TY - JOUR
T1 - Distributed Constrained Optimization for Second-Order Multiagent Systems via Event-Based Communication
AU - Huang, Yi
AU - Meng, Ziyang
AU - Sun, Jian
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2024
Y1 - 2024
N2 - This article studies the distributed constrained optimization problems for the discrete-time second-order multiagent systems (MASs), in which each agent privately owns local cost function and nonidentical convex set constraints. To solve this problem, a projection-based distributed event-triggered algorithm is developed via the constant step-sizes, which achieves an ergodic convergence rate O(1/k) for the general convex functions. By applying the event-triggered mechanism, the proposed algorithm can avoid unnecessary communication among the agents. Moreover, it is shown that the introduced event-triggered component does not sacrifice the convergence rate. Finally, a simulation example is carried out to demonstrate the theoretical results.
AB - This article studies the distributed constrained optimization problems for the discrete-time second-order multiagent systems (MASs), in which each agent privately owns local cost function and nonidentical convex set constraints. To solve this problem, a projection-based distributed event-triggered algorithm is developed via the constant step-sizes, which achieves an ergodic convergence rate O(1/k) for the general convex functions. By applying the event-triggered mechanism, the proposed algorithm can avoid unnecessary communication among the agents. Moreover, it is shown that the introduced event-triggered component does not sacrifice the convergence rate. Finally, a simulation example is carried out to demonstrate the theoretical results.
KW - Distributed optimization
KW - event-triggered communication
KW - multiagent systems (MASs)
KW - second-order dynamics
KW - set constraints
UR - http://www.scopus.com/inward/record.url?scp=85196107598&partnerID=8YFLogxK
U2 - 10.1109/TSMC.2024.3405453
DO - 10.1109/TSMC.2024.3405453
M3 - Article
AN - SCOPUS:85196107598
SN - 2168-2216
VL - 54
SP - 5317
EP - 5326
JO - IEEE Transactions on Systems, Man, and Cybernetics: Systems
JF - IEEE Transactions on Systems, Man, and Cybernetics: Systems
IS - 9
ER -