![]() The more time steps are excluded, the fewer time steps remain to estimate the validation model. Learn more about detecting time series outliersĭeciding how many time steps to exclude for validation is an important choice. The Outlier Option parameter can be used to detect statistically significant outliers in the time series values at each location. Clicking a feature using the Explore navigation tool displays a line chart in the Pop-up pane showing the values of the space-time cube, the curve used to forecast, and the forecasted values for that location. The messages contain information about the structure of the space-time cube and summary statistics of the RMSE values. This tool creates geoprocessing messages and pop-up charts to help you understand and visualize the forecast results. The Output Features parameter values will be added to the Contents pane with rendering based on the final forecasted time step. If no time steps are excluded for validation, the curve with the smallest Forecast RMSE is used. The Auto-Detect option of the Curve Type parameter will fit all four curve types at each location and identify the one with the smallest Validation RMSE. Learn more about the forecast model, validation model, and RMSE statistics The fit of the forecasted values to the excluded values is measured by the Validation RMSE value. This allows you to see how well the chosen curve type can forecast values. If a number greater than 0 is specified for the Number of Time Steps to Exclude for Validation parameter, this model is fitted to the time steps that were included and is used to forecast the values of the time steps that were excluded. Validation model-This model is used to validate the forecast model and test how accurately it can forecast values.The fit of the forecast model to the values of the space-time cube is measured by the Forecast RMSE value. Forecast model-This model is used to forecast values of the space-time cube by fitting a curve to the values of the time series and extrapolating this curve to future time steps.This allows you to create multiple forecast cubes using different forecasting tools and parameters, and the tool will identify the best forecast for each location using either Forecast root mean square error (RMSE) or Validation RMSE.įor each location in the Input Space Time Cube parameter, the tool builds two models that serve different purposes. Multiple forecasted space-time cubes can be compared and merged using the Evaluate Forecasts By Location tool. If your data follows a complex trend or displays strong seasonal cycles, use other forecasting tools. In particularly a software called IdeaMaker is what I'm interested in since I've seen that you can make custom supports and that would be very useful for what I'm doing.This tool accepts netCDF files created by the Create Space Time Cube By Aggregating Points, Create Space Time Cube From Defined Features, and Create Space Time Cube from Multidimensional Raster Layer tools.Ĭompared to other forecasting tools in the Time Series Forecasting toolset, this tool is the most straightforward, and it is most appropriate for time series that follow a predictable trend that does not display strong seasonality. On top of this whenever I download some other slicer it gets to the printer setup and there's a whole bunch of settings and parameters for the printer that I haven't been able to find, stuff like Firmware or Nozzle Diameter (Something that id expect to be easy to find). For the prints that I am doing I've been looking around at alternative slicers however the cube pro has its own file format for builds and I'm not sure if any other software has the option to export those specifically and I also have no idea id the CubePro can read any files other than its own. So, having bought this cube pro duo 3d printer a few days ago I have come to see how significantly limiting the default slicer software that comes with the machine is.
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