{"id":"https://openalex.org/W4313484759","doi":"https://doi.org/10.1109/sccc57464.2022.10000327","title":"Deep Learning Models as an Approach to Nuclear Fuel Irradiation Processes in Pressurized Water Reactors","display_name":"Deep Learning Models as an Approach to Nuclear Fuel Irradiation Processes in Pressurized Water Reactors","publication_year":2022,"publication_date":"2022-11-21","ids":{"openalex":"https://openalex.org/W4313484759","doi":"https://doi.org/10.1109/sccc57464.2022.10000327"},"language":"en","primary_location":{"id":"doi:10.1109/sccc57464.2022.10000327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sccc57464.2022.10000327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 41st International Conference of the Chilean Computer Science Society (SCCC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045666830","display_name":"Victor J. Casas-Molina","orcid":"https://orcid.org/0000-0003-1904-6247"},"institutions":[{"id":"https://openalex.org/I4210114391","display_name":"Belgian Nuclear Research Centre","ror":"https://ror.org/020xs5r81","country_code":"BE","type":"facility","lineage":["https://openalex.org/I4210114391"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"V\u00edctor J. Casas Molina","raw_affiliation_strings":["Nuclear Systems Physics SCK CEN,Mol,Belgium","Nuclear Systems Physics SCK CEN, Mol, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-1904-6247","affiliations":[{"raw_affiliation_string":"Nuclear Systems Physics SCK CEN,Mol,Belgium","institution_ids":["https://openalex.org/I4210114391"]},{"raw_affiliation_string":"Nuclear Systems Physics SCK CEN, Mol, Belgium","institution_ids":["https://openalex.org/I4210114391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028243643","display_name":"Augusto Hern\u00e1ndez-Sol\u00eds","orcid":"https://orcid.org/0000-0002-7439-1994"},"institutions":[{"id":"https://openalex.org/I4210114391","display_name":"Belgian Nuclear Research Centre","ror":"https://ror.org/020xs5r81","country_code":"BE","type":"facility","lineage":["https://openalex.org/I4210114391"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Augusto Hern\u00e1ndez Sol\u00eds","raw_affiliation_strings":["Nuclear Systems Physics SCK CEN,Mol,Belgium","Nuclear Systems Physics SCK CEN, Mol, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuclear Systems Physics SCK CEN,Mol,Belgium","institution_ids":["https://openalex.org/I4210114391"]},{"raw_affiliation_string":"Nuclear Systems Physics SCK CEN, Mol, Belgium","institution_ids":["https://openalex.org/I4210114391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084685103","display_name":"Ivan Merino","orcid":"https://orcid.org/0009-0008-7168-3423"},"institutions":[{"id":"https://openalex.org/I2799535320","display_name":"Catholic University of the Maule","ror":"https://ror.org/04vdpck27","country_code":"CL","type":"education","lineage":["https://openalex.org/I2799535320"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Iv\u00e1n Merino Rodr\u00edguez","raw_affiliation_strings":["Universidad Católica del Maule,Departamento de Computación e Industrias,Talca,Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Católica del Maule,Departamento de Computación e Industrias,Talca,Chile","institution_ids":["https://openalex.org/I2799535320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083757438","display_name":"Pablo Romojaro","orcid":"https://orcid.org/0000-0002-6343-1487"},"institutions":[{"id":"https://openalex.org/I4210114391","display_name":"Belgian Nuclear Research Centre","ror":"https://ror.org/020xs5r81","country_code":"BE","type":"facility","lineage":["https://openalex.org/I4210114391"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Pablo Romojaro Otero","raw_affiliation_strings":["Nuclear Systems Physics SCK CEN,Mol,Belgium","Nuclear Systems Physics SCK CEN, Mol, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nuclear Systems Physics SCK CEN,Mol,Belgium","institution_ids":["https://openalex.org/I4210114391"]},{"raw_affiliation_string":"Nuclear Systems Physics SCK CEN, Mol, Belgium","institution_ids":["https://openalex.org/I4210114391"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5045666830"],"corresponding_institution_ids":["https://openalex.org/I4210114391"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26744829,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10597","display_name":"Nuclear reactor physics and