PERSPEKTIVNYE MATERIALY
Title
Artificial intelligence in materials science
and modern concrete technologies:
analysis of possibilities and prospects
V. A. Poluektova, M. A. Poluektov
An analysis of current trends and opportunities for the application of artificial intelligence (AI) in materials science and concrete technology, including 3D printing in construction, is presented. The key role of AI in predicting material properties, developing new materials, and quality control is highlighted. By analyzing large volumes of data collected from numerous studies, AI can suggest optimal parameters to achieve desired material properties, thereby reducing costs and increasing production efficiency. Existing rheological models, such as the Bingham-Shvedov model or the Herschel-Bulkley model, describe material behavior based on specific equations and parameters. These models can be useful in predicting concrete properties, especially when data on its component composition is available. However, these models may be limited in their predictive accuracy, particularly for non-standard or novel materials. It has been found that machine learning and neural networks have the potential to provide accurate predictions of rheological and physico-mechanical properties of concrete materials, considering multiple parameters that influence material characteristics, including chemical and mineralogical composition, as well as structural features. The combination of experimental data and AI can successfully optimize compositions and properties during production, reducing costs and research/testing time, and opening new opportunities for researchers and engineers in the field of materials science. Machine learning algorithms such as XGBoost, LightGBM, Catboost, and NGBoost demonstrate high predictive accuracy and have become powerful tools in the design of concrete compositions and innovative technologies. The analysis of Shapley additive explanations (SHAP) allows us to understand which parameters of a concrete mixture have the greatest influence on its characteristics.
Keywords: artificial intelligence, neural networks, machine learning, materials science, additive technologies, 3D concrete printing, optimization, property prediction, innovation.
DOI: 10.30791/1028-978X-2024-1-5-19
Poluektova Valentina — BGTU named after V.G. Shukhov (308012 Belgorod, Kostyukov st, 46), Doctor of Sciences (Eng), associate professor, specialist in the field of chemical modification of dispersed materials and construction compositions. E-mail: val.po@bk.ru.
Poluektov Maxim — BGTU named after V.G. Shukhov (308012 Belgorod, Kostyukov st, 46), student of the Institute of Information Technologies and Control Systems.
Poluektova V.A., Poluektov M.A. Iskusstvennyj intellekt v materialovedenii i sovremennyh tekhnologiyah betonnyh materialov: analiz vozmozhnostej i perspektiv [Artificial intelligence in materials science and modern concrete technologies: analysis of possibilities and prospects]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 5 – 19. DOI: 10.30791/1028-978X-2024-1-5-19
Influence of the structure of Co – Ni – Fe films obtained
by electrochemical deposition on magnetic properties
R. D. Tikhonov, A. A. Cheremisinov, M. R. Tikhonov
An analysis of the crystal structure and composition of Co – Ni – Fe films was carried out and the influence of the deposition rate on the conversion of a weak magnetic field into a magnetic induction dB/dH was established. The presence of oxygen on the surface of the films indicates the porosity of the structure of the Co – Ni – Fe films, which is confirmed by the roughness of the morphology. Electrochemical deposition from a chloride electrolyte showed the possibility of controlling the magnetic properties of films while improving the deposition method. Chloride electrolyte with filtration, additives of boric acid, saccharin and hydrochloric acid at a ratio of concentrations CCo:CNi:CFe= 1: 1: 1 with a temperature of 70 °C provides reproducible electrochemical deposition of Co – Ni – Fe films with low mechanical stresses, with a uniform structure and with a high gain of a weak magnetic field in magnetic induction.
Keywords:Co – Ni – Fe films, electrochemical deposition, chloride electrolyte, crystal structure, composition, roughness.
DOI: 10.30791/1028-978X-2024-1-20-29
Tikhonov Robert — SMC TC (Shokin Square, Bib.1, 124498, Zelenograd, Moscow), PhD (Eng), senior researcher, specialist in the field of electrochemistry of alloy deposition. E-mail: R.Tikhonov@tcen.ru.
Cheremisinov Andrey — SMC TC (Shokin Square, Bib.1, 124498, Zelenograd, Moscow), PhD (Eng), head of laboratory, specialist in the field of microelectronics and microsensory. E-mail: CheremisinovAA@gmail.com.
