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learning a model from data and using this model to make probabilistic predictions ÕâµãºÍml ºÜÏñ£¬While ML originated from the computer science community, the UQ originated from the physics and engineering community. As such, UQ is applied mainly to continuous-time models based on physics¡£ ÅÂÕâ¸öÖ»ÊǸ㴿ÀíÂÛ¡£¡£¡£ |
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ÕâλÀÏʦ×î½üµÄÈýƪÎÄÕ£º 1.Bayesian experimental design for the active nitridation of graphite by atomic nitrogen. 2.An information-theoretic approach to optimally calibrate approximate models. 3.Two phase optimal experimental design process for predictive model assessment. ×î½üµÄÏîÄ¿£º the overarching application of space capsule reentering the atmosphere. The overall goal is to make reliable predictions for a number of quantities of interest in order to design safe thermal protection systems for space capsules. СµÜÒª¸ú×ŶÁ²©£¬Íû¸ßÈËÖ¸µãһϣ¬¶àлÁË£¡ |
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