Title
Unified framework for path-planning and task-planning for autonomous robots.
Abstract
Most of the robotic systems are designed to move and perform tasks in a variety of environments. Some of these environments are controllable and well-defined, and the tasks to be performed are generally everyday ones. However, exploration missions also enclose hard constraints such as driving vehicles to many locations in a surface of several kilometres to collect and/or analyse interesting samples. Therefore, a critical aspect for the mission is to optimally (or sub-optimally) plan the path that a robot should follow while performing scientific tasks. In this paper, we present up2ta, a new AI planner that interleaves path-planning and task-planning for mobile robotics applications. The planner is the result of integrating a modified PDDL planner with a path-planning algorithm, combining domain-independent heuristics and a domain-specific heuristic for path-planning. Then, up2ta can exploit capabilities of both planners to generate shorter paths while performing scientific tasks in an efficient ordered way. The planner has been tested in two domains: an exploration mission consisting of pictures acquisition, and a more challenging one that includes samples delivering. Also, up2ta has been integrated and tested in a real robotic platform for both domains. A planner for mobile robotics applications is proposed.Integrating task-planning and path-planning provides several advantages.Using specific and domain independent heuristics improves the solutions generated.
Year
DOI
Venue
2016
10.1016/j.robot.2016.04.010
Robotics and Autonomous Systems
Keywords
Field
DocType
Task-planning,Path-planning,Autonomy,Robot control architectures
Motion planning,Heuristic,Computer science,Simulation,Planner,Exploit,Heuristics,Artificial intelligence,Robot,Robotics,Planning Domain Definition Language
Journal
Volume
Issue
ISSN
82
C
0921-8890
Citations 
PageRank 
References 
5
0.41
18
Authors
3
Name
Order
Citations
PageRank
Pablo Munoz1235.49
María D. R-Moreno29715.22
David F. Barrero312017.17