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    An Efficient Pareto Set Identification Approach for Multiobjective Optimization on Black-Box Functions 

    Source: Journal of Mechanical Design:;2005:;volume( 127 ):;issue: 005:;page 866
    Author(s): Songqing Shan; G. Gary Wang
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Both multiple objectives and computation-intensive black-box functions often exist simultaneously in engineering design problems. Few of existing multiobjective optimization approaches addresses problems ...
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    Failure Surface Frontier for Reliability Assessment on Expensive Performance Function 

    Source: Journal of Mechanical Design:;2006:;volume( 128 ):;issue: 006:;page 1227
    Author(s): Songqing Shan; G. Gary Wang
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: This work proposes a novel concept of failure surface frontier (FSF), which is a hyper-surface consisting of the set of non-dominated failure points on the limit states of a failure region. ...
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    Metamodeling for High Dimensional Simulation-Based Design Problems 

    Source: Journal of Mechanical Design:;2010:;volume( 132 ):;issue: 005:;page 51009
    Author(s): Songqing Shan; G. Gary Wang
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Computational tools such as finite element analysis and simulation are widely used in engineering, but they are mostly used for design analysis and validation. If these tools can be integrated ...
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    Turning Black-Box Functions Into White Functions 

    Source: Journal of Mechanical Design:;2011:;volume( 133 ):;issue: 003:;page 31003
    Author(s): Songqing Shan; G. Gary Wang
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: A recently developed metamodel, radial basis function-based high-dimensional model representation (RBF-HDMR), shows promise as a metamodel for high-dimensional expensive black-box functions. This work ...
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    Integrating Least Square Support Vector Regression and Mode Pursuing Sampling Optimization for Crashworthiness Design 

    Source: Journal of Mechanical Design:;2011:;volume( 133 ):;issue: 004:;page 41002
    Author(s): Hu Wang; Songqing Shan; G. Gary Wang; Guangyao Li
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Many metamodeling techniques have been developed in the past two decades to reduce the computational cost of design evaluation. With the increasing scale and complexity of engineering problems, ...
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