Multiobjective optimization of the inspection intervals of a nuclear safety system: A clustering-based framework for reducing the Pareto Front
Creators
- 1. Politecnico di Milano, Dipartimento di Energia, Milano (Italy)
- 2. European Foundation for New Energy - EDF, Ecole Centrale Paris-Supelec, Paris (France)
Description
In this paper, a framework is developed for identifying a limited number of representative solutions of a multiobjective optimization problem concerning the inspection intervals of the components of a safety system of a nuclear power plant. Pareto Front solutions are first clustered into 'families', which are then synthetically represented by a 'head of the family' solution. Three clustering methods are analyzed. Level Diagrams are then used to represent, analyse and interpret the Pareto Fronts reduced to their head-of-the-family solutions. Two decision situations are considered: without or with decision maker preferences, the latter implying the introduction of a scoring system to rank the solutions with respect to the different objectives: a fuzzy preference assignment is then employed to this purpose. The results of the application of the framework of analysis to the problem of optimizing the inspection intervals of a nuclear power plant safety system show that the clustering-based reduction maintains the Pareto Front shape and relevant characteristics, while making it easier for the decision maker to select the final solution.
Availability note (English)
Available from http://dx.doi.org/10.1016/j.anucene.2010.02.020Additional details
Identifiers
- DOI
- 10.1016/j.anucene.2010.02.020;
- PII
- S0306-4549(10)00090-3;
Publishing Information
- Journal Title
- Annals of Nuclear Energy (Oxford)
- Journal Volume
- 37
- Journal Issue
- 6
- Journal Page Range
- p. 798-812
- ISSN
- 0306-4549
- CODEN
- ANENDJ
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 41074103
- Subject category
- S21: SPECIFIC NUCLEAR REACTORS AND ASSOCIATED PLANTS;
- Descriptors DEI
- ENGINEERED SAFETY SYSTEMS; FUZZY LOGIC; INSPECTION; MATHEMATICAL SOLUTIONS; NUCLEAR POWER PLANTS; OPTIMIZATION; RADIATION PROTECTION
- Descriptors DEC
- MATHEMATICAL LOGIC; NUCLEAR FACILITIES; POWER PLANTS; THERMAL POWER PLANTS
Optional Information
- Copyright
- Copyright (c) 2010 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.