Identification of Magnetic Islands in Optimized Configuration

Autor: YABUMOTO, Sora, SATAKE, Shinsuke, YAMAGUCHI, Hiroyuki
Rok vydání: 2023
Předmět:
Zdroj: Plasma and Fusion Research. 18:1403018-1403018
ISSN: 1880-6821
DOI: 10.1585/pfr.18.1403018
Popis: To aim at the realization of a helical fusion reactor, we study multi-objective optimization of coil shapes, which satisfy various requirements. In the magnetic field configuration created by these coils, several unfavorable examples are found: some of them have magnetic islands or doublet configurations. In order to automatically and quickly exclude such cases that hinder the optimization, we have developed a new method to detect unfavorable magnetic surfaces by using image recognition. Binarization and erosion are performed as preprocessing, and then blanks of magnetic islands and doublets are extracted as recognition targets. Consequently, we have developed a classifier with high performance. Using this trained classifier, we have shown that almost all cases with unfavorable magnetic surfaces in various magnetic configurations can be excluded in a short time and with high precision.
Databáze: OpenAIRE