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  1. Article

    Open Access

    A deep convolutional neural network for real-time full profile analysis of big powder diffraction data

    We present Parameter Quantification Network (PQ-Net), a regression deep convolutional neural network providing quantitative analysis of powder X-ray diffraction patterns from multi-phase systems. The network i...

    Hongyang Dong, Keith T. Butler, Dorota Matras in npj Computational Materials (2021)

  2. Article

    Open Access

    Learning-based nonlinear model predictive control with accurate uncertainty compensation

    A learning-based nonlinear model predictive control (LBNMPC) method is proposed in this paper for general nonlinear systems under system uncertainties and subject to state and input constraints. The proposed L...

    **gjie **e, **aowei Zhao, Hongyang Dong in Nonlinear Dynamics (2021)