A novel non-intrusive method using design of experiments and smooth approximation to speed up multi-period load-flows in distribution network planning

Archive ouverte : Article de revue

Dutrieux Baraffe, Héloïse | Cosson, Marjorie | Bect, Julien | Delille, Gauthier | Francois, Bruno

Edité par HAL CCSD ; Elsevier

International audience. Alternative solutions to network reinforcement are now being investigated in distribution network planning studies to reduce the costs and periods for integrating renewable energy sources. However, a thorough techno-economic analysis of these solutions requires a large number of multi-period load-flow calculations, which makes it hard to implement in planning tools. A non-intrusive approximation method is therefore proposed to obtain fast and accurate multi-period load-flows. This method builds a surrogate model of the load-flow solver using polynomial regression and kriging, combined with Latin hypercube sampling. Case studies based on real distribution networks show that the proposed method is more efficient for distribution network planning in presence of renewable energy sources than time subsampling and, in some cases, voltage linearization. In particular, accurate 10-minute profiles of voltages, currents, and network power losses are obtained in a satisfactory computation time.

Consulter en ligne

Suggestions

Du même auteur

The Informational Approach to Global Optimization in presence of very noisy...

Archive ouverte: Communication dans un congrès

Dutrieux, Héloïse | 2015-06-01

National audience. We consider the problem of global optimization of a function f from very noisy evaluations. We adopt a Bayesian sequential approach: evaluation points are chosen so as to reduce the uncertainty ab...

Comparison Analysis of Control Structures For Variable Speed Wind Turbine

Archive ouverte: Communication dans un congrès

El Aimani, S | 2003-07-09

International audience. Due to the increasing number of wind power plants all over the world, many studies have been carried out to assess the interaction of such plants with the distribution grid. In this context, ...

Electrimacs'99 ISBN 972-98257-0-X

Archive ouverte: Communication dans un congrès

Francois, Bruno | 1999-09

This paper deals with a dynamic control of two induction motors supplied by a common five-phase power inverter. A complete formulation of the system and a control design procedure are presented. The inverter control is specially d...

Du même sujet

Principal component analysis / I. T. Jolliffe

Livre | Jolliffe, Ian T.. Auteur | 2002 - 2nd edition

Mildly-doped polythiophene with triflates for molecular recognition

Archive ouverte: Article de revue

Boujnah, Aicha | 2021-10

International audience. Organic semiconductors have enough molecular versatility to feature chemo-specific electrical sensitivity to large families of chemical substituents via different intermolecular bonding modes...

Has your ancient stamp been regummed with synthetic glue? A FT-NIR and FT-R...

Archive ouverte: Article de revue

Simonetti, R. | 2016

The potential of FT-NIR and FT-Raman spectroscopies to characterise the gum applied on the backside of ancient stamps was investigated for the first time. This represents a very critical issue for the collectors' market, since gum...

3D Point Cloud Coarse Registration based on Convex Hull Refined by ICP and ...

Archive ouverte: Communication dans un congrès

Attia, Mouna | 2018-11-20

International audience. Non-rigid registration is a crucial step for many applications such as motion tracking, model retrieval, and object recognition. The accuracy of these applications is highly dependent on the ...

Iterative Kriging-based Methods for Expensive Black-Box Models

Archive ouverte: Article de revue

Deng, Siyang | 2018

International audience. Reliability-Based Design Optimization (RBDO) in electromagnetic field problems requires the calculation of probability of failure leading to a huge computational cost in the case of expensive...

Approximation Methods to Solve Stochastic Problems in Computational Electro...

Archive ouverte: Type de document indéfini

Clénet, Stéphane | 2016

International audience. To account for uncertainties on model parameters, the stochastic approach can be used. The model parameters as well as the outputs are then random fields or variables. Several methods are ava...

Chargement des enrichissements...