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...
Saved in:
Published in: | Nuclear fusion 2021-10, Vol.61 (10), p.106004 |
---|---|
Main Authors: | , , , , , |
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 |