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100 _a20170310a2017 k y0engy50 ba
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182 0 _ab
200 1 _aPrincipal Component Analysis in the Nonlinear Dynamics of Beams: Purification of the Signal from Noise Induced by the Nonlinearity of Beam Vibrations
_fA. V. Krysko [et al.]
203 _aText
_celectronic
300 _aTitle screen
320 _a[References: 17 tit.]
330 _aThe paper discusses the impact of the von Karman type geometric nonlinearity introduced to a mathematical model of beam vibrations on the amplitude-frequency characteristics of the signal for the proposed mathematical models of beam vibrations. An attempt is made to separate vibrations of continuous mechanical systems subjected to a harmonic load from noise induced by the nonlinearity of the system by employing the principal component analysis (PCA). Straight beams lying on Winkler foundations are analysed. Differential equations are obtained based on the Bernoulli-Euler, Timoshenko, and Sheremetev-Pelekh-Levinson-Reddy hypotheses. Solutions to linear and nonlinear differential equations are found using the principal component analysis (PCA).
461 _tAdvances in Mathematical Physics
_oScientific Journal
463 _tVol. 2017
_v[3038179, 9 p.]
_d2017
610 1 _aэлектронный ресурс
610 1 _aтруды учёных ТПУ
610 1 _aбалки
610 1 _aнелинейные колебания
610 1 _aшумы
701 1 _aKrysko
_bA. V.
_cspecialist in the field of Informatics and computer engineering
_cprogrammer Tomsk Polytechnic University, Professor, doctor of physico-mathematical Sciences
_f1967-
_gAnton Vadimovich
_2stltpush
_3(RuTPU)RU\TPU\pers\36883
701 1 _aAwrejcewicz
_bJ.
_gJan
701 1 _aPapkova
_bV.
_gIrina
701 1 _aSzymanowska
_bO.
_gOlga
701 1 _aKrysko
_bV. A.
_gVadim
712 0 2 _aНациональный исследовательский Томский политехнический университет (ТПУ)
_bИнститут кибернетики (ИК)
_bКафедра инженерной графики и промышленного дизайна (ИГПД)
_bНаучно-учебная лаборатория 3D моделирования (НУЛ 3DМ)
_h6704
_2stltpush
_3(RuTPU)RU\TPU\col\20373
801 2 _aRU
_b63413507
_c20170505
_gRCR
856 4 _uhttp://earchive.tpu.ru/handle/11683/38244
856 4 _uhttps://doi.org/10.1155/2017/3038179
942 _cCF