Identifying and resolving prohibited maneuvers in routes generated by a routing system
A technique automatically identifies and resolves prohibited maneuvers in candidate routes generated by a routing system. Examples of prohibited maneuvers include traveling over a non-navigable path, traveling in an incorrect direction over a roadway, and an improper turn. The technique determines whether the candidate routes contain prohibited maneuvers by comparing the candidate routes with plural types of route-related validation data in plural respective validation processes. For example, a first validation process compares the candidate routes with a collection of GPS traces. A second validation process compares the candidate routes with map reference data. The technique further includes provisions for correcting the causes of identified prohibited maneuvers. Overall, the technique reduces the amount of manual effort involved in verifying the accuracy of routes produced by the routing system, and improves the accuracy, reliability, and safety of the routing system.
1 . A method for identifying and resolving prohibited maneuvers in routes generated by a computer-implemented routing system, comprising:
receiving a set of candidate routes sampled from a collection of routes generated by the routing system based on routing-engine network data in response to submitted requests, the set of candidate routes having different starting and ending locations, the routing-engine network data being provided in a data store of the routing system and describing a physical roadway network;
receiving first route-related validation data from a first source, wherein the first route-related validation data is a collection of Global Positioning System (GPS) traces measured by position-determining devices at respective sampling rates as the position-determining devices traverse actual routes;
receiving second route-related validation data from a second source, wherein the second route-related validation data is reference map data produced by another computer-implemented system that describes a same roadway network as the routing-engine network data used by the routing system;
producing first validation results by comparing the set of candidate routes with the first route-related validation data;
producing second validation results by comparing the set of candidate routes with the second route-related validation data, the producing second validation results being performed independently of the first validation results;
identifying prohibited maneuvers in the set of candidate routes that are independently confirmed by both the first validation results and the second validation results;
revising the routing system using a correction system to eliminate or reduce at least one factor that is causing generation of routes containing the prohibited maneuvers identified in the identifying, to provide a revised routing system, the correction system including functions for correcting one or more data errors in the routing-engine network data in the data store, and modifying logic used by the routing system to generate routes, the logic being at least one of machine-trained instructions that execute a routing algorithm or a machine-trained model;
receiving requests by the revised routing system, each request that is received specifying a starting and ending location; and
generating and providing routes using the revised routing system in response to the requests, the routes providing guidance on how to navigate over a physical roadway network.
2 . The method of claim 1 , wherein the prohibited maneuvers that are determined include any of:
navigation over a non-navigable route portion; and/or
a prohibited turn; and/or
navigation over a route portion in a direction that is prohibited.
3 . The method of claim 1 , further comprising snapping at least the first route-related validation data to a road network described by a common base map data.
4 . The method of claim 3 , wherein the common base map data is the routing-engine network data used by the routing system.
5 . The method of claim 1 , further comprising receiving third route-related validation data and producing third validation results by comparing the set of candidate routes with the third route-related validation data, wherein the identifying is also based on the third validation results.
6 . The method of claim 1 , wherein the producing first validation results comprises:
identifying a group of GPS traces within a prescribed geographic proximity to a particular candidate route;
determining whether a particular segment of the particular candidate route is found in at least a first prescribed number of GPS traces in the group of GPS traces, at a same time at which the particular segment occurs;
identifying a pair of segments in the candidate route that is joined at a maneuver point associated with a maneuver; and
determining whether the pair of segments in the particular candidate route is found in at least a second prescribed number of GPS traces in the group of GPS traces, at a same time at which the pair of segments occurs.
7 . The method of claim 6 , wherein the producing first validation results further comprises:
designated the particular segment as matched, even though the particular segment does not match the first prescribed number of GPS traces, based on a consideration of a profile of the particular segment, and a consideration of a profile of a preceding group of one or more neighboring segments that precede the particular segment, and a profile of a following group of one or more neighboring segments that follow the particular segment; and
designating the pair of segments as matched, even though the pair of segments does not match the second prescribed number of GPS traces, based on a consideration of the profile of the particular segment, and a consideration of a profile of a preceding group of one or more neighboring segments that precede the pair of segments, and a profile of a following group of one or more neighboring segments that follow the pair of segments,
the profile of a particular group specifying at least whether each neighboring segment in the particular group is matched or unmatched.
