Loading…

Optimization of modular and helical coils applying genetic algorithm and fully-three-dimensional B-spline curves

A new numerical method for designing the external coils of a stellarator is presented. In this method, the shape of filamentary coils is expressed using fully three-dimensional B-spline curves that are not necessarily constrained on a winding surface. The control points of B-spline curves are optimi...

Full description

Saved in:
Bibliographic Details
Published in:Nuclear fusion 2021-10, Vol.61 (10), p.106004
Main Authors: Yamaguchi, Hiroyuki, Satake, Shinsuke, Nakata, Motoki, Shimizu, Akihiro, Suzuki, Yasuhiro, W7-X Team, the
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c388t-8bc6e7d23e4a031c1826cb94343079a0e6cf8e043a003e3f8e84517b5594d0313
cites cdi_FETCH-LOGICAL-c388t-8bc6e7d23e4a031c1826cb94343079a0e6cf8e043a003e3f8e84517b5594d0313
container_end_page
container_issue 10
container_start_page 106004
container_title Nuclear fusion
container_volume 61
creator Yamaguchi, Hiroyuki
Satake, Shinsuke
Nakata, Motoki
Shimizu, Akihiro
Suzuki, Yasuhiro
W7-X Team, the
description A new numerical method for designing the external coils of a stellarator is presented. In this method, the shape of filamentary coils is expressed using fully three-dimensional B-spline curves that are not necessarily constrained on a winding surface. The control points of B-spline curves are optimized together with the coil position and current to minimize an objective function, which is defined using normal field components and engineering constraints. The genetic algorithm is employed to minimize the objective function for arbitrary combinations of modular, helical, and circular poloidal field coils without giving any specific initial guess of coil shapes. A new numerical code genetic optimizer using sequence of points for external coil is developed on the basis of this method, and successfully found optimized modular coils for the stellarators CFQS and Wendelstein 7-X. We also found a specific pattern of helical coil arrangement that can reproduce these optimized stellarators while creating divertor legs outside of the closed magnetic surfaces.
doi_str_mv 10.1088/1741-4326/ac1ae2
format article
fullrecord <record><control><sourceid>iop_cross</sourceid><recordid>TN_cdi_iop_journals_10_1088_1741_4326_ac1ae2</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>nfac1ae2</sourcerecordid><originalsourceid>FETCH-LOGICAL-c388t-8bc6e7d23e4a031c1826cb94343079a0e6cf8e043a003e3f8e84517b5594d0313</originalsourceid><addsrcrecordid>eNp1kMtOwzAQRS0EEqWwZ-kPwHQcO4mzhIqXVKkbWFuuM2ldOXFkJ0jl60kpYsdqRqN7rkaHkFsO9xyUWvBSciZFViyM5QazMzL7O52TGUBWsTzn-SW5SmkPwCUXYkb6dT-41n2ZwYWOhoa2oR69idR0Nd2hd9Z4aoPziZq-9wfXbekWOxycpcZvQ3TDrv0JN6P3BzbsIiKrXYtdmhon-JGl3rsOqR3jJ6ZrctEYn_Dmd87Jx_PT-_KVrdYvb8uHFbNCqYGpjS2wrDOB0oDglqussJtKCimgrAxgYRuFIIUBECimXcmcl5s8r2Q9AWJO4NRrY0gpYqP76FoTD5qDPhrTRz36qEefjE3I3Qlxodf7MMbp_fR__BtCqm7X</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Optimization of modular and helical coils applying genetic algorithm and fully-three-dimensional B-spline curves</title><source>Institute of Physics:Jisc Collections:IOP Publishing Read and Publish 2024-2025 (Reading List)</source><creator>Yamaguchi, Hiroyuki ; Satake, Shinsuke ; Nakata, Motoki ; Shimizu, Akihiro ; Suzuki, Yasuhiro ; W7-X Team, the</creator><creatorcontrib>Yamaguchi, Hiroyuki ; Satake, Shinsuke ; Nakata, Motoki ; Shimizu, Akihiro ; Suzuki, Yasuhiro ; W7-X Team, the</creatorcontrib><description>A new numerical method for designing the external coils of a stellarator is presented. In this method, the shape of filamentary coils is expressed using fully three-dimensional B-spline curves that are not necessarily constrained on a winding surface. The control points of B-spline curves are optimized together with the coil position and current to minimize an objective function, which is defined using normal field components and engineering constraints. The genetic algorithm is employed to minimize the objective function for arbitrary combinations of modular, helical, and circular poloidal field coils without giving any specific initial guess of coil shapes. A new numerical code genetic optimizer using sequence of points for external coil is developed on the basis of this method, and successfully found optimized modular coils for the stellarators CFQS and Wendelstein 7-X. We also found a specific pattern of helical coil arrangement that can reproduce these optimized stellarators while creating divertor legs outside of the closed magnetic surfaces.