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Towards optimal task positioning in multi-robot cells, using nested meta-heuristic swarm algorithms

Articolo
Data di Pubblicazione:
2021
Abstract:
While multi-robot cells are being used more often in industry, the problem of work-piece position optimization is still solved using heuristics and the human experience and, in most industrial cases, even a feasible solution takes a considerable amount of trials to be found. Indeed, the optimization of a generic performance index along a path is complex, due to the dimension of the feasible-configuration space. This work faces this challenge by proposing an iterative layered-optimization method that integrates a Whale Optimization and an Ant Colony Optimization algorithm, the method allows the optimization of a user-defined objective function, along a working path, in order to achieve a quasi-optimal, collision free solution in the feasible-configuration space.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Industrial robotics; Motion planning; Multi-robot coordination; Optimization algorithms
Elenco autori:
Mutti, Stefano; Nicola, Giorgio; MOLINARI TOSATTI, Lorenzo; Pedrocchi, Nicola; Beschi, Manuel
Autori di Ateneo:
MOLINARI TOSATTI LORENZO
PEDROCCHI NICOLA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/425755
Pubblicato in:
ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING
Journal
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http://www.scopus.com/record/display.url?eid=2-s2.0-85101801442&origin=inward
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