Tikhonov Мartin — MEET (Shokin Square, Bib.1, 124498, Zelenograd), PhD (Eng), associate professor, specialist in microelectronics technology. Е-mail: KUROTENSHI91@yandex.ru.
Tikhonov R.D., Cheremisinov A.A., Tikhonov M.R. Vliyanie struktury plenok Co – Ni – Fe, poluchennyh elektrohimicheskim osazhdeniem, na magnitnye svojstva [Influence of the structure of Co – Ni – Fe films obtained by electrochemical deposition on magnetic properties]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 20 – 29. DOI: 10.30791/1028-978X-2024-1-20-29
Ceramic based on complex oxide solid solution
of zirconia in tetragonal form
for prosthetic dentistry
L. I. Podzorova, A. A. Il’icheva, N. A. Mikhayilina, O. I. Pen’kova,
O. S. Antonova, I. Yu. Lebedenko, D. A. Shumskaya
The paper deals with physical and mechanical properties of ceramic material containing complex oxide solid solution Zr1–n[YbNd]nO2 and corundum microfase, taking into account aesthetic and strength requirements of clinical practice of prosthetic dentistry. It has been shown that the developed ceramic has a static bending strength of 850 MPa and according to the international standard ISO 6872:2015 “Dentistry – Ceramic materials” belongs to the 4th and 5th class of dental ceramic materials. This makes it possible to use it for the manufacture of not only single crowns, but also four-units dentures of any localization and any type of fixation. The developed ceramics meet the requirements of prosthetic dentistry and color characteristics, have high opacity, which makes it possible to mask the color of supporting structures.
Keywords: phase composition, prosthetic dentistry, high-speed furnaces, strength, color.
DOI: 10.30791/1028-978X-2024-1-30-37
Podzorova Lyudmila — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), PhD, leading researcher, specialist in the field of physico-chemical fundamentals of structural ceramics technology. E-mail: ludpodzorova@gmail.com.
Il’icheva Alla — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), senior researcher, specialist in the field of research of low-temperature synthesis of oxide precursors. E-mail:
Mikhayilina Nina — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), researcher, specialist in the field of sol-gel technology of oxides.
Pen’kova Olga — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), researcher, specialist in the field of ceramics technology.
Antonova Olga — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), junior researcher, specialist in the field of ceramic materials.
Lebedenko Igor — Patrice Lumumba RUDN Medical Institute (117198 Moscow, Miklukho-Maclai st, 10), Doctor of Medical Sciences, professor, head of Department of orthopaedic dentistry, specialist in the field of orthopedic dentistry.
Shumskaya Jamilya — Patrice Lumumba RUDN Medical Institute (117198 Moscow, Miklukho-Maclai st, 10), assistant chair, specialist in the field of orthopedic dentistry.
Podzorova L.I., Il’icheva A.A., Mikhayilina N.A., Pen’kova O.I., Antonova O.S., Lebedenko I.Yu., Shumskaya D.A. Keramika na osnove slozhnooksidnogo tverdogo rastvora dioksida cirkoniya v tetragonal'noj forme dlya ortopedicheskoj stomatologii [Ceramic based on complex oxide solid solution of zirconia in tetragonal form for prosthetic dentistry]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 30 – 37. DOI: 10.30791/1028-978X-2024-1-30-37
Eudialyte of the Kola peninsula is a promising source
of obtaining composite Zr – Ti – SiO2 sorbents
of non-ferrous metals and radionuclides
D. V. Mayorov
Based on the products of hydrochloric acid decomposition of eudialyte concentrate, composite zirconium-titanium-silica sorbents with a SiO2 content of 10 – 30 wt.% were synthesized and their surface was modified into H+and Na+-form. All samples were studied by chemical, X-ray phase, BET and BJH assays. It is shown that all the obtained samples of silica-containing Zr – Ti – SiO2 sorbents are mesoporous. At the same time, the pores have a predominantly wedge-shaped shape with open ends, and the maximum pore volume has pores with a diameter lying in the range of 10 – 50 nm (~ 50 % of the total pore volume). Based on the obtained values of the specific capacity of the adsorption monolayer of the surface of the SiO2 samples and the value of the Gibbs energy change (ΔGo) during nitrogen sorption, it is concluded that the modification of the surface of the synthesized Zr – Ti – SiO2sorbents does not affect the physicochemical properties of their surfaces and the mechanism of nitrogen sorption. The sorption activity of synthesized samples with respect to Cu2+, Co2+ and Sr2+ions was studied in batch experiments. It was found that the modification of the obtained samples into the H+-form has less effect on their sorption capacity than their conversion to the Na+-form, does not depend on the content of SiO2 in them in the range of 10 – 30 % and decreases in the range of Cu2+ - Co2+ - Sr2+.
