Off-Policy Evaluation of the Performance of a Robot Swarm: Importance Sampling to Assess Potential Modifications to the Finite-State Machine That Controls the Robots
Due to the decentralized, loosely coupled nature of a swarm and to the lack of a general design methodology, the development of control software for robot swarms is typically an iterative process. Control software is generally modified and refined repeatedly, either manually or automatically, until...
Main Authors: | Federico Pagnozzi, Mauro Birattari |
---|---|
Format: | Article |
Language: | English |
Published: |
Frontiers Media S.A.
2021-04-01
|
Series: | Frontiers in Robotics and AI |
Subjects: | |
Online Access: | https://www.frontiersin.org/articles/10.3389/frobt.2021.625125/full |
Similar Items
-
Automatic Off-Line Design of Robot Swarms: A Manifesto
by: Mauro Birattari, et al.
Published: (2019-07-01) -
Automatic design of robot swarms: achievements and challenges
by: Gianpiero eFrancesca, et al.
Published: (2016-05-01) -
Modular automatic design of collective behaviors for robots endowed with local communication capabilities
by: Ken Hasselmann, et al.
Published: (2020-08-01) -
Complexity Measures: Open Questions and Novel Opportunities in the Automatic Design and Analysis of Robot Swarms
by: Andrea Roli, et al.
Published: (2019-11-01) -
Concurrent design of control software and configuration of hardware for robot swarms under economic constraints
by: Muhammad Salman, et al.
Published: (2019-09-01)