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Abstract
In this work I studied the problem of adaptation of the communication
parameters for orthogonal frequency-division multiplexing communication
schemes through a constrained distributed convex-optimization with asyn-
chronous computation and lossy communication. The algorithm implemented
was the so called robust-asynchronous Newton-Raphson Consensus while the
constraints were added using an interior point method with logarithmic bar-
riers. Two other algorithms such as Gradient Descent and Jacobi Descent
were also tested in the work and compared to the main one. Regarding
the cost function, I proposed a maximization of the throughput per OFDM
packet without having the packet loss ratio exceed a predefined threshold,
to improve the performance of the communication for the whole network
of agents while automatically adjusting the channel’s parameters along with
possible different sea environmental conditions. Numerical simulations shows
the results obtained and the performance that this solution can provide to
the acoustic communication schemes.
Abstract
In this work I studied the problem of adaptation of the communication
parameters for orthogonal frequency-division multiplexing communication
schemes through a constrained distributed convex-optimization with asyn-
chronous computation and lossy communication. The algorithm implemented
was the so called robust-asynchronous Newton-Raphson Consensus while the
constraints were added using an interior point method with logarithmic bar-
riers. Two other algorithms such as Gradient Descent and Jacobi Descent
were also tested in the work and compared to the main one. Regarding
the cost function, I proposed a maximization of the throughput per OFDM
packet without having the packet loss ratio exceed a predefined threshold,
to improve the performance of the communication for the whole network
of agents while automatically adjusting the channel’s parameters along with
possible different sea environmental conditions. Numerical simulations shows
the results obtained and the performance that this solution can provide to
the acoustic communication schemes.
Tipologia del documento
Tesi di laurea
(Laurea magistrale)
Autore della tesi
Iadarola, Federico
Relatore della tesi
Correlatore della tesi
Scuola
Corso di studio
Ordinamento Cds
DM270
Parole chiave
optimization,distributed optimization,network,communication schemes,algorithms,Newton-Raphson,AUVs,agents
Data di discussione della Tesi
22 Marzo 2023
URI
Altri metadati
Tipologia del documento
Tesi di laurea
(NON SPECIFICATO)
Autore della tesi
Iadarola, Federico
Relatore della tesi
Correlatore della tesi
Scuola
Corso di studio
Ordinamento Cds
DM270
Parole chiave
optimization,distributed optimization,network,communication schemes,algorithms,Newton-Raphson,AUVs,agents
Data di discussione della Tesi
22 Marzo 2023
URI
Gestione del documento: