Behaviour Recognition with Kinodynamic Planning Over Continuous Domains

Autor: Grady Fitzpatrick, Nir Lipovetzky, Michael Papasimeon, Miquel Ramirez, Mor Vered
Jazyk: angličtina
Rok vydání: 2021
Předmět:
Zdroj: Frontiers in Artificial Intelligence, Vol 4 (2021)
Druh dokumentu: article
ISSN: 2624-8212
DOI: 10.3389/frai.2021.717003
Popis: We investigate the application of state-of-the-art goal recognition techniques for behaviour recognition over complex continuous domains using model predictive control (MPC) for trajectory generation. We formally define the problem of kinodynamic behaviour recognition and establish a set of baseline behaviours and performance measures in the complex domain of unmanned aerial maneuvers. We evaluate how well our approach performs over a range of standard aerial maneuvers and representative initial configurations of varying complexity. The work also highlights future research directions in compound model-based behaviour recognition and team behaviour recognition where multiple agents may be acting simultaneously.
Databáze: Directory of Open Access Journals