Keywords: eudialyte, zirconium and titanium phosphates, silicon dioxide, modification, physico-chemical properties, structural and surface properties, non-ferrous metals, sorption.
DOI: 10.30791/1028-978X-2024-1-38-49
Podzorova Lyudmila — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), PhD, leading researcher, specialist in the field of physico-chemical fundamentals of structural ceramics technology. E-mail: ludpodzorova@gmail.com.
Il’icheva Alla — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), senior researcher, specialist in the field of research of low-temperature synthesis of oxide precursors. E-mail:
Mikhayilina Nina — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), researcher, specialist in the field of sol-gel technology of oxides.
Pen’kova Olga — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), researcher, specialist in the field of ceramics technology.
Antonova Olga — Baikov Institute of Metallurgy and Materials Science of RAS (119334, Moscow, Leninsky ave., 49), junior researcher, specialist in the field of ceramic materials.
Lebedenko Igor — Patrice Lumumba RUDN Medical Institute (117198 Moscow, Miklukho-Maclai st, 10), Doctor of Medical Sciences, professor, head of Department of orthopaedic dentistry, specialist in the field of orthopedic dentistry.
Shumskaya Jamilya — Patrice Lumumba RUDN Medical Institute (117198 Moscow, Miklukho-Maclai st, 10), assistant chair, specialist in the field of orthopedic dentistry.
Mayorov D.V. Evdialit Kol'skogo poluostrova — perspektivnyj istochnik polucheniya kompozicionnyh Zr – Ti – SiO2 sorbentov cvetnyh metallov i radionuklidov [Eudialyte of the Kola peninsula is a promising source of obtaining composite Zr – Ti – SiO2 sorbents of non-ferrous metals and radionuclides]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 38 – 49. DOI: 10.30791/1028-978X-2024-1-38-49
Study of the structure and properties
of a metal-intermetallic material based
on (Ti – Al – Mg)/Ti, obtained
by the method of self-propagating high-temperature
synthesis combined with pressing
P. A. Lazarev, A. E. Sytchev, Yu. V. Bogatov, O. D. Boyarchenko
The method of self-propagating high-temperature synthesis (SHS), combined with pressing, for the first time obtained a metal-intermetallic material based on gorenje products of the layered system (Ti – Al – Mg)/Ti. Exothermic synthesis from elementary powders was carried out at a pressure of 10 MPa, and pressing of the hot synthesis product at a pressure of 250 MPa. The paper demonstrates that as a result of SHS-pressing, an integral connection of the “intermetallic/metal” layers is formed. The main features of microstructure formation, phase composition and strength properties of transition zones at the boundary between reacting SHS compositions Ti – Al – Mg and Ti-substrate are investigated. The thickness of the transition zone between the layers was at least 15 µm. The results of energy dispersion analysis (EDA) showed that magnesium Mg in the synthesized alloy is mainly in the intergranular layers, in the form of a small amount of Ti – Al – Mg compound, which indicates incomplete reaction diffusion between Ti – Al and Al – Mg layers. The microhardness of Ti – Al grains in the synthesized alloy has an average value of 5820 MPa, and the matrix based on Al – Mg is 3980 MPa. The hydrostatic density is 3.3 g/cm3, with a porosity of less than 13 %. As a result, the method of SHS-pressing turned out to reduce the porosity of the resulting Ti – Al – Mg-based alloy by 3 times.
Keywords:self-propagating high-temperature synthesis, titanium aluminide, Ti – Al – Mg, intermetallides, microstructure.
