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A non-heuristic distributed algorithm for non-convex constrained optimization
In this paper we introduce a discrete-time, distributed optimization algorithm executed by a set of agents whose interactions are subject to a communication graph. The algorithm can be applied to optimization problems ...
A performance comparison between two consensus-based distributed optimization algorithms
In this paper we address the problem of multi-agent optimization for convex functions expressible as sums of convex functions. Each agent has access to only one function in the sum and can use only local information to ...
Nonlinear Programming Methods for Distributed Optimization
In this paper we investigate how standard nonlinear programming algorithms can be used to solve constrained optimization problems in a distributed manner. The optimization setup consists of a set of agents interacting ...