Workplace monitoring and semantic entity identification for safe machine operation
US-2024424678-A1 · Dec 26, 2024 · US
US9710882B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-9710882-B2 |
| Application number | US-201414315217-A |
| Country | US |
| Kind code | B2 |
| Filing date | Jun 25, 2014 |
| Priority date | Jun 25, 2013 |
| Publication date | Jul 18, 2017 |
| Grant date | Jul 18, 2017 |
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A data visualization technique rapidly loads images to decrease data transfer time and associated bandwidth cost for animation effects in displays of data, and includes initially loading raster imagery at a coarser zoom level than a current view on the display, and then manipulating the imagery using general-purpose image manipulation algorithms to interpolate data points as a user adjusts the zoom level. In this manner, the data visualization technique intentionally displays a coarser view than that selected, rather than transferring entirely new imagery or datasets, and manipulates the imagery as necessary to avoid loading more data from a remote server to the local client each time the user adjusts the view.
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The invention claimed is: 1. A method of rapidly loading animated raster data, comprising: initiating, in a computing environment comprised of hardware and software components that include at least one processor configured to display animated maps that interactively permit pan and zoom functions on a user interface, an overlay developed from a raster image representative of data that changes over a specific period of time, in response to a user request to view time-series data at a selected zoom level from a client application, wherein the overlay displays representations of observed, extrapolated, and forecasted meteorological data; determining a size difference between a native resolution and a coarser resolution for the overlay, so that particular resolutions of the overlay at selected zoom levels are selectively loaded for display based on 1) a granularity of the selected zoom level, and 2) both a pixel size and an image size of the raster image; constructing a tile for presentation of the coarser resolution of the overlay on an animated map by slicing and downsampling a portion of the raster image representative of data from a total image file, the tile representing a coarser version of the raster image representative of data than the selected zoom level from the user request; computing a larger version of each tile at the client application to stretch the raster image so that the coarser version of the raster image appears as a larger zoom level than the selected zoom level; and performing additional computations on the larger version of each tile to manipulate previously-loaded tiles by rounding a plurality of data points on the larger version of each tile so that when the user requests different zoom levels, a resolution of the previously-loaded tiles appears equal to a resolution of the current zoom level on the animated map so that the previously-loaded tiles are either stretched or squished depending on the selected zoom level, until the user selects a zoom level that is substantially different from the tiles of raster images available at the client application. 2. The method of claim 1 , further comprising transferring the tile for presentation of the overlay on an animated map to the client application in response to the user request. 3. The method of claim 1 , wherein the meteorological data comprises at least one of air temperature, wind speed, cloud cover, precipitation, and barometric pressure for a particular geographic area. 4. The method of claim 3 , wherein representations of observed, extrapolated, and forecasted meteorological data are displayed on a slippymap on top of a base layer at least comprised of a topographical map of a geographic area. 5. The method of claim 4 , wherein the based layer also includes vectorized traffic data. 6. The method of claim 1 , further comprising interpolating, at the client application, data points comprising the tile representing a coarser version of the raster image representative of data to generate the larger version of each tile. 7. The method of claim 1 , further comprising utilizing color data in the tile representing a coarser version of the raster image representative of data to manipulate the raster image according to the user-selected zoom level without having to interpolate data comprising the raster image. 8. The method of claim 1 , further comprising tuning a presentation of the overlay using a fixed scaling factor remaining constant at all zoom levels and a variable scaling factor so that a new tile is transferred to the client application at a zoom level change according to a preset frequency. 9. The method of claim 1 , further comprising tuning a presentation of the overlay using a higher scale factor for immediate display of the raster image, and loading more resolute data after the initial highly-scaled data in the raster image is loaded. 10. A method of presenting a time-series visualization of data on a display, comprising: loading, from a remote server and within a computing environment comprised of hardware and software components that include at least one processor configured to display animated maps that interactively permit pan and zoom functions on a user interface, a tiled portion of a total image file forming an overlay developed from a large raster image representative of time-series data, in response to a user request to view time-series data on an animated map of one or more additional layers including at least one of a base layer, a vector layer, and an additional raster layer, at a selected zoom level from a client application, wherein the overlay developed from large raster image representative of time-series data displays observed, extrapolated, and forecasted meteorological data; determining a size difference between a native resolution and a coarser resolution for the overlay, so that particular resolutions of the overlay at selected zoom levels are selectively loaded for display based on 1) a granularity of the selected zoom level, and 2) both a pixel size and an image size of the raster image; processing, at the client application, the tiled portion from the total image file by calculating approximate data points of a larger version of the tiled portion to re-size the tiled portion so that a coarser representation of the time-series data is displayed at the client application than the selected zoom level; displaying an output data file representing the larger version of the tiled portion from the total image file for visualization of the overlay at the coarser resolution of the at the client application; and performing additional computations on the larger version of the tiled portion to manipulate previously-loaded tiled portions by rounding a plurality of data points on the larger version of each tiled portion so that when the user requests different zoom levels, a resolution of the previously-loaded tiled portions appears equal to a resolution of the current zoom level on the animated map so that the previously-loaded tiled portions are either stretched or squished depending on the selected zoom level, until the user selects a zoom level that is substantially different from the tiles of raster images available at the client application. 11. The method of claim 10 , wherein the meteorological data comprises at least one of air temperature, wind speed, cloud cover, precipitation, and barometric pressure for a particular geographic area. 12. The method of claim 11 , wherein representations of observed, extrapolated, and forecasted meteorological data are displayed on a slippymap on top of a base layer at least comprised of a topographical map of a geographic area. 13. The method of claim 12 , wherein the base layer also includes vectorized traffic data. 14. The method of claim 10 , further comprising utilizing color data in the tiled portion of a total image file forming an overlay developed from large raster image representative of time-series data to manipulate the raster image according to the user-selected zoom level without having to interpolate data comprising the raster image. 15. The method of claim 10 , further comprising tuning a presentation of the overlay using a fixed scaling factor remaining constant at all zoom levels and a variable scaling factor so that a new tiled portion is transferred to the client application at a zoom level change according to a preset frequency. 16. The method of claim 10 , further comprising tuning a presentation of the overlay using a higher scale factor for immediate display of the raster image, and loading more resolute data after the initial highly-scaled data in th
Bandwidth reduction · CPC title
Display of multiple viewports · CPC title
Retrieval, searching and output of information related to real-time traffic, weather, or environmental conditions (arrangements for giving variable traffic instructions G08G1/09) · CPC title
Maps · CPC title
Level of detail · CPC title
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