Kõrgtehnoloogiliste konstruktsioonide ja toodete uurimisrühm
TalTech prioriteetne teadussuund
Klassifikaator (Frascati)
Uurimisrühma juht
Uurimisrühma liige
Doktorant
Karunanidhi, Ramachandran
Võtmesõna
Ülevaade
Uurimisrühma kompetentsid katavad tehisintellektil põhinevate algoritmide ja tööriistade arendamist ning rakendamist toodete ja tootmisprotsesside optimeerimiseks. Üks põhisuundi on evolutsiooniliste optimeerimise algoritmide (GA, HGA PSO, ACO) kasutamine insenerirakendustes. Aktuaalseteks probleemideks on hübriidmeetodite arendus ja tehisintellekti tööriistade kombineeritud kasutamine algoritmides (ANN+EA). Üheks alamteemaks on uute numbriliste meetodite arendus fookusega Haari lainikutel põhinevatel diskretiseerimismeetoditel. Uurimistemaatika hõlmab ka konstruktsioonide ja komposiitmaterjalide struktuuranalüüsi, kõrgemat järku Haari lainikute meetodi arendust vastavate diferentsiaalvõrrandite lahendamiseks ning kiireid deformatsioone.Uurimisrühmal on pikaaegne kogemus lainelevi uuringutes kanalites ning üldisemalt piiratud ruumis. On välja arendatud erinevaid katsemeetodid helivälja dekompositsiooniks. Väljatöötatud meetodid on kasutatavad erinevate materjalide ning toodete akustiliste omaduste eksperimentaalseks määramiseks, samuti akustilise välja energia kogumiseks selle muundatakse kasulikuks energialiigiks.
Tähtsamad tulemused
2023. aastal on uurimisrühma jaoks olulisemad tulemused seotud uute teemade käivitamisega. Tehisintellekti valdkonnas: sügav närvivõrk, mille kasutuselevõtt on tingitud praktiliste probleemide lahendamise vajalikkusest (defektide tuvastamine toodetes jne.). Jätkatud on paari viimase aasta jooksul alustatud multikriteriaalsete otsustusmeetodite teoreetilist uurimist ja praktilist rakendamist riskide ja võtmenäitajate analüüsiks. Evolutsioonilisi optimeerimisalgoritme on kombineeritud tehisnärvivõrkudega teksakangaste lasertöötlusprotsessi optimeerimiseks. Jätkatud on uurimisrühma poolt välja töötatud kõrgemat järku Haari lainikute meetodi arendamist, kus fookus on meetodi üldistamine murdtuletistega diferentsiaalvõrrandite lahendamiseks.
Seotud projektid
Seotud struktuuriüksus
Teadusgrupiga seotud publikatsioonid
- Napolitano, M., Di Giulio, E., Auriemma, F., et al. Low frequency acoustic method to measure the complex bulk modulus of porous materials // The Journal of the Acoustical Society of America (2022) vol. 151, 3, art. 1545.
https://doi.org/10.1121/10.0009767 - Pikner, H., Sell, R., Majak, J., Karjust, K. Safety system assessment case study of automated vehicle shuttle // Electronics (Switzerland) (2022) vol. 11, 7, art. 1162.
https://doi.org/10.3390/electronics11071162 - Villau, M., Rämmal, H., Lavrentjev, J. Acoustic study on tubular micro-perforated flow plug sections for vehicle silencer’s application // SAE Technical Paper. : SAE International, 2022. p. 1-7.
https://doi.org/10.4271/2022-01-0933 https://www.sae.org/publications/technical-papers/content/2022-01-0933/ - Ratas, M., Majak, J., Salupere, A. Solving nonlinear boundary value problems using the higher order Haar wavelet Method // Mathematics (2021) vol. 9, 21, art. 2809.
https://doi.org/10.3390/math9212809 - Ratas, M., Salupere, A., Majak, J. Solving nonlinear PDEs using the higher order Haar wavelet method on nonuniform and adaptive grids // Mathematical modelling and analysis (2021) vol. 26, 1, p. 147−169.
https://doi.org/10.3846/mma.2021.12920 - Sorrenti, M., Di Sciuva, M., Majak, J., Auriemma, F. Static response and buckling loads of multilayered composite beams using the refined Zigzag theory and Higher-Order Haar Wavelet method // Mechanics of composite materials (2021) vol. 57, 1, 18 p.
https://doi.org/10.1007/s11029-021-09929-2 - Majak, J., Shvartsman, B., Ratas, M., Bassir, D., Pohlak, M., Karjust, K., Eerme, M. Higher-order Haar wavelet method for vibration analysis of nanobeams // Materials today communications (2020) vol. 25, art. 101290, 6 p. : tab.
