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Fat Tail Model for Simulating Test Systems in Multiperiod Unit Commitment.

Authors :
Marmolejo, J. A.
Rodriguez, R.
Source :
Mathematical Problems in Engineering. 1/21/2015, Vol. 2015, p1-7. 7p.
Publication Year :
2015

Abstract

This paper describes the use of Chambers-Mallows-Stuck method for simulating stable random variables in the generation of test systems for economic analysis in power systems. A study that focused on generating test electrical systems through fat tail model for unit commitment problem in electrical power systems is presented. Usually, the instances of test systems in Unit Commitment are generated using normal distribution, but in this work, simulations data are based on a new method. For simulating, we used three original systems to obtain the demand behavior and thermal production costs. The estimation of stable parameters for the simulation of stable random variables was based on three generally accepted methods: (a) regression, (b) quantiles, and (c) maximum likelihood, choosing one that has the best fit of the tails of the distribution. Numerical results illustrate the applicability of the proposed method by solving several unit commitment problems. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
1024123X
Volume :
2015
Database :
Academic Search Index
Journal :
Mathematical Problems in Engineering
Publication Type :
Academic Journal
Accession number :
109250083
Full Text :
https://doi.org/10.1155/2015/738215