6533b860fe1ef96bd12c321a
RESEARCH PRODUCT
Design of a Permanent Magnet Synchronous Generator using Interactive Multiobjective Optimization
Jenni PippuriKaisa MiettinenKarthik SindhyaAino Manninensubject
Mathematical optimizationPareto optimizationstator windings synchronous generatorsComputer science02 engineering and technologyPermanent magnet synchronous generatorpermanent magnet machines01 natural sciencesMulti-objective optimizationSet (abstract data type)optimointi0103 physical sciences0202 electrical engineering electronic engineering information engineeringElectrical and Electronic Engineeringmagnetic circuitsta113010302 applied physicsta213pareto-tehokkuus020208 electrical & electronic engineeringDesign toolsPareto principleProcess (computing)Control engineeringstator windingsControl and Systems Engineeringsynchronous generatorsdesign toolspermanent magnet (PM) machinesgeneratorsdescription
We consider an analytical model of a permanent magnet synchronous generator and formulate a mixed-integer constrained multiobjective optimization problem with six objective functions. We demonstrate the usefulness of solving such a problem by applying an interactive multiobjective optimization method called NIMBUS. In the NIMBUS method, a decision is iteratively involved in the optimization process and directs the solution process in order to find her/his most preferred Pareto optimal solution for the problem. We also employ a commonly used noninteractive evolutionary multiobjective optimization method NSGA-II to generate a set of solutions that approximates the Pareto set and demonstrate the advantages of using an interactive method. This study is the first one to consider an interactive approach for the design of a permanent magnet synchronous generator. Thus, we promote the further usage of interactive multiobjective optimization methods in the design. Further, we see that these methods could also be very useful in the teaching of electrical machines. peerReviewed
year | journal | country | edition | language |
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2017-12-01 |