8 . The method of claim 1 , wherein the producing second validation results comprises:
identifying a set of route entities in the routing-engine network data or the reference map data, each route entity describing a route portion having common properties;
based at least in part on the set of route entities that are identified, identifying a pair of neighboring route entities in a particular candidate route that are joined at a maneuver point associated with a maneuver, the two neighboring route entities having a first neighboring route entity and a second neighboring route entity;
identifying a first mini-route, using the routing-engine network data, between a beginning point of the first neighboring route entity and an ending point in the second neighboring route entity;
identifying a second mini-route, based on the map reference data, between the beginning point of the first neighboring route entity and the ending point of the second neighboring route entity; and
determining whether the first mini-route matches the second mini-route.
9 . The method of claim 8 , wherein the determining whether the first mini-route matches the second mini-route comprises determining whether bounding shapes associated with the first mini-route and the second mini-route, respectively, overlap by a prescribed amount.
10 . The method of claim 1 , wherein the first validation results and the second validation results are binary results, a binary result having two values, a first indicating that a particular conclusion applies, and a second indicating that the particular conclusion does not apply.
11 . The method of claim 1 , wherein the first validation results and the second validation results are probabilistic results, a probabilistic result indicating a likelihood of a particular conclusion that is a capable of ranging over plural values, including values between zero percent and 100 percent.
12 . The method of claim 1 , further comprising:
generating a presentation for a particular prohibited maneuver that has been identified; and
receiving manually-specified classification information that specifies a cause of the particular prohibited maneuver.
13 . The method of claim 12 , wherein the presentation includes an aerial-captured image and/or a satellite-captured image of a map region associated with the prohibited maneuver.
14 . A computing system for identifying and resolving prohibited maneuvers in routes generated by a computer-implemented routing system, comprising:
an instruction data store for storing computer-readable instructions;
a processing system for executing the computer-readable instructions in the data store, to perform operations including:
receiving a set of candidate routes sampled from a collection of routes generated by the routing system based on routing logic that operates on routing-engine network data in response to submitted requests, the set of candidate routes having different starting and ending locations, the routing-engine network data being provided in a data store of the routing system and describing a physical roadway network;
receiving a collection of Global Positioning System (GPS) traces measured by position-determining devices at respective sampling rates as the position-determining devices traverse actual routes;
receiving reference map data, wherein the reference map data is produced by another computer-implemented system that describes a same roadway network as the routing-engine network data used by the routing system;
producing first validation results by comparing the set of candidate routes with the collection of GPS traces;
producing second validation results by comparing the set of candidate routes with the reference map data;
determining prohibited maneuvers in the set of candidate routes that are independently confirmed by both the first validation results and the second validation results;
revising the routing system using a correction system to eliminate or reduce at least one factor that is causing generation of routes containing the prohibited maneuvers identified in the determining, to provide a revised routing system, the correction system including functions for correcting one or more data errors in the routing-engine network data in the data store, and modifying logic used by the routing system to generate routes, the logic being at least one of machine-trained instructions that execute a routing algorithm or a machine-trained model;
receiving requests by the revised routing system, each request that is received specifying a starting and ending location; and
generating and providing routes using the revised routing system in response to the requests, the routes providing guidance on how to navigate over a physical roadway network,
wherein the producing first validation results comprises:
snapping the collection of GPS traces to a road network described by the routing-engine network data;
identifying a group of GPS traces, produced by the snapping, within a prescribed geographic proximity to a particular candidate route;
determining whether a particular segment of the particular candidate route is found in at least a first prescribed number of GPS traces in the group of GPS traces, at a same time at which the particular segment occurs;
identifying a pair of segments in the candidate route that is joined at a maneuver point associated with a maneuver; and
determining whether the pair of segments in the particular candidate route is found in at least a second prescribed number of GPS traces in the group of GPS traces, at a same time at which the pair of segments occurs.
