2015
DOI: 10.1016/j.ifacol.2015.10.207
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Port-Hamiltonian Formulation of the Gradient Method Applied to Smart Grids

Abstract: The gradient method is a well-known tool for solving convex optimization problems. This paper shows that the gradient method admits a Brayton-Moser and a port-Hamiltonian representation. In fact, its dynamics can be interpreted as a interconnection of multiple (portHamiltonian) passive systems, which plays a key role in proving asymptotic stability of the method. As an application to smart grids, this paper studies the problem of frequency regulation in power grids, while maximizing the social welfare. By appl… Show more

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Cited by 17 publications
(26 citation statements)
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References 10 publications
(9 reference statements)
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“…= τ c z c and note that, in the sequel, we interchangeably write the system dynamics in terms of both x c and z c for ease of notation. In these new variables the dynamics (9) admits a natural port-Hamiltonian representation [20], which is given bẏ…”
Section: Basic Primal-dual Gradient Controllermentioning
confidence: 99%
See 1 more Smart Citation
“…= τ c z c and note that, in the sequel, we interchangeably write the system dynamics in terms of both x c and z c for ease of notation. In these new variables the dynamics (9) admits a natural port-Hamiltonian representation [20], which is given bẏ…”
Section: Basic Primal-dual Gradient Controllermentioning
confidence: 99%
“…The subsystems (19) have the following passivity property [20]. 20]). Let i ∈ I, (μ i ,w i ) ∈ Z µi and definē y µi := ∇g i (w i )μ i .…”
Section: (18)mentioning
confidence: 99%
“…Since energy is the main quantity of interest, the port-Hamiltonian framework is a natural approach to deal with the problem [1]. Moreover, it lends itself to deal with large-scale nonlinear multi-physics systems like power networks [2][3][4][5].…”
Section: Problem Statement/motivationmentioning
confidence: 99%
“…Note that in a purely inductive network G = 0 and B ik ≤ 0 for all i, k. The resulting multi-machine network, commonly referred to as the swing equations, is often used in power network stability studies, see e.g. [4,11,13,31].…”
Section: The Classical Multi-machine Networkmentioning
confidence: 99%
“…Alternatively, the LaSalle Invariance Principle can be used to guarantee the stability for a certain combination of cost functions and constraints in [21], [25]. Recently, the continuous-time port-Hamiltonian description of the gradient method has been proposed in [20] [27], which results have motivated this work.…”
Section: Introductionmentioning
confidence: 99%