• 제목/요약/키워드: realizability conditions

검색결과 3건 처리시간 0.016초

Reynolds stress correction by data assimilation methods with physical constraints

  • Thomas Philibert;Andrea Ferrero;Angelo Iollo;Francesco Larocca
    • Advances in aircraft and spacecraft science
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    • 제10권6호
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    • pp.521-543
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    • 2023
  • Reynolds-averaged Navier-Stokes (RANS) models are extensively employed in industrial settings for the purpose of simulating intricate fluid flows. However, these models are subject to certain limitations. Notably, disparities persist in the Reynolds stresses when comparing the RANS model with high-fidelity data obtained from Direct Numerical Simulation (DNS) or experimental measurements. In this work we propose an approach to mitigate these discrepancies while retaining the favorable attributes of the Menter Shear Stress Transport (SST) model, such as its significantly lower computational expense compared to DNS simulations. This strategy entails incorporating an explicit algebraic model and employing a neural network to correct the turbulent characteristic time. The imposition of realizability constraints is investigated through the introduction of penalization terms. The assimilated Reynolds stress model demonstrates good predictive performance in both in-sample and out-of-sample flow configurations. This suggests that the model can effectively capture the turbulent characteristics of the flow and produce physically realistic predictions.

제어용 직류전동기의 정속도최적제어에 대한 해석적 연구 (An Analytical Study of the Optimal Constant Speed Regulation of a D.C Control Motor)

  • 장세훈;이양범
    • 전기의세계
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    • 제26권6호
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    • pp.48-54
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    • 1977
  • The object of this work is to study the optimal control strategy of constant speed characteristics for a D.C control motor under influence of disturbance. In the course of the analysis, the linearization and time invariance schemes on motor dynamics are presumed throughout under certain prescribed conditions and the performance measure for optimality is assumed to be quadratic in state and the control effort, with the initial and final time specified. When the motor speed is deviated from a stationary operating point by any external disturbance, the optimal continuous feedback control law is investigated by the application of the calculus of variation and realizability of the required control meachanism is suggested. Finally, the comparative study of the speed reasponses of the motor, with and without the optimal control effort is also presented to confirm the obtained results.

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