{"id":"https://openalex.org/W7213160281","doi":"https://doi.org/10.5281/zenodo.22758084","title":"Diagnostic Dual Frugal for Pulsed Magnetized Confinement Platforms: Villari/hBN Sensing, Low-Cost Brillouin/Raman Backscatter and Inter-Shot Machine Learning","display_name":"Diagnostic Dual Frugal for Pulsed Magnetized Confinement Platforms: Villari/hBN Sensing, Low-Cost Brillouin/Raman Backscatter and Inter-Shot Machine Learning","publication_year":2026,"publication_date":"2026-09-14","ids":{"openalex":"https://openalex.org/W7213160281","doi":"https://doi.org/10.5281/zenodo.22758084"},"language":"fr","primary_location":{"id":"doi:10.5281/zenodo.22758084","doi":"https://doi.org/10.5281/zenodo.22758084","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22758084","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.22758084","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130366945","display_name":"Jean-yves Lozac'h","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Lozac'h, Jean-yves","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5130366945"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10384","display_name":"Laser-Plasma Interactions and Diagnostics","score":0.9042999744415283,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10384","display_name":"Laser-Plasma Interactions and Diagnostics","score":0.9042999744415283,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10346","display_name":"Magnetic confinement fusion research","score":0.06030000001192093,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13769","display_name":"Fusion and Plasma Physics Studies","score":0.008700000122189522,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/magnetized-target-fusion","display_name":"magnetized target fusion","score":0.9639999866485596},{"id":"https://openalex.org/keywords/stimulated-brillouin-scattering","display_name":"stimulated Brillouin scattering","score":0.8650000095367432},{"id":"https://openalex.org/keywords/stimulated-raman-scattering","display_name":"stimulated Raman scattering","score":0.9890000224113464},{"id":"https://openalex.org/keywords/hexagonal-boron-nitride","display_name":"hexagonal boron nitride","score":0.8059999942779541},{"id":"https://openalex.org/keywords/villari-effect","display_name":"Villari effect","score":0.7110000252723694},{"id":"https://openalex.org/keywords/fabry-perot-etalon","display_name":"Fabry-Perot etalon","score":0.9729999899864197}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5699999928474426},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5680999755859375},{"id":"https://openalex.org/C92869835","wikidata":"https://www.wikidata.org/wiki/Q1209450","display_name":"Dichroic glass","level":2,"score":0.5576000213623047},{"id":"https://openalex.org/C30354325","wikidata":"https://www.wikidata.org/wiki/Q204667","display_name":"Backscatter (email)","level":3,"score":0.48179998993873596},{"id":"https://openalex.org/C169268690","wikidata":"https://www.wikidata.org/wiki/Q1359945","display_name":"Fabry\u2013P\u00e9rot interferometer","level":3,"score":0.4706000089645386},{"id":"https://openalex.org/C51141536","wikidata":"https://www.wikidata.org/wiki/Q838801","display_name":"Nanosecond","level":3,"score":0.4041999876499176},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.39890000224113464},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.38019999861717224},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3594000041484833},{"id":"https://openalex.org/C520434653","wikidata":"https://www.wikidata.org/wiki/Q38867","display_name":"Laser","level":2,"score":0.3508000075817108},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3386000096797943},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.3327000141143799},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32359999418258667},{"id":"https://openalex.org/C2778925768","wikidata":"https://www.wikidata.org/wiki/Q3454718","display_name":"Reflectometry","level":3,"score":0.3050999939441681},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.301800012588501},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.2992999851703644},{"id":"https://openalex.org/C751236","wikidata":"https://www.wikidata.org/wiki/Q175943","display_name":"Photodiode","level":2,"score":0.2921000123023987},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2912999987602234},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C188721877","wikidata":"https://www.wikidata.org/wiki/Q103510","display_name":"Bar (unit)","level":2,"score":0.28279998898506165},{"id":"https://openalex.org/C160988588","wikidata":"https://www.wikidata.org/wiki/Q939954","display_name":"Magnetic confinement fusion","level":4,"score":0.2775000035762787},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27250000834465027},{"id":"https://openalex.org/C107430045","wikidata":"https://www.wikidata.org/wiki/Q1364409","display_name":"Inertial confinement fusion","level":3,"score":0.25780001282691956},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C151340121","wikidata":"https://www.wikidata.org/wiki/Q1209448","display_name":"Dichroic