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math.OC2022
Robustness and Convergence Analysis of First-Order Distributed Optimization Algorithms over Subspace Constraints
Dennis J. Marquis, Dany Abou Jaoude, Mazen Farhood +1
This paper extends algorithms that remove the fixed point bias of decentralized gradient descent to solve the more general problem of distributed optimization over subspace constra…
eess.SY2022
Model Reduction of Consensus Network Systems via Selection of Optimal Edge Weights and Nodal Time-Scales
Ralph Sabbagh, Dany Abou Jaoude
This paper proposes model reduction approaches for consensus network systems based on a given clustering of the underlying graph. Namely, given a consensus network system of time-s…