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Erschienen in: Neural Computing and Applications 6/2012

01.09.2012 | Original Article

Reliability enhancement of power systems through a mean–variance approach

verfasst von: Shamshul Bahar Yaakob, Junzo Watada, Tsuguhiro Takahashi, Tatsuki Okamoto

Erschienen in: Neural Computing and Applications | Ausgabe 6/2012

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Abstract

Recently, power-supply failures have caused major social losses. Therefore, power-supply systems need to be highly reliable. The objective of this study is to present a significant and effective method of determining a productive investment to protect a power-supply system from damage. In this study, the reliability and risks of each of the units are evaluated with a variance–covariance matrix, and the effects and expenses of replacement are analyzed. The mean–variance analysis is formulated as a mathematical program with the following two objectives: (1) to minimize the risk and (2) to maximize the expected return. Finally, a structural learning model of a mutual connection neural network is proposed to solve problems defined by mixed-integer quadratic programming and is employed in the mean–variance analysis. Our method is applied to a power system network in the Tokyo Metropolitan area. This method enables us to select results more effectively and enhance decision making. In other words, decision-makers can select the investment rate and risk of each ward within a given total budget.

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Metadaten
Titel
Reliability enhancement of power systems through a mean–variance approach
verfasst von
Shamshul Bahar Yaakob
Junzo Watada
Tsuguhiro Takahashi
Tatsuki Okamoto
Publikationsdatum
01.09.2012
Verlag
Springer-Verlag
Erschienen in
Neural Computing and Applications / Ausgabe 6/2012
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-011-0580-z

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