</description><identifier>ISSN: 0029-5515</identifier><identifier>EISSN: 1741-4326</identifier><identifier>DOI: 10.1088/1741-4326/ac1ae2</identifier><identifier>CODEN: NUFUAU</identifier><language>eng</language><publisher>IOP Publishing</publisher><subject>B-spline curve ; external coil ; genetic algorithm ; optimization ; stellarator</subject><ispartof>Nuclear fusion, 2021-10, Vol.61 (10), p.106004</ispartof><rights>2021 The Author(s). Published on behalf of IAEA by IOP Publishing Ltd</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c388t-8bc6e7d23e4a031c1826cb94343079a0e6cf8e043a003e3f8e84517b5594d0313</citedby><cites>FETCH-LOGICAL-c388t-8bc6e7d23e4a031c1826cb94343079a0e6cf8e043a003e3f8e84517b5594d0313</cites><orcidid>0000-0002-9387-9987 ; 0000-0003-3764-3184 ; 0000-0003-2693-4859 ; 0000-0001-7618-6305</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Yamaguchi, Hiroyuki</creatorcontrib><creatorcontrib>Satake, Shinsuke</creatorcontrib><creatorcontrib>Nakata, Motoki</creatorcontrib><creatorcontrib>Shimizu, Akihiro</creatorcontrib><creatorcontrib>Suzuki, Yasuhiro</creatorcontrib><creatorcontrib>W7-X Team, the</creatorcontrib><title>Optimization of modular and helical coils applying genetic algorithm and fully-three-dimensional B-spline curves</title><title>Nuclear fusion</title><addtitle>NF</addtitle><addtitle>Nucl. Fusion</addtitle><description>A new numerical method for designing the external coils of a stellarator is presented. In this method, the shape of filamentary coils is expressed using fully three-dimensional B-spline curves that are not necessarily constrained on a winding surface. The control points of B-spline curves are optimized together with the coil position and current to minimize an objective function, which is defined using normal field components and engineering constraints. The genetic algorithm is employed to minimize the objective function for arbitrary combinations of modular, helical, and circular poloidal field coils without giving any specific initial guess of coil shapes. A new numerical code genetic optimizer using sequence of points for external coil is developed on the basis of this method, and successfully found optimized modular coils for the stellarators CFQS and Wendelstein 7-X. We also found a specific pattern of helical coil arrangement that can reproduce these optimized stellarators while creating divertor legs outside of the closed magnetic surfaces.</description><subject>B-spline curve</subject><subject>external coil</subject><subject>genetic algorithm</subject><subject>optimization</subject><subject>stellarator</subject><issn>0029-5515</issn><issn>1741-4326</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp1kMtOwzAQRS0EEqWwZ-kPwHQcO4mzhIqXVKkbWFuuM2ldOXFkJ0jl60kpYsdqRqN7rkaHkFsO9xyUWvBSciZFViyM5QazMzL7O52TGUBWsTzn-SW5SmkPwCUXYkb6dT-41n2ZwYWOhoa2oR69idR0Nd2hd9Z4aoPziZq-9wfXbekWOxycpcZvQ3TDrv0JN6P3BzbsIiKrXYtdmhon-JGl3rsOqR3jJ6ZrctEYn_Dmd87Jx_PT-_KVrdYvb8uHFbNCqYGpjS2wrDOB0oDglqussJtKCimgrAxgYRuFIIUBECimXcmcl5s8r2Q9AWJO4NRrY0gpYqP76FoTD5qDPhrTRz36qEefjE3I3Qlxodf7MMbp_fR__BtCqm7X</recordid><startdate>20211001</startdate><enddate>20211001</enddate><creator>Yamaguchi, Hiroyuki</creator><creator>Satake, Shinsuke</creator><creator>Nakata, Motoki</creator><creator>Shimizu, Akihiro</creator><creator>Suzuki, Yasuhiro</creator><creator>W7-X Team, the</creator><general>IOP Publishing</general><scope>O3W</scope><scope>TSCCA</scope><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0002-9387-9987</orcidid><orcidid>https://orcid.org/0000-0003-3764-3184</orcidid><orcidid>https://orcid.org/0000-0003-2693-4859</orcidid><orcidid>https://orcid.org/0000-0001-7618-6305</orcidid></search><sort><creationdate>20211001</creationdate><title>Optimization of modular and helical coils applying genetic algorithm and fully-three-dimensional B-spline