DOI: 10.30791/1028-978X-2024-1-67-76
Shustov Vadim — Baikov Institute of Metallurgy and Materials Science of RAS (Moscow, 119334, Leninskiy pr., 49), PhD, researcher, specialist in the field of powder metallurgy and synthesis of porous materials. E-mail: vshscience@mail.ru.
Zelensky Viktor — Baikov Institute of Metallurgy and Materials Science of RAS (Moscow, 119334, Leninskiy pr., 49), PhD, leading researcher, specialist in the field of powder metallurgy and synthesis of porous materials. E-mail: zelensky55@bk.ru.
Ankudinov Aleksey — Baikov Institute of Metallurgy and Materials Science of RAS (Moscow, 119334, Leninskiy pr., 49), senior researcher, specialist in the field of powder metallurgy and nanomaterials. E-mail: a-58@bk.ru.
Ustyukhin Aleksey — Baikov Institute of Metallurgy and Materials Science of RAS (Moscow, 119334, Leninskiy pr., 49), PhD, junior researcher, specialist in the field of powder metallurgy and nanomaterials. E-mail: fcbneo@yandex.ru.
Kaplan Mikhail — Baikov Institute of Metallurgy and Materials Science of RAS (Moscow, 119334, Leninskiy pr., 49), PhD, junior researcher, specialist in the field of powder metallurgy and metal processing. E-mail: mkaplan@imet.ac.ru.
Ashmarin Artem — Baikov Institute of Metallurgy and Materials Science of RAS (Moscow, 119334, Leninskiy pr., 49), PhD, head of laboratory, specialist in X-ray diffraction studies. E-mail ashmarin_artem@list.ru.
Shustov V.S., Zelensky V.A., Ankudinov A.B., Ustyukhin A.S., Kaplan M.A., Ashmarin A.A. Struktura i prochnost' poristyh materialov na osnove poroshkov karbida titana raznoj dispersnosti [Structure and strength of porous materials based on titanium carbide powders of different dispersion]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 50 – 57. DOI: 10.30791/1028-978X-2024-1-50-57
Influence of modification with iodine
and thermal post-treatment on the structure
and electrical conductivity of graphene oxide
N. A. Chapaksov, T. P. Dyachkova, N. R. Memetov,
A. E. Memetova, R. A. Stolyarov, V. S. Yagubov, Yu. A. Khan
An original technique for modifying graphene oxide with iodine has been developed. It is shown that when graphene oxide is treated with iodine, oxygen-containing groups are removed from the surface of graphene planes, which improves the electrically conductive properties of the material. The change in the structure and electrical conductivity of the modified graphene oxide, depending on the concentration of iodine, has been studied. According to Raman spectroscopy data, it can be seen that the composition of the modified materials includes molecular complexes of iodine I3– and I5–. Changes in the structure of the crystal lattice of iodine-modified graphene oxide films were studied using X-ray phase analysis. According to IR spectroscopy, the effect of iodination on the change in the qualitative composition of functional groups in the material was analyzed. The specific electrical conductivity of graphene oxide as a result of modification increases from 9.6·10–10 S/cm for the original material to 3.3·10–7S/cm for the material treated with an isopropanol solution containing 1 wt. % I2relatively dry graphene oxide. The additionally modified films were heat treated at 80 °C for 2 hours. The resulting changes in the structure of the material are analyzed and an increase in electrical conductivity by one or two orders of magnitude is shown.
Keywords:graphene oxide; iodine; structure; electrical conductivity; reduced graphene oxide; nanomaterials.
DOI: 10.30791/1028-978X-2024-1-58-66
Chapaksov Nikolay — Tambov State Technical University (Tambov, 392000, Sovetskaya str., 106), senior assistant, skilled in diagnostics of the properties of carbon nanomaterials. E-mail: tchapaxov.nikolaj@yandex.ru.
Dyachkova Tatyana — Tambov State Technical University (Tambov, 392000, Sovetskaya str., 106), PhD, associate professor, skilled in the functionalization and modification of carbon nanomaterials. E-mail: dyachkova_tp@mail.ru.
Memetov Nariman — Tambov State Technical University (Tambov, 392000, Sovetskaya str., 106), PhD, associate professor, head of the department, specialist in the field of synthesis and practical application of carbon nanostructured materials. E-mail: memetov.nr@mail.tstu.ru.
