Efficient approximation of stochastic turning process based on power spectral density

Author:

Fodor Gergő1ORCID,Bachrathy Dániel

Affiliation:

1. Budapest University of Technology and Economics Faculty of Mechanical Engineering: Budapesti Muszaki es Gazdasagtudomanyi Egyetem Gepeszmernoki Kar

Abstract

Abstract In this study, we utilize stochastic cutting force to enhance the existing 1-degree-of-freedom turning model. We adopt a stochastic model to address the stochastic resonance phenomenon occurring near stability boundaries. Additionally, we introduce a simplified stochastic model with additive noise only. Our investigations reveal that, with the recommended noise intensity of 0.1% to 1%, there is no significant difference in the stability charts and mean square characteristics between the two models. As a result, we can bypass time-consuming numerical methods, as the simplified model offers an analytical approach to compute variance based on power spectral density (PSD). By combining efficient techniques such as D-separation to determine stability boundaries and the PSD-based variance calculation, we construct a heatmap that clearly outlines dangerous stochastic resonance regions within the stable domain.

Publisher

Research Square Platform LLC

Reference22 articles.

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3. Klosek, M. M. and Kuske, R. (2005) Multiscale Analysis of Stochastic Delay Differential Equations. Multiscale Modeling & Simulation 3(3): 706-729 https://doi.org/10.1137/030601375, We apply multiscale analysis to stochastic delay differential equations, deriving approximate stochastic equations for the amplitudes of oscillatory solutions near critical delays of deterministic systems. Such models are particularly sensitive to noise when the system is near a critical point, which marks a transition to sustained oscillatory behavior in the deterministic system. In particular, we are interested in the case when the combined effects of the noise and the proximity to criticality amplify oscillations which would otherwise decay in the deterministic system. The derivation of reduced equations for the envelope of the oscillations provides an efficient analysis of the dynamics by separating the influence of the noise from the intrinsic oscillations over long time scales. We focus on two well-known problems: the linear stochastic delay differential equation and the logistic equation with delay. In addition to the envelope equations, the analysis identifies scaling relationships between small noise and the proximity of the bifurcation due to the delay which enhances the resonance of the noise with the intrinsic oscillations of the systems. , https://doi.org/10.1137/030601375 , https://doi.org/10.1137/030601375

4. BUCKWAR, E. and KUSKE, R. and L'ESPERANCE, B. and SOO, T. (2006) NOISE-SENSITIVITY IN MACHINE TOOL VIBRATIONS. International Journal of Bifurcation and Chaos 16(08): 2407-2416 https://doi.org/10.1142/S021812740601615X, We consider the effect of random variation in the material parameters in a model for machine tool vibrations, specifically regenerative chatter. We show that fluctuations in these parameters appear as both multiplicative and additive noise in the model. We focus on the effect of additive noise in amplifying small vibrations which appear in subcritical regimes. Coherence resonance is demonstrated through computations, and is proposed as a route for transitions to larger vibrations. The dynamics also exhibit scaling laws observed in the analysis of general stochastic delay differential models. , https://doi.org/10.1142/S021812740601615X, https://doi.org/10.1142/S021812740601615X

5. Hale, Jack K (2006) Functional differential equations. Springer, 9--22, Analytic Theory of Differential Equations: The Proceedings of the Conference at Western Michigan University, Kalamazoo, from 30 April to 2 May 1970

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