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      • KCI등재

        Development of a metamodel assisted sampling approach to aerodynamic shape optimization problems

        Amir Safari,Adel Younis,Gary Wang,Hirpa Lemu,Zuomin Dong 대한기계학회 2015 JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY Vol.29 No.5

        A new metamodel-assisted sampling search approach applied to the aerodynamic shape optimization of turbomachinery airfoils is presentedin this paper. The proposed methodology integrates a non-uniform rational B-spline (NURBS) geometry representation, a twodimensionalflow analysis, and an improved metamodel driven optimization algorithm named approximated promising region identifier(APRI), which represents a momentous advancement of the existing space exploration techniques specifically for the high-dimensionalexpensive black-box (HEB) problems. The novel optimization method prospects the whole design space by generating sample points,reporting evaluating information using a surrogate model, and then focusing the search in the most promising region by deploying moreagents. Using the integration of these adaptive tools and methods, the optimization results are considerably promising in terms of computationalefficiency and performance enhancement of the turbomachinery blade airfoil shape in both design and off-design conditions.

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        Analytical approximation of nonlinear vibration of string with large amplitudes

        Mojtaba Parvizi Omran,Amin Amani,Hirpa Gelgele Lemu 대한기계학회 2013 JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY Vol.27 No.4

        Study of nonlinear problems in strings with large amplitude is a very important research area in many fields of physics and engineering. variational approach method (VAM) is in particular selected because the method is appropriate to solve nonlinear vibration of a constanttension string. VAM is an explicit method with high capability for resolving strong nonlinear oscillation system problems. It has been found that VAM is well suited for a range of parameters and the approximate frequencies and periodic solutions show a good agreement with the exact ones. This paper compares the various aspects of VAM in relative to exact approaches and higher-order approximate solutions for the constant-tension string. The comparison indicates that VAM is very fast, effective and convenient. The method does not require any linearization or small perturbation, and it leads to high accuracy of the solutions in a single iteration.

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