Semantic Scholar Open Access 2021 6 sitasi

A Survey on Automatic Design Methods for Swarm Robotics Systems

A. Iskandar B. Kovács

Abstrak

Abstract Swarm robots are a branch of robotics that draws inspiration from biological swarms to mimic their collective behavior. Automatic design methods are part of swarm engineering, depend on artificial intelligence algorithms to produce the collective behavior of robots. In general, they follow two-approach evolutionary algorithms like practical swarm optimization and reinforcement learning. This paper studies these approaches, illustrating the effect of modifications and enhancements of algorithms for both directions, showing important parameters considered for the best performance of the swarm, and explaining the methods and advantages of using deep learning to reinforcement learning.

Penulis (2)

A

A. Iskandar

B

B. Kovács

Format Sitasi

Iskandar, A., Kovács, B. (2021). A Survey on Automatic Design Methods for Swarm Robotics Systems. https://doi.org/10.2478/cjece-2021-0006

Akses Cepat

Lihat di Sumber doi.org/10.2478/cjece-2021-0006
Informasi Jurnal
Tahun Terbit
2021
Bahasa
en
Total Sitasi
Sumber Database
Semantic Scholar
DOI
10.2478/cjece-2021-0006
Akses
Open Access ✓