Lecturer, Doctoral Student
Scopus ID: 57249512400
Ydyrys Aizhan Zhumabayevna, PhD
IITU JSC, Assistant Professor
Scopus ID: 57208477171
ResearchGate
Mukhamedkaliyeva Nazerke, MSc
IITU JSC, Senior Lecturer, Doctoral Student
Scopus ID: 57657654400