Planning by work volumes to avoid conflicts
Methods, systems, and apparatus, including computer programs encoded on computer storage media, for planning by work volumes to avoid conflicts. One of the methods includes receiving a process definition graph for a robot that includes action nodes, wherein the action nodes include (1) transition nodes that represent a motion to be taken by the robot from a respective start location to an end location and (2) task nodes that represent a particular task to be performed by the robot at a particular task location. An initial modified process definition graph that ignores one or more conflicts between respective transition nodes as well as one or more conflicts between respective transition nodes and task nodes is generated from the process definition graph. A refined process definition graph that ignores conflicts between transition nodes and recognizes conflicts between transition nodes and task nodes is generated from the initial modified process definition graph.
1. A method performed by one or more computers, the method comprising:
receiving, by the one or more computers, a process definition graph for a robot, the process definition graph having a plurality of action nodes, wherein the action nodes include (1) transition nodes that represent a motion to be taken by the robot from a respective start location to an end location and (2) task nodes that represent a particular task to be performed by the robot at a particular task location, and wherein the process definition graph is associated with constraints that disallow conflicts between work volumes of robots performing action nodes in the process definition graph;
performing, by the one or more computers, a sequence of modifications to generate, from the process definition graph, a plurality of different final process definition graphs representing candidate plans for controlling multiple robots, including:
generating, from the process definition graph, an initial modified process definition graph that assigns one or more action nodes to each robot of the multiple robots, including relaxing one or more of the constraints to allow conflicts between pairs of transition nodes and to allow conflicts between transition nodes and task nodes, and
after generating the initial modified process definition graph, performing a conflict resolution process that reintroduces a constraint that disallows conflicts between transition nodes and task nodes to generate, from the initial modified process definition graph, a refined process definition graph, comprising generating updated paths for one or more transition nodes that avoid volumes occupied by robots performing tasks represented by task nodes in the initial modified process definition graph.
2. The method of claim 1 , wherein generating the updated paths for the one or more transition nodes comprises generating a path that keeps the robot outside a volume occupied by a task.
3. The method of claim 1 , wherein the initial modified process definition graph specifies paths for respective transition nodes that conflict with volumes occupied by tasks represented by respective task nodes.
4. The method of claim 3 , wherein the refined process definition graph specifies paths for transition nodes that are conflicting.
5. The method of claim 3 , wherein the refined process definition graph includes no transition nodes having paths that conflict with any volume occupied by any task represented by a task node in the graph.
6. The method of claim 1 , wherein the process definition graph has respective action nodes for multiple robots, and wherein generating the refined process definition graph comprises generating alternative plans for the multiple robots.
7. The method of claim 6 , wherein generating alternative plans for the multiple robots comprises:
generating, for a first robot of the multiple robots, a first path that avoids a work volume occupied by a second robot of the multiple robots; and
generating, for the second robot of the multiple robots, a second path that avoids a second work volume occupied by the first robot of the multiple robots.
8. The method of claim 1 , further comprising generating, from the refined process definition graph, a schedule for the robot that specifies executing motion actions that avoid volumes occupied by tasks represented by task nodes in the graph.
9. A system comprising:
one or more computers and one or more storage devices storing instructions that are operable, when executed by the one or more computers, to cause the one or more computers to perform operations comprising:
receiving, by the one or more computers, a process definition graph for a robot, the process definition graph having a plurality of action nodes, wherein the action nodes include (1) transition nodes that represent a motion to be taken by the robot from a respective start location to an end location and (2) task nodes that represent a particular task to be performed by the robot at a particular task location, and wherein the process definition graph is associated with constraints that disallow conflicts between work volumes of robots performing action nodes in the process definition graph;
performing, by the one or more computers, a sequence of modifications to generate, from the process definition graph, a plurality of different final process definition graphs representing candidate plans for controlling multiple robots, including:
generating, from the process definition graph, an initial modified process definition graph that assigns one or more action nodes to each robot of the multiple robots, including relaxing one or more of the constraints to allow conflicts between pairs of transition nodes and to allow conflicts between transition nodes and task nodes, and
after generating the initial modified process definition graph, performing a conflict resolution process that reintroduces a constraint that disallows conflicts between transition nodes and task nodes to generate, from the initial modified process definition graph, a refined process definition graph, comprising generating updated paths for one or more transition nodes that avoid volumes occupied by robots performing tasks represented by task nodes in the initial modified process definition graph.
