Evaluation on the operational state of turboexpanders in a helium refrigerator for nuclear fusion experimental devices using principal component analysis

Abstract The operational state of helium turboexpanders has been evaluated using principal component analysis (PCA). For the evaluation, two models which were single and multiple ones were utilized. The single and the multiple models assess a single turboexpander and seven turboexpanders, respectively. In the model development, we used measurement data of helium turboexpanders for a cryogenic system in the Large Helical Device. Using the two models, the changes in the turboexpanders’ condition before and after the occurrence of the trouble were clarified. Consequently, the PCA is very useful to monitor the turboexpanders. Comparing the two models, the single is more practical than the multiple one.

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Publication Details

Journal
IOP Conference Series Materials Science and Engineering
Published
2025-05-01
DOI
https://doi.org/10.1088/1757-899x/1327/1/012068
Citations
1
Primary Topic
Fusion materials and technologies
Type
article
Field-Weighted Citation Impact
3.63
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article

Evaluation on the operational state of turboexpanders in a helium refrigerator for nuclear fusion experimental devices using principal component analysis

T. Obana
1 citations
IOP Conference Series Materials Science and Engineering
Fusion materials and technologies
3.63
article

Evaluation on the operational state of turboexpanders in a helium refrigerator for nuclear fusion experimental devices using principal component analysis

T. Obana
article en
1 citations

Abstract

Abstract The operational state of helium turboexpanders has been evaluated using principal component analysis (PCA). For the evaluation, two models which were single and multiple ones were utilized. The single and the multiple models assess a single turboexpander and seven turboexpanders, respectively. In the model development, we used measurement data of helium turboexpanders for a cryogenic system in the Large Helical Device. Using the two models, the changes in the turboexpanders’ condition before and after the occurrence of the trouble were clarified. Consequently, the PCA is very useful to monitor the turboexpanders. Comparing the two models, the single is more practical than the multiple one.

IOP Conference Series Materials Science and EngineeringVol. 1327(1)
Openalex Percentile: Top 10%
Fusion materials and technologies
3.63
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