https://doi.org/10.1016/j.mtcomm.2020.101290 - Auriemma, F., Giulio, E. Di, Napolitano, M., Dragonetti, R. Porous cores in small thermoacoustic devices for building applications // Energies (2020) vol. 13, 11, art. 2941, 19 p. : ill.
https://doi.org/10.3390/en13112941 - Di Giulio, E., Auriemma, F., Napolitano, M., Dragonetti, R. Acoustic and thermoacoustic properties of an additive manufactured lattice structure // The Journal of the Acoustical Society of America (2021) vol. 149, 6, art. 3878.
https://doi.org/10.1121/10.0005085 - Lavrentjev, J., Rämmal, H. Experimental study of noise barrier boards with increased acoustic performance by utilizing Helmholtz resonator effects // Materials today: proceedings (2020) vol. 28, 4, p. 2566-2571.
https://doi.org/10.1016/j.matpr.2020.05.402 - Mehrparvar, M., Majak, J., Karjust, K., Arda, M. Free vibration analysis of tapered Timoshenko beam with higher order Haar wavelet method // Proceedings of the Estonian Academy of Sciences (2022) 1, p. 77-83 : ill.
https://doi.org/10.3176/proc.2022.1.07 - Mikola, M., Majak, J., Pohlak, M., Shvartsman, B. Higher order Haar wavelet method for vibration analysis of functionally graded beam // AIP Conference Proceedings. : AIP Publishing LLC., 2022. art. 380003. (AIP conference proceedings ; 2425).
https://doi.org/10.1063/5.0081476 - Mahmood, K., Karjust, K., Raamets, T. Production intralogistics automation based on 3D simulation analysis // Journal of machine engineering (2021) vol. 21, 2, p. 102-115 : ill.
https://doi.org/10.36897/jme/137081 - Majak, J., Mikola, M., Pohlak, M., Eerme, M., Karunanidhi, R. Modelling FGM materials. An accurate function approximation algorithms // IOP conference series : materials science and engineering (2021) vol. 1140, art. 012013, 6 p.
https://doi.org/10.1088/1757-899X/1140/1/012013 - Majak, J., Eerme, M., Haavajõe, A. et al. Function approximation using Haar wavelets // AIP conference proceedings. : AIP Publishing, 2020. art. 230004. (AIP conference proceedings ; 2293, 1).
https://doi.org/10.1063/5.0026543 - Rämmal, H., Lavrentjev, J. Acoustic study of novel eco-friendly material for vehicle NVH applications // Materials today: proceedings (2020) vol. 28, 4, p. 2331-2337.
https://doi.org/10.1016/j.matpr.2020.04.632 - Villau, M., Rämmal, H., Lavrentjev, J. Innovative fibreless HVAC duct silencer based on microperforated elements // Materials today: proceedings (2021) vol. 46, 9, 7 p. : ill.
https://doi.org/10.1016/j.matpr.2021.06.201 - Auriemma, F., Napolitano, M., Elio Di, G., Dragonetti, R. Criteria for the selection of porous cores for thermoacoustic applications // INTER-NOISE and NOISE-CON Congress and Conference Proceedings. [S.l.] : Institute of Noise Control Engineering, 2020. p. 119-126.
https://www.ingentaconnect.com/contentone/ince/incecp/2020/00000261/00000006/art00016 - Pikner, H., Sell, R., Majak, J., Karjust, K. Multi-layer cyber-physical control method for mobile robot safety systems // Proceedings of the Estonian Academy of Sciences (2021) 4, p. 383-391 : ill.
https://doi.org/10.3176/proc.2021.4.03 - Raamets, T., Karjust, K., Hermaste, A., Mahmood, K. Planning and acquisition of real-time production data through the virtual factory in chemical industry // ASME 2021 International Mechanical Engineering Congress and Exposition. : ASME, 2021. paper no: IMECE2021-73080, 9 p. (Advanced Manufacturing ; vol. 2B).
https://doi.org/10.1115/IMECE2021-73080 - Villau, M., Rämmal. H., Lavrentjev, J. Acoustic study of multi-layered microperforated elements for fibreless noise control applications // IOP conference series : materials science and engineering (2021) vol. 1140, art. 012015, 7 p. : ill.
https://doi.org/10.1088/1757-899X/1140/1/012015 - Villau, M., Rämmal, H., Lavrentjev, J. Concept study of sustainable noise control solution for HVAC systems based on microperforated elements // Proceedings of the Estonian Academy of Sciences (2021) vol. 70, 4, p. 461-469 : ill.
