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    Scalable Adaptive Batch Sampling in Simulation-Based Design With Heteroscedastic Noise 

    Source: Journal of Mechanical Design:;2020:;volume( 143 ):;issue: 003:;page 031709-1
    Author(s): van Beek, Anton; Ghumman, Umar Farooq; Munshi, Joydeep; Tao, Siyu; Chien, TeYu; Balasubramanian, Ganesh; Plumlee, Matthew; Apley, Daniel; Chen, Wei
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In this study, we propose a scalable batch sampling scheme for optimization of simulation models with spatially varying noise. The proposed scheme has two primary advantages: (i) reduced simulation cost by recommending ...
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    A Spectral Density Function Approach for Active Layer Design of Organic Photovoltaic Cells 

    Source: Journal of Mechanical Design:;2018:;volume( 140 ):;issue: 011:;page 111408
    Author(s): Farooq Ghumman, Umar; Iyer, Akshay; Dulal, Rabindra; Munshi, Joydeep; Wang, Aaron; Chien, TeYu; Balasubramanian, Ganesh; Chen, Wei
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Organic photovoltaic cells (OPVCs), having received significant attention over the last decade, are yet to be established as viable alternatives to conventional solar cells due to their low power conversion efficiency ...
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