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Image2022-02-22T18:37:27+00:00weekly0.6https://curj.caltech.edu/2020/06/21/empowering-geospatial-research-with-spatial-databases/2020-07-07T15:10:12+00:00monthlyhttps://curj.caltech.edu/2019/02/14/2017-issue/2019-02-14T00:55:57+00:00monthlyhttps://curj.caltech.edu/2018/07/11/convolutional-neural-networks-as-efficient-emulators-for-atmospheric-models/https://curj.caltech.edu/wp-content/uploads/2018/07/figure-101.pngFigure 10https://curj.caltech.edu/wp-content/uploads/2018/07/figure-91.pngFigure 9https://curj.caltech.edu/wp-content/uploads/2018/07/figure-81.pngFigure 8https://curj.caltech.edu/wp-content/uploads/2018/07/figure-71.pngFigure 7https://curj.caltech.edu/wp-content/uploads/2018/07/figure-61.pngFigure 6https://curj.caltech.edu/wp-content/uploads/2018/07/figure-51.pngFigure 5Figure 5. Visualization of repeated prediction over a 24-hour interval. $latex t$ in this case refers to the temporal index. For each temporal index, the upper left panel is the CNN's prediction, the upper left is the target, the lower left is the difference between prediction and truth, and the lower right is the loss as a function of temporal indices. (Note that the y-axis in inverted.)https://curj.caltech.edu/wp-content/uploads/2018/07/figure-4.jpgFigure 4Visual summary of the five experiments aimed to better understand how various parameters affect the CNNs' prediction accuracy. We found that adding zero padding, adjusting time increments, varying time interval for prediction, and varying training sample size all had little noticeable affect on prediction accuracy. 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