Memetova Anastasiya — Tambov State Technical University (Tambov, 392000, Sovetskaya str., 106), PhD, associate professor, specialist in the field of nanotechnology. E-mail: anastasia.90k@mail.ru.
Stolyarov Roman — Tambov State Technical University (Tambov, 392000, Sovetskaya str., 106), PhD, associate professor, specialist in the field of nanotechnology. E-mail:
stolyarovra@mail.ru.
Yagubov Viktor — Tambov State Technical University (Tambov, 392000, Sovetskaya str., 106), PhD, engineer of the department specialist in the field of nanotechnology. E-mail:
vitya-y@mail.ru.
Khan Yulian — Tambov State Technical University (Tambov, 392000, Sovetskaya str., 106), junior researcher, skilled in diagnostics of the properties of carbon nanomaterials. E-mail:khantermail@gmail.com.
Chapaksov N.A., Dyachkova T.P., Memetov N.R., Memetova A.E., Stolyarov R.A., Yagubov V.S., Khan Yu.A. Vliyanie modificirovaniya jodom i termicheskoj postobrabotki na strukturu i elektroprovodnost' oksida grafena [Influence of modification with iodine and thermal post-treatment on the structure and electrical conductivity of graphene oxide]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 58 – 66. DOI: 10.30791/1028-978X-2024-1-58-66
Study of the structure and properties
of a metal-intermetallic material based
on (Ti – Al – Mg)/Ti, obtained
by the method of self-propagating high-temperature
synthesis combined with pressing
P. A. Lazarev, A. E. Sytchev, Yu. V. Bogatov, O. D. Boyarchenko
The method of self-propagating high-temperature synthesis (SHS), combined with pressing, for the first time obtained a metal-intermetallic material based on gorenje products of the layered system (Ti – Al – Mg)/Ti. Exothermic synthesis from elementary powders was carried out at a pressure of 10 MPa, and pressing of the hot synthesis product at a pressure of 250 MPa. The paper demonstrates that as a result of SHS-pressing, an integral connection of the “intermetallic/metal” layers is formed. The main features of microstructure formation, phase composition and strength properties of transition zones at the boundary between reacting SHS compositions Ti – Al – Mg and Ti-substrate are investigated. The thickness of the transition zone between the layers was at least 15 µm. The results of energy dispersion analysis (EDA) showed that magnesium Mg in the synthesized alloy is mainly in the intergranular layers, in the form of a small amount of Ti – Al – Mg compound, which indicates incomplete reaction diffusion between Ti – Al and Al – Mg layers. The microhardness of Ti – Al grains in the synthesized alloy has an average value of 5820 MPa, and the matrix based on Al – Mg is 3980 MPa. The hydrostatic density is 3.3 g/cm3, with a porosity of less than 13 %. As a result, the method of SHS-pressing turned out to reduce the porosity of the resulting Ti – Al – Mg-based alloy by 3 times.
Keywords:self-propagating high-temperature synthesis, titanium aluminide, Ti – Al – Mg, intermetallides, microstructure.
DOI: 10.30791/1028-978X-2024-1-67-76
Lazarev Pavel — A.G. Merzhanov Institute of Structural Macrokinetics and Problems of Materials Science of the Russian Academy of Sciences (142432 Russia, Akademika Osipyan str., 8, Chernogolovka), junior research worker. He is a specialist in the field of selfpropagating high-temperature synthesis, microanalysis and intermetallides. E-mail: lazarev@ism.ac.ru.
Sychev Alexander — A.G. Merzhanov Institute of Structural Macrokinetics and Problems of Materials Science of the Russian Academy of Sciences (142432 Russia, Akademika Osipyan str., 8, Chernogolovka), leading research worker, Head of the lab. He is a specialist in the field of self-propagating high-temperature synthesis, microanalysis and intermetallides. E-mail: sytschev@ism.ac.ru.
