Applications of Mobile Robots 2019
DOI: 10.5772/intechopen.79337
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A Survey and Analysis of Cooperative Multi-Agent Robot Systems: Challenges and Directions

Abstract: Research in the area of cooperative multi-agent robot systems has received wide attention among researchers in recent years. The main concern is to find the effective coordination among autonomous agents to perform the task in order to achieve a high quality of overall performance. Therefore, this paper reviewed various selected literatures primarily from recent conference proceedings and journals related to cooperation and coordination of multi-agent robot systems (MARS). The problems, issues, and directions … Show more

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Cited by 38 publications
(32 citation statements)
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“…RL does not require any data; consequently the learning environment plays a crucial role in providing enough and diverse experiences (Jaderberg et al, 2021) in conjunction with carefully crafted reward signals. Many domains are interested in RL research and applications (Leitão & Karnouskos, 2015), such as game theory and distributed systems, but also optimal control, autonomous cars (Shalev-Shwartz et al, 2016) and robotics (Kober et al, 2013;Gupta et al, 2017;Ismail & Sariff, 2018). Games have been part of one of three main historical threads of RL development (Sutton & Barto, 2015).…”
Section: Related Workmentioning
confidence: 99%
“…RL does not require any data; consequently the learning environment plays a crucial role in providing enough and diverse experiences (Jaderberg et al, 2021) in conjunction with carefully crafted reward signals. Many domains are interested in RL research and applications (Leitão & Karnouskos, 2015), such as game theory and distributed systems, but also optimal control, autonomous cars (Shalev-Shwartz et al, 2016) and robotics (Kober et al, 2013;Gupta et al, 2017;Ismail & Sariff, 2018). Games have been part of one of three main historical threads of RL development (Sutton & Barto, 2015).…”
Section: Related Workmentioning
confidence: 99%
“…As follows from the analysis of the functional model, the following algorithms are needed [4][5][6][7][8][9][10][11][12][13][14][15][16][17][18]:…”
Section: Development Of Algorithmsmentioning
confidence: 99%
“…However, the number of data exchanges and the complexity of the team coordination increase with the number of robots (Doriya et al, 2015;Benavides et al, 2019). In such cases, decentralized approaches (Cortés and Egerstedt, 2017;Ismail and Sariff, 2018) should be preferred because they prevent a single point-of-failure commonly found in centralized approaches (de Souza et al, 2016;Benavides et al, 2019). If the centralized program stops or fails, the whole system fails.…”
Section: Introductionmentioning
confidence: 99%