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Consequently, the authors propose a heuristic method for the centralized problem.
(3) section presents the centralized problem formulation for both the CRTI-M schemes, viz.
Using ML estimation to estimate the censored values, the decentralized problem is converted to a centralized problem.
We show that the centralized problem can be solved by Karush-Kuhn-Tucker (KKT) conditions and design an easy-to-implement truthful mechanism for the decentralized problem.
This design charges the damage to the forestry companies based on the optimal solution properties obtained from the centralized problem, with overcharging bounded by a constant.
Another difference in the distributed algorithm for ABR is the requirement of keeping the various PU's sessions on distinct bands (as described in the corresponding centralized problem P2).
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The proposed distributed algorithms are meticulous in meeting the constraints of the corresponding centralized problems and the results are in close proximity of the centralized results.
Next, the centralized optimization problem is decomposed to sub-problems using the Auxiliary Problem Principle (APP) method for the distributed architecture.
By using a constant step gradient descent optimization algorithm to solve the centralized allocation problem, it was measured that the convergence occurred after an average of four iterations.
To this end, the centralized FNNRW problem is cast as a set of distributed subproblems with consensus constrains imposed on the desired parameters and solved following the discrete-time zero-gradient-sum (ZGS) strategy.
In the ad hoc topology, the centralized minimization problem is written in a separable way and the alternating direction method of multipliers is utilized to construct an in-network algorithmic tracking and association framework.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com