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    Mechanism Analysis of the Effect of Wake Vortex on Cylinder Vibration in Flow Induced Motion 

    Source: Journal of Offshore Mechanics and Arctic Engineering:;2024:;volume( 146 ):;issue: 006:;page 61901-1
    Author(s): Zhang, Dahai; Yang, Hao; Zhang, Shuai
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Unsteady Reynolds-averaged Navier–Stokes (RANS) method combined with Spalart–Allmaras turbulence model and dynamic mesh technology was used to investigate the impact of wake vortex on the vibration response of a cylinder. ...
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    Investigating the Impact of System Parameters on Flow-Induced Vibration Hard Galloping Based on Deep Neural Network 

    Source: Journal of Offshore Mechanics and Arctic Engineering:;2024:;volume( 147 ):;issue: 004:;page 41901-1
    Author(s): Zhang, Dahai; Li, Weijie; Zhang, Shuai; Bai, Zhang
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In this article, a classification model is established for the flow-induced vibration response based on the numerical and experimental data, using a deep neural network-based machine learning approach. The model effectively ...
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    Structure Synthesis of 3-DOF Translational Parallel Mechanisms With Configurable Platform of Translation 

    Source: Journal of Mechanical Design:;2024:;volume( 146 ):;issue: 009:;page 93301-1
    Author(s): Zhang, Jingyao; Yao, Jiantao; Zhang, Hongyu; Guo, Jiawei; Zhang, Shuai
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: The parallel mechanisms (PMs) with configurable platforms have the advantages of flexibility, high speed, and extra operability over PMs with common platforms. This paper proposes a systematic approach for synthesizing ...
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    Boosting Engineering Optimization With a Novel Recursive Transfer Bifidelity Surrogate Modeling 

    Source: Journal of Mechanical Design:;2024:;volume( 147 ):;issue: 003:;page 31704-1
    Author(s): Song, Xueguan; Zhang, Shuai; Pang, Yong; Li, Jianji; Zhang, Jiankang
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In the engineering optimization, there often exist the multiple sources of information with different fidelity levels. In general, low-fidelity (LF) information is usually more accessible than high-fidelity (HF) information, ...
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    MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models 

    Source: Journal of Mechanical Design:;2023:;volume( 145 ):;issue: 011:;page 114501-1
    Author(s): Li, Jianji; Zhang, Shuai; Liang, Pengwei; Lai, Xiaonan; Song, Xueguan
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Along with the development of surrogate models, there is a growing need to use surrogate models instead of computationally intensive simulations to estimate real system responses. Compared with individual surrogate models, ...
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    A Pointwise-Optimal Ensemble of Surrogate Models 

    Source: Journal of Mechanical Design:;2023:;volume( 145 ):;issue: 011:;page 111705-1
    Author(s): Liang, Pengwei; Zhang, Shuai; Pang, Yong; Li, Jianji; Song, Xueguan
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: The ensemble of surrogate models is commonly used to replace computationally expensive simulations due to their superior prediction accuracy and robustness compared to individual models. This paper proposes a new pointwise ...
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