10. The system of claim 9 , wherein the initial modified process definition graph specifies paths for respective transition nodes that conflict with volumes occupied by tasks represented by respective task nodes.
11. The system of claim 10 , wherein the refined process definition graph includes no transition nodes having paths that conflict with any volume occupied by any task represented by a task node in the graph.
12. The system of claim 9 , wherein the process definition graph has respective action nodes for multiple robots, and wherein generating the refined process definition graph comprises generating alternative plans for the multiple robots.
13. The system of claim 12 , wherein generating alternative plans for the multiple robots comprises:
generating, for a first robot of the multiple robots, a first path that avoids a work volume occupied by a second robot of the multiple robots; and
generating, for the second robot of the multiple robots, a second path that avoids a second work volume occupied by the first robot of the multiple robots.
14. The system of claim 9 , wherein the operations further comprise generating, from the refined process definition graph, a schedule for the robot that specifies executing motion actions that avoid volumes occupied by tasks represented by task nodes in the graph.
15. One or more non-transitory computer storage media encoded with computer program instructions that when executed by a one or more computers cause the one or more computers to perform operations comprising:
receiving, by the one or more computers, a process definition graph for a robot, the process definition graph having a plurality of action nodes, wherein the action nodes include (1) transition nodes that represent a motion to be taken by the robot from a respective start location to an end location and (2) task nodes that represent a particular task to be performed by the robot at a particular task location, and wherein the process definition graph is associated with constraints that disallow conflicts between work volumes of robots performing action nodes in the process definition graph;
performing, by the one or more computers, a sequence of modifications to generate, from the process definition graph, a plurality of different final process definition graphs representing candidate plans for controlling multiple robots, including:
generating, from the process definition graph, an initial modified process definition graph that assigns one or more action nodes to each robot of the multiple robots, including relaxing one or more of the constraints to allow conflicts between pairs of transition nodes and to allow conflicts between transition nodes and task nodes, and
after generating the initial modified process definition graph, performing a conflict resolution process that reintroduces a constraint that disallows conflicts between transition nodes and task nodes to generate, from the initial modified process definition graph, a refined process definition graph, comprising generating updated paths for one or more transition nodes that avoid volumes occupied by robots performing tasks represented by task nodes in the initial modified process definition graph.
16. The non-transitory computer storage media of claim 15 , wherein the initial modified process definition graph specifies paths for respective transition nodes that conflict with volumes occupied by tasks represented by respective task nodes.
17. The non-transitory computer storage media of claim 16 , wherein the refined process definition graph includes no transition nodes having paths that conflict with any volume occupied by any task represented by a task node in the graph.
18. The non-transitory computer storage media of claim 15 , wherein the process definition graph has respective action nodes for multiple robots, and wherein generating the refined process definition graph comprises generating alternative plans for the multiple robots.
19. The non-transitory computer storage media of claim 18 , wherein generating alternative plans for the multiple robots comprises:
generating, for a first robot of the multiple robots, a first path that avoids a work volume occupied by a second robot of the multiple robots; and
generating, for the second robot of the multiple robots, a second path that avoids a second work volume occupied by the first robot of the multiple robots.
20. The non-transitory computer storage media of claim 15 , wherein the operations further comprise generating, from the refined process definition graph, a schedule for the robot that specifies executing motion actions that avoid volumes occupied by tasks represented by task nodes in the graph.