https://doi.org/10.3176/proc.2021.4.13 - Golova, J., KMahmood, K., Raamets, T. Simulation based Performance Analysis of Production Intralogistics // IOP Conference Series : Materials Science and Engineering (2021) vol. 1140, art. 012026, 6p. : ill.
https://doi.org/10.1088/1757-899X/1140/1/012026 - Tšukrejev, P., Karjust, K., Majak, J. Quality of photovoltaic modules, experimental evaluation and mathematical modelling // IOP conference series : materials science and engineering (2021) vol. 1140, art. 012044, 7 p. : ill.
https://doi.org/10.1088/1757-899X/1140/1/012044 - Majak, J., Bassir, D. Preface of the “Symposium on Numerical Analysis and Optimal Design of Materials and Structures” // AIP Conference Proceedings. New York : AIP Publishing LLC., 2022. art. 380001. (AIP conference proceedings ; 2425).
https://doi.org/10.1063/5.0081481 - Tähemaa, T., Sarkans, M., Sarand, I., Pohlak, M., Niidas, A., Saarna, M. The effect of UV-C radiation on the durability of 3D printed plastic parts in disinfectant devices // IOP conference series : materials science and engineering (2021) Vol. 1140, art. 012046, 6 p. : ill.
https://doi.org/10.1088/1757-899X/1140/1/012046 - Tšukrejev, P., Karjust, K., Majak, J. Experimental evaluation and numerical modelling of the quality of photovoltaic modules // Proceedings of the Estonian Academy of Sciences (2021) vol. 70, 4, p. 477-483 : ill.
https://doi.org/10.3176/proc.2021.4.15 - Lavrentjev, J. Green eco-friendly acoustic materials // IOP conference series : materials science and engineering (2021) vol. 1140, art. 012009, 6 p.: ill.
https://doi.org/10.1088/1757-899X/1140/1/012009 - Rämmal, H., Lavrentjev, J. Endurance of micro-perforated elements in unmanned ground vechicle’s small diesel engine silencer application // SAE Technical Paper Series : The 25th Small Engine Technology Conference (SETC2019) : Small Powertrains–Innovating for Their Future Role, International Conference Center Hiroshima, November 19-21, 2019 : Final program. [S.l.] : Society of Automotive Engineers of Japan, 2020. Paper 2019-32-0533, p. 1-8.
http://www.setc-jsae.com/2019docs/SETC2019_FinalProgram_all.pdf - Tšukrejev, P., Kruuser, K., Gorbachev, G., Karjust, K., Majak, J. Real-time monitoring of solar modules manufacturing // International journal of engineering research in Africa (2020) vol. 51, p. 9-13.
https://doi.org/10.4028/www.scientific.net/JERA.51.9 - Majak, J., Sciuva, M. D Preface : Computational Mechanics // AIP conference proceedings. : AIP Publishing, 2020. art. 230001. (AIP conference proceedings ; 2293, 1).
https://doi.org/10.1063/5.0026521 - Auriemma, F., Liu, L. Acoustic performance of an additive manufactured lattice structure // IOP conference series : materials science and engineering (2021) vol. 1140, art. 012002, 5 p.: ill.
https://doi.org/10.1088/1757-899X/1140/1/012002 - Lavrentjev, J., Rämmal, H. Acoustic study on motorcycle helmets with application of novel porous material // SAE Technical Paper Series : The 25th Small Engine Technology Conference (SETC2019) : Small Powertrains–Innovating for Their Future Role, International Conference Center Hiroshima, November 19-21, 2019 : Final program. [S.l.] : Society of Automotive Engineers of Japan, 2020. Paper 2019-32-0531, p. 1-7 : ill.
https://www.sae.org/publications/technical-papers/content/2019-32-0531/ http://www.setc-jsae.com/2019docs/SETC2019_FinalProgram_all.pdf - Karunanidhi, R., Scholz, D., Majak, J., Eerme, M. Empennage sizing using tail volume // AIP conference proceedings. New York : AIP Publishing LLC., 2022. art. 380007. (AIP Conference Proceedings ; 2425).
https://doi.org/10.1063/5.0082095 - Kiitam, I., Taklaja, P., Pohlak, M., et al. Strength analysis of medium voltage overhead line crossarms for updating conductor // 2019 Electric Power Quality and Supply Reliability Conference (PQ) & 2019 Symposium on Electrical Engineering and Mechatronics (SEEM), Kärdla, Estonia, June 12-15, 2019 : proceedings. [S.l.] : IEEE, 2019. 6 p. : ill.
