9,502 research outputs found

    Differentially Private Distributed Optimization

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    In distributed optimization and iterative consensus literature, a standard problem is for NN agents to minimize a function ff over a subset of Euclidean space, where the cost function is expressed as a sum fi\sum f_i. In this paper, we study the private distributed optimization (PDOP) problem with the additional requirement that the cost function of the individual agents should remain differentially private. The adversary attempts to infer information about the private cost functions from the messages that the agents exchange. Achieving differential privacy requires that any change of an individual's cost function only results in unsubstantial changes in the statistics of the messages. We propose a class of iterative algorithms for solving PDOP, which achieves differential privacy and convergence to the optimal value. Our analysis reveals the dependence of the achieved accuracy and the privacy levels on the the parameters of the algorithm. We observe that to achieve ϵ\epsilon-differential privacy the accuracy of the algorithm has the order of O(1ϵ2)O(\frac{1}{\epsilon^2})

    Mesoscopic Theory of Critical Fluctuations in Isolated Granular Gases

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    Fluctuating hydrodynamics is used to describe the total energy fluctuations of a freely evolving gas of inelastic hard spheres near the threshold of the clustering instability. They are shown to be governed by vorticity fluctuations only, that also lead to a renormalization of the average total energy. The theory predicts a power-law divergent behavior of the scaled second moment of the fluctuations, and a scaling property of their probability distribution, both in agreement with simulations results. A more quantitative comparison between theory and simulation for the critical amplitudes and the form of the scaling function is also carried out

    Insights on the provision of frequency support by wind power and the impact on energy systems

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    This paper implements and compares between the key concepts to enable wind power short-term frequency support from electrical and mechanical loads perspectives. Pitch de-loading, kinetic energy extraction and wind turbine (WTG) over-speeding are investigated, where each concept is integrated as a supplementary controller to the conventional controls of WTG. Different patterns of wind speed are examined, step-change and real intermittent of high resolution. The examined aggregated synchronous area has a relatively high wind penetration with frequency support. The overall dynamic inertia of the system is assessed to analyze the impact of the integrated support methods and their key parameters. The coordination between synchronous areas and wind farms, which are interconnected through a multi-terminal high voltage direct current network (MT-HVDC) is examined. A definition of the virtual inertia of MT-HVDC grid is proposed. Results show that pitch de-loading secures support reserve most of the time, and kinetic energy extraction provides sustainable support for a short time, while accelerative de-loading could reach a compromise. The three methods are adaptable with the MT-HVDC holistic frequency support controller, with a small advantage of kinetic energy extraction on the virtual inertia of the MT-HVDC. Matlab/Simulink® is the simulation environment

    Theory of extraordinary transmission of light through quasiperiodic arrays of subwavelength holes

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    By using a theoretical formalism able to work in both real and k-spaces, the physical origin of the phenomenon of extraordinary transmission of light through quasi-periodic arrays of holes is revealed. Long-range order present in a quasiperiodic array selects the wavevector(s) of the surface electromagnetic mode(s) that allows an efficient transmission of light through subwavelength holes.Comment: 4 pages, 4 figure

    Los instrumentos de planificacion urbana al servicio del desarrollo comunal

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    61 p.El objetivo principal de esta monografía es presentar al lector los elementos principales que forman parte de los instrumentos de Planificación Urbana. Al mismo tiempo el efecto que tiene para la vida de la comunidad su real conocimiento. Para cumplir con el objetivo propuesto, se analizara la Ley general de Urbanismo y Construcciones y su respectiva ordenanza, para luego inferir desde su análisis los efectos y consecuencia para el desarrollo socio-económico de sus destinatarios
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