15 . The computing system of claim 14 , wherein the producing second validation results comprises:
identifying a set of route entities in the routing-engine network data or the reference map data, each route entity describing a route portion having common properties;
based the set of route entities that are identified, identifying a pair of neighboring route entities in a particular candidate route that are joined at a maneuver point associated with a maneuver, the two neighboring route entities having a first neighboring route entity and a second neighboring route entity;
identifying a first mini-route, using the routing-engine network data, between a beginning point of the first neighboring route entity and an ending point in the second neighboring route entity;
identifying a second mini-route, based on the map reference data, between the beginning point of the first neighboring route entity and the ending point of the second neighboring route entity; and
determining whether the first mini-route matches the second mini-route.
16 . A computer-readable storage medium for storing computer-readable instructions, a processing system executing the computer-readable instructions to perform operations, the operations comprising:
receiving a set of candidate routes sampled from a collection of routes generated by a computer-implemented routing system based on routing-engine network data in response to submitted requests, the set of candidate routes having different starting and ending locations, the routing-engine network data being provided in a data store of the routing system and describing a physical roadway network;
receiving first route-related validation data from a first source, wherein the first route-related validation data is a collection of Global Positioning System (GPS) traces measured by position-determining devices at respective sampling rates as the position-determining devices traverse actual routes;
receiving second route-related validation data from a second source;
producing first validation results by comparing the set of candidate routes with the first route-related validation data;
producing second validation results by comparing the set of candidate routes with the second route-related validation data;
determining prohibited maneuvers in the set of candidate routes that are independently confirmed by both the first validation results and the second validation results, the prohibited maneuvers including: a first type of prohibited maneuver occurring when there is navigation over a non-navigable route portion; a second type of prohibited maneuver occurring when there is a prohibited turn; and a third type of prohibited maneuver occurring when there is navigation over a route portion in a direction that is prohibited;
revising the routing system using a correction system to eliminate or reduce at least one factor that is causing generation of routes containing the prohibited maneuvers identified in the determining, to provide a revised routing system, the correction system including functions for correcting one or more data errors in the routing-engine network data in the data store, and modifying logic used by the routing system to generate routes, the logic being at least one of machine-trained instructions that execute a routing algorithm or a machine-trained model;
receiving requests by the revised routing system, each request that is received specifying a starting and ending location; and
generating and providing routes using the revised routing system in response to the requests, the routes providing guidance on how to navigate over a physical roadway network,
wherein the second route-related validation data is reference map data produced by another computer-implemented system, and
wherein the producing second validation results comprises:
identifying a set of route entities in the routing-engine network data or the reference map data, each route entity describing a route portion having common properties;
based at least in part on the set of route entities that are identified, identifying a pair of neighboring route entities in a particular candidate route that are joined at a maneuver point associated with a maneuver, the two neighboring route entities having a first neighboring route entity and a second neighboring route entity;
identifying a first mini-route, using the routing-engine network data, between a beginning point of the first neighboring route entity and an ending point in the second neighboring route entity;
identifying a second mini-route, based on the map reference data, between the beginning point of the first neighboring route entity and the ending point of the second neighboring route entity; and
determining whether the first mini-route matches the second mini-route.
17 . The method of claim 1 , wherein the routing system is implemented by servers.
18 . The method of claim 1 , wherein, for at least some of the routes that are provided in response to the requests that are received, guidance is provided by navigation systems, each of the navigation systems providing guidance in following a provided route based on real-time feedback provided by a position-measuring device.
19 . The method of claim 1 , wherein the correcting one or more data errors includes correcting one or more errors in attributes of roadways in the routing-engine network data.
20 . The method of claim 1 , further comprising revising status of at least some matches made using the first validation data from an unmatched status to a matched status when prescribed conditions are met, the status being revised to account for noise and sampling insufficiencies in measuring the GPS traces in the collection of GPS traces.