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Fully distributed adaptive formation-containment control for nonlinear multiagent systems with neural network-reliable state constraints | Synapse
March 3, 2026
Fully distributed adaptive formation-containment control for nonlinear multiagent systems with neural network-reliable state constraints
DL
Dekang Liu
University of Electronic Science and Technology of China
JY
Jie Yang
General Cardiology
YY
Yancheng Yan
University of Electronic Science and Technology of China
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Puntos clave
Effective adaptive formation control is achieved even with state constraints in nonlinear multiagent systems.
Key evidence includes demonstrating reliable performance through neural networks in varying environments.
The approach leverages fully distributed adaptive control mechanisms to manage multiagent coordination.
The findings highlight a potential for robust real-world applications, though further testing in wider scenarios may be necessary.
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Cite This Study
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Liu et al. (Sun,) studied this question.
synapsesocial.com/papers/69a76872badf0bb9e87e4b32
https://doi.org/https://doi.org/10.1007/s11071-025-12061-8