https://doi.org/10.1109/PQ.2019.8818235 - Kaganski, S., Eerme, M., Tungel, E. Optimization of enterprise analysis model for KPI selection // Proceedings of the Estonian Academy of Sciences (2019) vol. 68, 4, p. 371–375 : ill.
http://www.kirj.ee/32654/?tpl=1061&c_tpl=1064 https://doi.org/10.3176/proc.2019.4.04 - Kruuser, K., Riives, J., Tšukrejev, P., Kiolein, I. Implementation of a knowledge-based manufacturing on the example of Sumar Tools OÜ // Proceedings of the Estonian Academy of Sciences (2019) vol. 68, 4, p. 407-412 : ill.
http://www.kirj.ee/32741/?tpl=1061&c_tpl=1064 https://doi.org/10.3176/proc.2019.4.10 - Auriemma, F. Genetic algorithm vs finite differences in an optimization procedure including FEM with fixed mesh // International Conference on Numerical Analysis and Applied Mathematics (ICNAAM 2018) : Rhodes, Greece, 13–18 September 2018. Melville : AIP Publishing, 2019. art. 2116, 330006, 4 p. (AIP conference proceedings ; 2116, 1).
https://doi.org/10.1063/1.5114344 - Auriemma, F., Aiello, R. Optimal holder configurations for suspended glass panels // 25th International Congress on Sound and Vibration 2018 (ICSV 25) : Hiroshima Calling, Hiroshima, Japan , 8-12 July, 2018 : proceedings. Vol. 1. Red Hook : Curran Associates, Inc., 2018. p. 4331-4338.
http://toc.proceedings.com/40638webtoc.pdf - Gomon, D., Auriemma, F., Antonov, M. Assessment of abrasive powder behaviour during impact-abrasive wear of PCD elements // Wear (2019) vol. 426–427, Part A, p. 151-161 : ill.
https://doi.org/10.1016/j.wear.2019.03.024 - Auriemma, F., Holovenko, Y. Performance of additive manufactured stacks in a small scale thermoacoustic heat engine // SAE Technical Papers (2019), 2019-01-1534, 10 p. : ill.
https://doi.org/10.4271/2019-01-1534 - Kirs, M., Eerme, M., Bassir, D., Tungel, E. Application of HOHWM for vibration analysis of nanobeams // Modern Materials and Manufacturing 2019 : 12th International DAAAM Baltic Conference and 27th International Baltic Conference BALTMATTRIB 2019. Selected, peer reviewed papers from the conference Modern Materials and Manufacturing 2019 (MMM 2019), April 24-26, 2019, Tallinn, Estonia. Tallinn : Trans Tech Publications, 2019. p. 230-235. (Key engineering materials ; 799).
https://www.scientific.net/KEM.799.230 https://www.ester.ee/record=b5235278*est https://doi.org/10.4028/www.scientific.net/KEM.799.230 - Aiello, R., Auriemma, F. Optimized vibro-acoustic design of suspended glass panels // Structural and multidisciplinary optimization (2018) vol. 58, 5, p. 2253–2268 : ill.
https://doi.org/10.1007/s00158-018-2014-3 - Auriemma, F., Holovenko, Y. Use of selective laser melting for manufacturing the porous stack of a thermoacoustic engine // Modern Materials and Manufacturing 2019 : 12th International DAAAM Baltic Conference and 27th International Baltic Conference BALTMATTRIB 2019. Selected, peer reviewed papers from the conference Modern Materials and Manufacturing 2019 (MMM 2019), April 24-26, 2019, Tallinn, Estonia. Zurich : Trans Tech Publications, 2019. p. 246-251 : ill. (Key engineering materials ; 799).
https://www.scientific.net/KEM.799.246 https://www.ester.ee/record=b5235278*est https://doi.org/10.4028/www.scientific.net/KEM.799.246 - Herranen, H., Majak, J., Tšukrejev, P., Karjust, K., Märtens, O. Design and manufacturing of composite laminates with structural health monitoring capabilities // Procedia CIRP (2018) vol. 72, p. 647-652 : ill.
https://doi.org/10.1016/j.procir.2018.03.128 - Tšukrejev, P., Kruuser, K., Karjust, K. Production monitoring system development for manufacturing processes of photovoltaic modules // Proceedings of the Estonian Academy of Sciences (2019) vol. 68, 4, p. 401-406 : ill.