Bogatov Yuri — A.G. Merzhanov Institute of Structural Macrokinetics and Problems of Materials Science of the Russian Academy of Sciences (142432 Russia, Akademika Osipyan str., 8, Chernogolovka), research worker. He is a specialist in the field of self-propagating high-temperature synthesis, microanalysis and intermetallides. E-mail: bogatov@ism.ac.ru
Boyarchenko Olga — A.G. Merzhanov Institute of Structural Macrokinetics and Problems of Materials Science of the Russian Academy of Sciences (142432 Russia, Akademika Osipyan str., 8, Chernogolovka), junior research worker. She is a specialist in the field of selfpropagating high-temperature synthesis, microanalysis and intermetallides. E-mail:
boyarchenko@ism.ac.ru
Lazarev P.A., Sytchev A.E., Bogatov Yu.V., Boyarchenko O.D. Issledovanie struktury i svojstv metall-intermetallidnogo materiala na osnove (Ti – Al – Mg)/Ti, poluchennogo metodom samorasprostranyayushchegosya vysokotemperaturnogo sinteza sovmeshchennogo s pressovaniem [Study of the structure and properties of a metal-intermetallic material based on (Ti – Al – Mg)/Ti, obtained by the method of self-propagating high-temperature synthesis combined with pressing]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 67 – 76. DOI: 10.30791/1028-978X-2024-1-67-76
Experimental evaluation of the numerical
simulation adequacy for a laminate glass-epoxy
composite interlayer crack resistance
under mixed mode I/II loading
P. G. Babaevskiy, N. V. Salienko, A. A. Shatalin
The reliability of numerical simulation of crack growth in a laminate glass-epoxy composite under mixed-mode loading by opening (mode I) and shear (mode II) of an interlayer crack is verified. According to the experimentally determined standard (DCB and ENF) and nonstandard (SLB and OLB) methods, the values of the parameters of interlayer crack resistance under individual and mixed-mode loading modes I and II calculated the exponent in the Benzeggagh-Kenane equation as a material constant of the laminate epoxy glass composite. Using this parameter and the ANSYS software package, within the framework of linear elastic fracture mechanics and the method of virtual crack closure, numerical finite element modeling of the growth of interlayer cracks in samples of a laminate glass-epoxy composite of the SLB and OLB types was carried out under a mixed-mode loading with a different fraction of modes. With the optimal number of elements in the finite element mesh per given length of the crack growth trajectory, numerical simulation provides sufficient accuracy of calculations of the limit load of the beginning of crack growth with a minimum amount of calculations and good agreement between the experimentally determined and calculated crack resistance parameters.
Keywords:glass epoxy composite, interlaminar crack resistance, experimental methods, mixed-mode loading, Benzeggagh-Kenane fracture criterion, numerical simulation, finite element method, virtual crack closure technique.
DOI: 10.30791/1028-978X-2023-12-77-84
Babaevskiy Petr — Moscow Aviation Institute (National Research University) (Moscow, 121552, ul. Orshanskaya, 3), doctor of technical sciences, professor, acting head of the chair Technologies of composite materials, structures and microsystems, specialist in the field of material science and technology of polymer composites. E-mail: pgbabayevs@mail.ru.
Salienko Nikolay — Moscow Aviation Institute (National Research University) (Moscow, 121552, ul. Orshanskaya, 3) PhD, associate professor, Technologies of composite materials, structures and microsystems, specialist in the field of material science and technology of polymer composites. E-mail: salienkonv@mai.ru.
Shatalin Aleksandr — Moscow Aviation Institute (National Research University) (Moscow, 121552, ul. Orshanskaya, 3), assistant of the chair Technologies of composite materials, structures and microsystems, specialist in the field of material science and technology of polymer composites. E-mail: aashatalin@yandex.ru.
Babaevskiy P. G., Salienko N. V., Shatalin A. A. Eksperimental'naya ocenka adekvatnosti chislennogo modelirovaniya mezhsloevoj treshchinostojkosti sloistogo stekloepoksikompozita pri kombinirovannoj mode nagruzheniya I/II [Experimental evaluation of the numerical simulation adequacy for a laminate glass-epoxy composite interlayer crack resistance under mixed mode I/II loading]. Perspektivnye Materialy [Advanced Materials] (in Russ), 2024, no. 1, pp. 77 – 84. DOI: 10.30791/1028-978X-2023-12-77-84
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