filter","level":3,"score":0.25049999356269836}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.22758084","doi":"https://doi.org/10.5281/zenodo.22758084","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22758084","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.5281/zenodo.22758085","doi":"https://doi.org/10.5281/zenodo.22758085","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22758085","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.5281/zenodo.22758084","doi":"https://doi.org/10.5281/zenodo.22758084","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22758084","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2998826748","https://openalex.org/W2467507724","https://openalex.org/W7056776713","https://openalex.org/W3007572628","https://openalex.org/W1998245214","https://openalex.org/W3184138395","https://openalex.org/W3013888900","https://openalex.org/W4240728505","https://openalex.org/W2925241529","https://openalex.org/W2052013348"],"abstract_inverted_index":{"Description":[0],"This":[1,305],"work":[2,306],"proposes":[3],"a":[4,119,157,171,308,345,351,360],"frugal":[5],"dual":[6],"diagnostic":[7,33,108,165,204,353],"architecture":[8,137,365],"for":[9,19,40,87,242],"pulsed":[10],"magnetized":[11,14],"confinement":[12],"and":[13,24,43,68,77,94,98,127,176,195,213,260,297,311,321,363],"target":[15],"fusion":[16],"platforms,":[17],"designed":[18],"independent":[20,270],"laboratories,":[21],"educational":[22],"facilities":[23],"low-budget":[25],"experimental":[26,315,323],"environments.":[27],"The":[28,101,136,179,216,227,327],"concept":[29],"combines":[30],"two":[31],"complementary":[32],"channels:":[34],"A":[35,54],"Villari/hBN":[36,196],"sensor,":[37],"previously":[38],"proposed":[39,180,244,285],"simultaneous":[41],"magnetic-field":[42],"mechanical-stress":[44],"monitoring":[45],"through":[46],"VB":[47],"spin":[48],"centers":[49],"in":[50,132],"hexagonal":[51],"boron":[52],"nitride.":[53],"low-cost":[55],"Brillouin/Raman":[56],"stimulated":[57],"backscatter":[58],"channel,":[59],"using":[60],"an":[61,223,269],"optical":[62,107,194],"pick-off,":[63],"dichroic":[64],"or":[65,113,263,282],"interference":[66],"filters":[67],"fast":[69],"photodiodes":[70],"to":[71,115,142,183,234,251,342,350,356],"provide":[72],"coarse":[73,188],"discrimination":[74],"between":[75,193],"SBS":[76,91],"SRS":[78],"signals.":[79],"An":[80],"optional":[81],"second-hand":[82,120],"Fabry-P\u00e9rot":[83,121],"etalon":[84],"is":[85,110,219,248,307,325,340,348],"considered":[86,131],"degraded":[88,173,208],"estimation":[89],"of":[90,104,146,203,210,257,265,277,335],"spectral":[92,190],"shifts":[93],"therefore":[95,249],"approximate":[96],"plasma-flow":[97],"ion-temperature":[99],"information.":[100],"estimated":[102],"cost":[103],"the":[105,124,133,144,243,254,284,333,336,338],"new":[106],"channel":[109],"approximately":[111,116],"\u20ac750\u20132,000,":[112],"up":[114],"\u20ac2,500":[117,346],"including":[118],"etalon,":[122],"excluding":[123],"hBN":[125],"sensor":[126],"acquisition":[128],"hardware":[129],"already":[130],"previous":[134,258],"work.":[135],"deliberately":[138,172,361],"does":[139],"not":[140,341],"attempt":[141],"reproduce":[143],"performance":[145],"dedicated":[147],"FABS/SABS":[148],"stations":[149],"at":[150],"major":[151],"laser":[152],"facilities.":[153],"Instead,":[154],"it":[155],"asks":[156],"more":[158],"modest":[159],"question:":[160],"How":[161],"much":[162],"scientifically":[163],"useful":[164],"information":[166],"can":[167,366],"be":[168],"recovered":[169],"with":[170,288],"but":[174,355],"coherent":[175],"testable":[177],"system?":[178],"system":[181,347],"aims":[182],"retain:":[184],"time-resolved":[185],"SBS/SRS":[186,189],"reflectivity;":[187],"discrimination;":[191],"correlation":[192],"signals;":[197],"shot-to-shot":[198],"anomaly":[199],"detection;":[200],"progressive":[201],"extraction":[202],"features;":[205],"and,":[206],"optionally,":[207],"estimates":[209],"plasma":[211],"flow":[212],"ion":[214],"temperature.":[215],"machine-learning":[217],"component":[218],"explicitly":[220],"formulated":[221],"as":[222,293],"inter-shot":[224],"analysis":[225,286],"pipeline.":[226],"relevant":[228],"laser-plasma":[229],"processes":[230],"occur":[231],"on":[232],"nanosecond":[233],"sub-microsecond":[235],"timescales,":[236],"making":[237],"intra-shot":[238],"corrective":[239],"control":[240],"unrealistic":[241],"architecture.":[245],"Machine":[246],"learning":[247],"intended":[250],"learn":[252],"from":[253],"accumulated":[255],"history":[256],"shots":[259,278],"assist":[261],"interpretation":[262],"prediction":[264],"subsequent":[266],"shots.":[267],"Because":[268],"platform":[271],"may":[272],"initially":[273],"have":[274],"only":[275],"tens":[276],"rather":[279,300],"than":[280,301],"hundreds":[281],"thousands,":[283],"starts":[287],"simple":[289,362],"statistical":[290],"approaches":[291],"such":[292],"regularized":[294],"regression,":[295],"classification":[296],"gradient-boosting":[298],"methods":[299],"deep":[302],"neural":[303],"networks.":[304],"methodological":[309],"proposal":[310],"feasibility":[312],"study.":[313],"No":[314],"dataset":[316],"has":[317],"yet":[318],"been":[319],"acquired":[320],"no":[322],"validation":[324],"claimed.":[326],"informal":[328],"name":[329],"\u201cFusion":[330],"2CV\u201d":[331],"reflects":[332],"philosophy":[334],"project:":[337],"objective":[339],"pretend":[343],"that":[344],"equivalent":[349],"multi-million-euro":[352],"station,":[354],"investigate":[357],"how":[358],"far":[359],"inexpensive":[364],"go.":[367]},"counts_by_year":[],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2026-09-15T00:00:00"}