Machine readable optical images for gnss-denied navigation and localization of a working machine
US-2024057501-A1 · Feb 22, 2024 · US
US2025369772A1 · US · A1
| Field | Value |
|---|---|
| Publication number | US-2025369772-A1 |
| Application number | US-202418678448-A |
| Country | US |
| Kind code | A1 |
| Filing date | May 30, 2024 |
| Priority date | May 30, 2024 |
| Publication date | Dec 4, 2025 |
| Grant date | — |
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A map generation application and method generates a computer-readable worksite map for managing navigation and travel for a plurality of mobile machines equipped with perception-based localization and navigation systems at a worksite. Survey data and development data associated with the worksite are obtained and used to prepare an unmarked worksite development map including one or more travel/activity areas. Marker positioning factors are obtained and are associated with the one or more travel/activity areas. The application determines assigned marker positions based on the marker positioning factors for the placement of physical markers about the worksite.
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1 . A worksite server associated with a plurality of mobile machines at a physical worksite, each mobile machine configured with a perception-based localization and navigation system, the worksite server configured with a map generation application comprising: a map developer routine/module configured to receive survey data and to receive worksite development data, including one or more travel/activity areas, and to prepare an unmarked worksite development map in computer-readable format: a marker assignment routine/module configured to identify a travel/activity area from the one or more travel/activity areas, to obtain one or more marker positioning factors, to associate the one or more marker positioning factors with the travel/activity area, and to assign at least one assigned marker position; and a map generator to generate a marker worksite map in computer-readable format that includes the at least one assigned marker position. 2 . The worksite server of claim 1 , wherein the one or more marker positioning factors are one of an intrinsic marker positioning factor obtained from the unmarked worksite development map and an extrinsic marker positioning factor entered to the marker assignment routine/module. 3 . The worksite server of claim 1 , wherein the one or more marker position factors includes one or more of a topology factor associated with the one or more worksite features, a traffic factor associated with the plurality of mobile machines: an environmental factor associated with the physical worksite; a system resolution factor associated with the perception-based localization and navigation system: and an operational factor associated with at least one of the plurality of mobile machines. 4 . The worksite server of claim 3 , wherein the topology factor is indicative of one or more of an incline, a grade, a slope, and an elevation obstruction. 5 . The worksite server of claim 3 , wherein the one or more marker positioning factors includes a traffic factor associated with the plurality of mobile machines. 6 . The worksite server of claim 1 , wherein the one or more marker positioning factors includes a travel/activity location factor indicative of usability of a position/navigation system different from the perception-based localization and navigation system. 7 . The worksite server of claim 1 , further comprising a marker effectiveness routine/module configured to: receive marker perception data from the perception-based localization and navigation system; analyze the marker perception data for perceptibility effectiveness; and adjust the at least one assigned marker position to improve perceptibility. 8 . The worksite server of claim 7 , wherein the marker perception data is indicative of frequency with which the perception-based localization and navigation system detects physical markers at the physical worksite. 9 . The worksite server of claim 1 , wherein the marker assignment routine/module further includes a simulator configured to designate the at least one assigned marker position as a temporary marker position, to simulate the effectiveness of the temporary marker position, and to adjust the temporary marker position based on effectiveness. 10 . The worksite server of claim 9 , wherein the simulator uses a simulated mobile machine model to simulate the effectiveness of the temporary marker position. 11 . The worksite server of claim 1 , further comprising a library of predefined positioning rules and definitions for marker positioning: and the marker assignment routine/module determines the at least one assigned marker position based in part on the library of predefined positioning rules and definitions. 12 . The worksite server of claim 1 , wherein the one or more travel/activity areas includes one or more of an operational site and a travel route. 13 . The worksite server of claim 12 , wherein the travel route include a travel segment corresponding to one of a route curve and an intersection. 14 . The worksite server of claim 1 , wherein the at least one assigned marker position includes a geometric location and spatial orientation for a physical marker in the physical worksite. 15 . A computer-implemented method for generating a computer-readable worksite map of a physical worksite for operation of a plurality of mobile machines each including a perception-based localization and navigation system, the method comprising: receiving survey data of the physical worksite: receiving development data including one or more travel/activity areas: preparing an unmarked development map in computer-readable format from the survey data and the development data: receiving one or more marker positioning factors: associating the one or more positioning factors with the one or more one or more travel/activity areas: assigning an assigned marker position based in part on the one or more marker positioning factors; and generating a marker worksite map in computer-readable format that includes the assigned marker position. 16 . The method of claim 15 , wherein the one or more marker positioning factors includes one or more of a topology factor associated with the one or more worksite features, a traffic factor associated with the plurality of mobile machines: an environmental factor associated with the physical worksite: a system resolution factor associated with the perception-based localization and navigation system: and an operational factor associated with at least one of the plurality of mobile machines. 17 . The method of claim 15 , further comprising: receiving marker perception data from the perception-based localization and navigation system; analyzing the marker perception data for perceptibility effectiveness; and adjusting the assigned marker position to improve perceptibility effectiveness. 18 . The method of claim 17 , wherein the marker perception data is indicative of frequency with which the perception-based localization and navigation system detects physical markers at the physical worksite. 19 . The method of claim 15 , further comprising simulating the assigned marker position by adjusting the one or more marker positioning factors. 20 . The method of claim 19 , wherein the step of simulating the assigned marker position uses a simulated mobile machine model responsive to the assigned marker position factors. 21 - 45 . (canceled)
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