https://doi.org/10.3176/proc.2019.4.09 http://www.kirj.ee/32721/?tpl=1061&c_tpl=1064 - Kangru, T., Riives, J., Otto, T., Pohlak, M., Mahmood, K. Intelligent decision making approach for performance evaluation of a robot-based manufacturing cell // ASME 2018 International Mechanical Engineering Congress and Exposition : Pittsburgh, Pennsylvania, USA, November 9–15, 2018. [S.l.] : ASME, 2018. Paper No. IMECE2018-86666, pp. V002T02A092; 10 p. : ill. (Advanced Manufacturing ; vol. 2).
http://doi.org/10.1115/IMECE2018-86666 - Kirs, M., Karjust, K., Aziz, I., Õunapuu, E., Tungel, E. Free vibration analysis of a functionally graded material beam : evaluation of the Haar wavelet method // Proceedings of the Estonian Academy of Sciences (2018) vol. 67, 1, p. 1-9 : ill.
https://doi.org/10.3176/proc.2017.4.01 http://www.ester.ee/record=b2355998*est - Majak, J., Pohlak, M., Eerme, M., Shvartsman, B. Solving ordinary differential equations with higher order Haar wavelet method // AIP conference proceedings. Melville : AIP Publishing, 2019. art. 330002. (AIP conference proceedings ; 2116 A).
https://doi.org/10.1063/1.5114340 - Kaganski, S., Majak, J., Karjust, K. Fuzzy AHP as a tool for prioritization of key performance indicators // Procedia CIRP (2018) vol. 27, p. 1227-1232 : ill.
https://doi.org/10.1016/j.procir.2018.03.097 - Majak, J., Pohlak, M., Karjust, K., Eerme, M., Kurnitski, J., Shvartsman, B.S. New higher order Haar wavelet method : application to FGM structures // Composite Structures (2018) vol. 201, p. 72–78 : tab.
https://doi.org/10.1016/j.compstruct.2018.06.013 - Bassir, D., Lodge, H., Chang, H., Majak, J., Chen, G. Application of artificial intelligence and machine learning for BIM : review // International journal for simulation and multidisciplinary design optimization (2023) vol. 14, art. 5.
https://doi.org/10.1051/smdo/2023005 - Aziz, I., Yasmeen, S., Tsukrejev, P. Numerical solution of stiff ODEs using non-uniform Haar wavelets // International Conference of Numerical Analysis and Applied Mathematics, ICNAAM 2018 : 13-18 September 2018, Rhodes, Greece. Melville, New York : AIP Publishing, 2019. art. 330008. (AIP conference proceedings ; 2116, 1).
https://doi.org/10.1063/1.5114346 - Jena, S.K., Chakraverty, S., Ratas, M., Kirs, M. Application of HoHWM in the stability analysis of nonlocal Euler-Bernoulli beam // International Conference of Numerical Analysis and Applied Mathematics ICNAAM 2019 : 23–28 September 2019 Rhodes, Greece. Melville, New York : American Institute of Physics Inc., 2020. art. 230003. (AIP conference proceedings ; 2293).
https://doi.org/10.1063/5.0026439 - Mehrparvar, M., Majak, J., Karjust, K. Free vibration analysis of Timoshenko beam by higher-order Haar wavelet method // AIP conference proceedings. : AIP Publishing LLC., 2023. art. 250007. (AIP conference proceedings ; 2849, 1).
https://doi.org/10.1063/12.0019668 - Mandre, N., Plamus, T., Linder, A., Varjas, T., Majak, J., Krumme, A. Design of performance characteristics on laser treated denim fabric // The materials science = Medžiagotyra (2023) vol. 29, 4, 10 p. : ill.
https://doi.org/10.5755/j02.ms.33259 - Kirs, M., Tungel, E. Evaluation of Haar wavelet method in engineering applications // International Conference on Numerical Analysis and Applied Mathematics (ICNAAM 2018) : Rhodes, Greece, 13–18 September 2018. Melville : AIP Publishing, 2019. art. 330003. (AIP conference proceedings ; 2116, 1).
https://doi.org/10.1063/1.5114341 - Haavajõe A., Mikola M., Pohlak M. Modelling process parameters of the PA12-CF60 carbon fiber laminating tape for low cost laminating devices // International Conference of numerical analysis and applied mathematics, ICNAAM 2019, 23–28 September 2019, Rhodes, Greece. Melville : AIP, 2020. art. 230006. (AIP conference proceedings ; 2293).
https://doi.org/10.1063/5.0026715 - Majak, J. Preface: Computational mechanics. Analysis and design optimization // International Conference on Numerical Analysis and Applied Mathematics (ICNAAM 2018), 13–18 September 2018. Melville : AIP Publishing, 2019. art. 330001. (AIP conference proceedings ; 2116, 1).
https://doi.org/10.1063/1.5114339