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This paper studies the distributed predefined‐time optimization problem for heterogeneous multi‐agent systems (MASs) subject to external disturbances and output constraints. A nonlinear disturbance observer is developed for accurate disturbance estimation and compensation. Building on this observer, a distributed optimization protocol incorporating time‐base generators (TBGs) is proposed, which ensures that the outputs of all agents converge exactly to the optimal solution within a predefined time. A numerical example is provided to demonstrate the effectiveness of the proposed approach.
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Nie et al. (2026) studied this question.
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