{"id":"https://openalex.org/W4402883466","doi":"https://doi.org/10.1088/2632-2153/ad8062","title":"Local classification of crystalline structures in complex plasmas using a PointNet","display_name":"Local classification of crystalline structures in complex plasmas using a PointNet","publication_year":2024,"publication_date":"2024-09-26","ids":{"openalex":"https://openalex.org/W4402883466","doi":"https://doi.org/10.1088/2632-2153/ad8062"},"language":"en","primary_location":{"id":"doi:10.1088/2632-2153/ad8062","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad8062","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1088/2632-2153/ad8062","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092794921","display_name":"Niklas Dormagen","orcid":"https://orcid.org/0009-0001-9158-4034"},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]},{"id":"https://openalex.org/I45155027","display_name":"Technische Hochschule Mittelhessen","ror":"https://ror.org/02qdc9985","country_code":"DE","type":"education","lineage":["https://openalex.org/I45155027"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"N Dormagen","raw_affiliation_strings":["I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany","NanoP, THM University of Applied Sciences, D 35390 Giessen, Germany"],"raw_orcid":"https://orcid.org/0009-0001-9158-4034","affiliations":[{"raw_affiliation_string":"I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]},{"raw_affiliation_string":"NanoP, THM University of Applied Sciences, D 35390 Giessen, Germany","institution_ids":["https://openalex.org/I45155027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067779512","display_name":"M. Klein","orcid":"https://orcid.org/0009-0009-9596-7671"},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]},{"id":"https://openalex.org/I45155027","display_name":"Technische Hochschule Mittelhessen","ror":"https://ror.org/02qdc9985","country_code":"DE","type":"education","lineage":["https://openalex.org/I45155027"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"M Klein","raw_affiliation_strings":["I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany","NanoP, THM University of Applied Sciences, D 35390 Giessen, Germany"],"raw_orcid":"https://orcid.org/0009-0009-9596-7671","affiliations":[{"raw_affiliation_string":"I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]},{"raw_affiliation_string":"NanoP, THM University of Applied Sciences, D 35390 Giessen, Germany","institution_ids":["https://openalex.org/I45155027"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033693317","display_name":"Andreas S. Schmitz","orcid":"https://orcid.org/0000-0003-0057-2984"},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"A S Schmitz","raw_affiliation_strings":["I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034910109","display_name":"Lukas Wimmer","orcid":"https://orcid.org/0009-0008-8970-8203"},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"L Wimmer","raw_affiliation_strings":["I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028127145","display_name":"Markus H. Thoma","orcid":"https://orcid.org/0000-0002-8816-9120"},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"M H Thoma","raw_affiliation_strings":["I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"I. Institute of Physics, Justus Liebig University, D 35392 Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000427761","display_name":"Mike Schwarz","orcid":"https://orcid.org/0000-0001-5801-3961"},"institutions":[{"id":"https://openalex.org/I45155027","display_name":"Technische Hochschule Mittelhessen","ror":"https://ror.org/02qdc9985","country_code":"DE","type":"education","lineage":["https://openalex.org/I45155027"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"M Schwarz","raw_affiliation_strings":["NanoP, THM University of Applied Sciences, D 35390 Giessen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NanoP, THM University of Applied Sciences, D 35390 Giessen, Germany","institution_ids":["https://openalex.org/I45155027"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1600,"currency":"GBP","value_usd":1962},"apc_paid":{"value":1600,"currency":"GBP","value_usd":1962},"fwci":1.1755,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.74588002,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"5","issue":"4","first_page":"045006","last_page":"045006"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11854","display_name":"Laser-induced spectroscopy and plasma","score":0.9125000238418579,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11854","display_name":"Laser-induced spectroscopy and plasma","score":0.9125000238418579,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3393436670303345},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3293188512325287}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3393436670303345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3293188512325287}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1088/2632-2153/ad8062","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad8062","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8a165fc9952e4381a40cd3da544536c6","is_oa":true,"landing_page_url":"https://doaj.org/article/8a165fc9952e4381a40cd3da544536c6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Machine Learning: Science and Technology, Vol 5, Iss 4, p 045006 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1088/2632-2153/ad8062","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ad8062","pdf_url":null,"source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3402484414","display_name":null,"funder_award_id":"50WK2270B","funder_id":"https://openalex.org/F4320321602","funder_display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt"}],"funders":[{"id":"https://openalex.org/F4320321602","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt","ror":"https://ror.org/04bwf3e34"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1978375794","https://openalex.org/W2020273736","https://openalex.org/W2035603532","https://openalex.org/W2035678898","https://openalex.org/W2092204065","https://openalex.org/W2108149882","https://openalex.org/W2153504150","https://openalex.org/W2522392115","https://openalex.org/W2598852662","https://openalex.org/W2734520197","https://openalex.org/W2739223937","https://openalex.org/W2763342185","https://openalex.org/W2805504266","https://openalex.org/W3003257820","https://openalex.org/W3183211235","https://openalex.org/W3197088158","https://openalex.org/W3208328927","https://openalex.org/W4249392184","https://openalex.org/W4308075671","https://openalex.org/W4380047697","https://openalex.org/W4391404576","https://openalex.org/W4396990796","https://openalex.org/W6763422710"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"complex":[2,125],"plasmas,":[3],"microparticles":[4],"can":[5],"form":[6],"ordered":[7],"crystalline":[8],"structures":[9,66],"under":[10],"specific":[11],"conditions.":[12],"Accurately":[13],"identifying":[14],"these":[15,65],"structures,":[16,104],"such":[17],"as":[18],"face-centered":[19],"cubic,":[20,25],"hexagonal":[21],"close-packed,":[22],"and":[23,82,89,108],"body-centered":[24],"is":[26],"a":[27,51,56],"common":[28],"task":[29],"in":[30,38,128],"physics.":[31],"Previous":[32],"methods":[33],"rely":[34],"on":[35,80,92],"detecting":[36],"symmetries":[37],"the":[39],"spatial":[40],"arrangement":[41],"of":[42,71,124],"particles,":[43],"often":[44],"requiring":[45],"extensive":[46],"calculations.":[47],"This":[48,115],"study":[49],"presents":[50],"novel":[52],"approach":[53],"by":[54],"utilizing":[55],"PointNet-based":[57],"deep":[58],"learning":[59],"algorithm,":[60],"called":[61],"WignerNet,":[62],"to":[63,112],"classify":[64],"directly":[67],"from":[68],"three-dimensional":[69],"reconstructions":[70],"their":[72],"Voronoi":[73],"cells.":[74],"The":[75,96],"model":[76],"was":[77],"trained":[78],"exclusively":[79],"artificial":[81],"labeled":[83],"data,":[84],"incorporating":[85],"various":[86,129],"noise":[87],"levels,":[88],"subsequently":[90],"tested":[91],"real":[93],"experimental":[94],"data.":[95],"results":[97],"demonstrate":[98],"that":[99],"our":[100],"method":[101],"effectively":[102],"classifies":[103],"reducing":[105],"computational":[106],"complexity":[107],"improving":[109],"accuracy":[110],"compared":[111],"conventional":[113],"techniques.":[114],"advancement":[116],"opens":[117],"up":[118],"new":[119],"possibilities":[120],"for":[121],"real-time":[122],"analysis":[123],"plasma":[126],"systems":[127],"research.":[130]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}