curves</title><author>Yamaguchi, Hiroyuki ; Satake, Shinsuke ; Nakata, Motoki ; Shimizu, Akihiro ; Suzuki, Yasuhiro ; W7-X Team, the</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c388t-8bc6e7d23e4a031c1826cb94343079a0e6cf8e043a003e3f8e84517b5594d0313</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>B-spline curve</topic><topic>external coil</topic><topic>genetic algorithm</topic><topic>optimization</topic><topic>stellarator</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yamaguchi, Hiroyuki</creatorcontrib><creatorcontrib>Satake, Shinsuke</creatorcontrib><creatorcontrib>Nakata, Motoki</creatorcontrib><creatorcontrib>Shimizu, Akihiro</creatorcontrib><creatorcontrib>Suzuki, Yasuhiro</creatorcontrib><creatorcontrib>W7-X Team, the</creatorcontrib><collection>IOP Publishing Free Content</collection><collection>IOPscience (Open Access)</collection><collection>CrossRef</collection><jtitle>Nuclear fusion</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yamaguchi, Hiroyuki</au><au>Satake, Shinsuke</au><au>Nakata, Motoki</au><au>Shimizu, Akihiro</au><au>Suzuki, Yasuhiro</au><au>W7-X Team, the</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Optimization of modular and helical coils applying genetic algorithm and fully-three-dimensional B-spline curves</atitle><jtitle>Nuclear fusion</jtitle><stitle>NF</stitle><addtitle>Nucl. Fusion</addtitle><date>2021-10-01</date><risdate>2021</risdate><volume>61</volume><issue>10</issue><spage>106004</spage><pages>106004-</pages><issn>0029-5515</issn><eissn>1741-4326</eissn><coden>NUFUAU</coden><abstract>A new numerical method for designing the external coils of a stellarator is presented. In this method, the shape of filamentary coils is expressed using fully three-dimensional B-spline curves that are not necessarily constrained on a winding surface. The control points of B-spline curves are optimized together with the coil position and current to minimize an objective function, which is defined using normal field components and engineering constraints. The genetic algorithm is employed to minimize the objective function for arbitrary combinations of modular, helical, and circular poloidal field coils without giving any specific initial guess of coil shapes. A new numerical code genetic optimizer using sequence of points for external coil is developed on the basis of this method, and successfully found optimized modular coils for the stellarators CFQS and Wendelstein 7-X. We also found a specific pattern of helical coil arrangement that can reproduce these optimized stellarators while creating divertor legs outside of the closed magnetic surfaces.</abstract><pub>IOP Publishing</pub><doi>10.1088/1741-4326/ac1ae2</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-9387-9987</orcidid><orcidid>https://orcid.org/0000-0003-3764-3184</orcidid><orcidid>https://orcid.org/0000-0003-2693-4859</orcidid><orcidid>https://orcid.org/0000-0001-7618-6305</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 0029-5515
ispartof Nuclear fusion, 2021-10, Vol.61 (10), p.106004
issn 0029-5515
1741-4326
language eng
recordid cdi_iop_journals_10_1088_1741_4326_ac1ae2
source Institute of Physics:Jisc Collections:IOP Publishing Read and Publish 2024-2025 (Reading List)
subjects B-spline curve
external coil
genetic algorithm
optimization
stellarator
title Optimization of modular and helical coils applying genetic algorithm and fully-three-dimensional B-spline curves
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-04T15%3A30%3A39IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-iop_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Optimization%20of%20modular%20and%20helical%20coils%20applying%20genetic%20algorithm%20and%20fully-three-dimensional%20B-spline%20curves&rft.jtitle=Nuclear%20fusion&rft.au=Yamaguchi,%20Hiroyuki&rft.date=2021-10-01&rft.volume=61&rft.issue=10&rft.spage=106004&rft.pages=106004-&rft.issn=0029-5515&rft.eissn=1741-4326&rft.coden=NUFUAU&rft_id=info:doi/10.1088/1741-4326/ac1ae2&rft_dat=%3Ciop_cross%3Enfac1ae2%3C/iop_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c388t-8bc6e7d23e4a031c1826cb94343079a0e6cf8e043a003e3f8e84517b5594d0313%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true