Title: FormationBased MultiRobot Coverage
1Formation-Based Multi-Robot Coverage
- DeWitt T. Latimer IV, Siddhartha Srinivasa,
Vincent Lee-Shue, Samuel Sonne, Aaron Hurst,
Howie Choset - Carnegie Mellon University
2Coverage
- Determine a path that passes the robot (or
effector) over all points in a target region
(volume)
Random Probabilistic Complete Optimal
3Problem Statement
- Assumptions
- Unknown space
- Homogenous circular robot
- No marking capability
- Common coordinate frame
- Task
- Complete coverage of space
- Coordinated among multiple robots
- Minimize repeat coverage
- Decentralized planning (yet coordinated)
4Challenges
- Guaranteeing completeness
- Single robot Hert Lumelsky, Choset Acar, Cao
- Multi-robot Butler, Hollis, and Rizzi
- Minimize repeat coverage
- Planning in a multi-dimensional configuration
space - Balch and Arkin, each robot acts independently
- Space not known a priori
- Single robot Hert Lumelsky, Choset Acar, Cao
- Multi-robot Butler, Hollis, and Rizzi
- Scalability
5Final (current) Demonstration
6Cell-Decomposition Approach
- Define Decomposition
- Completeness
- Sensor-based Construction
- Incrementally construct
- Extend to Multiple Robots
7Slice (Canny and Canny Lin)
h(x,y) x
8Critical Point Sensing
slice
At a critical point x of
where M xm(x)0
9Encountering All Critical Points
- Conventional back and forth motions are not
sufficient - (Cao et al.88, Hert et al.97, Lumelsky et
al.90)
10Complete Coverage
- NOT Occupancy Grid Less memory, More meaningful,
Minimize turns, Completeness
11Sensor-based Complete Coverage
Goal Complete coverage of an unknown
environment Cell decomposition Incremental
construction
Time-exposure photo of a coverage experiment
12Characterize Critical Points
13Cover Interior of Cell (one corridor at a time)
Wall follow
Lap
14Critical Point Sensing
Look for parallel vectors during forward wall
following, but after a reverse wall follow,
lap, and then the forward
Look for anti-parallel vectors during reverse
wall following
Look for parallel vectors during forward wall
following
Look for parallel vectors during reverse wall
following
15Action at Critical Points
Team divides into two separate teams, each
covering a new cell
VIRTUAL FRONTIER (Butler)
Team finishes cell and then looks for a new cell
to cover
16Virtual Frontier
As an attempt to minimize repeat coverage, we use
the virtual frontier believing that another team
will be coming from the other cell associated
with the forward critical point
17Team Rejoining (work in progress)
- Types of encounters
- Two teams covering in opposite slice directions
- Both teams finish the current corridor
- Two teams covering in same slice direction
- Both teams finish the current corridor
- One team covering and the other traversing
- Since robots only traverse through known space,
the covering team stops covering and joins
traversing team - Two teams encountering each other on the border
of two cells (very hard case) - Combine adjacency graphs
18Example
19Acknowledgements
- Dave Conner
- Ercan Acar
- Tucker Balch
- Matt Mason and Mike Erdmann
20Distributed Localization and Mapping