engineering","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"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/T10597","display_name":"Nuclear reactor physics and engineering","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11242","display_name":"Nuclear Materials and Properties","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13923","display_name":"Nuclear and radioactivity studies","score":0.9731000065803528,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/burnup","display_name":"Burnup","score":0.8101323843002319},{"id":"https://openalex.org/keywords/nuclear-fuel-cycle","display_name":"Nuclear fuel cycle","score":0.7840192914009094},{"id":"https://openalex.org/keywords/mox-fuel","display_name":"MOX fuel","score":0.7001439332962036},{"id":"https://openalex.org/keywords/nuclear-decommissioning","display_name":"Nuclear decommissioning","score":0.6899714469909668},{"id":"https://openalex.org/keywords/nuclear-engineering","display_name":"Nuclear engineering","score":0.6642521619796753},{"id":"https://openalex.org/keywords/pressurized-water-reactor","display_name":"Pressurized water reactor","score":0.6304823160171509},{"id":"https://openalex.org/keywords/nuclear-fuel","display_name":"Nuclear fuel","score":0.5678322315216064},{"id":"https://openalex.org/keywords/spent-nuclear-fuel","display_name":"Spent nuclear fuel","score":0.5567144751548767},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5051031708717346},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4977147877216339},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.4507734775543213},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.33043766021728516},{"id":"https://openalex.org/keywords/fuel-cycle","display_name":"Fuel cycle","score":0.2774271070957184},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.27473318576812744},{"id":"https://openalex.org/keywords/nuclear-chemistry","display_name":"Nuclear chemistry","score":0.2653055191040039},{"id":"https://openalex.org/keywords/waste-management","display_name":"Waste management","score":0.2571754455566406},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.2127755880355835},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10501736402511597},{"id":"https://openalex.org/keywords/plutonium","display_name":"Plutonium","score":0.09446984529495239}],"concepts":[{"id":"https://openalex.org/C2778260006","wikidata":"https://www.wikidata.org/wiki/Q306811","display_name":"Burnup","level":2,"score":0.8101323843002319},{"id":"https://openalex.org/C2777930111","wikidata":"https://www.wikidata.org/wiki/Q877079","display_name":"Nuclear fuel cycle","level":3,"score":0.7840192914009094},{"id":"https://openalex.org/C8138999","wikidata":"https://www.wikidata.org/wiki/Q898519","display_name":"MOX fuel","level":3,"score":0.7001439332962036},{"id":"https://openalex.org/C175349315","wikidata":"https://www.wikidata.org/wiki/Q1938123","display_name":"Nuclear decommissioning","level":2,"score":0.6899714469909668},{"id":"https://openalex.org/C116915560","wikidata":"https://www.wikidata.org/wiki/Q83504","display_name":"Nuclear engineering","level":1,"score":0.6642521619796753},{"id":"https://openalex.org/C2780406361","wikidata":"https://www.wikidata.org/wiki/Q377968","display_name":"Pressurized water reactor","level":2,"score":0.6304823160171509},{"id":"https://openalex.org/C2779819667","wikidata":"https://www.wikidata.org/wiki/Q194523","display_name":"Nuclear fuel","level":2,"score":0.5678322315216064},{"id":"https://openalex.org/C7083945","wikidata":"https://www.wikidata.org/wiki/Q2623868","display_name":"Spent nuclear fuel","level":2,"score":0.5567144751548767},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5051031708717346},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4977147877216339},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.4507734775543213},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.33043766021728516},{"id":"https://openalex.org/C2993014791","wikidata":"https://www.wikidata.org/wiki/Q877079","display_name":"Fuel cycle","level":2,"score":0.2774271070957184},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27473318576812744},{"id":"https://openalex.org/C13965031","wikidata":"https://www.wikidata.org/wiki/Q243545","display_name":"Nuclear chemistry","level":1,"score":0.2653055191040039},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.2571754455566406},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.2127755880355835},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10501736402511597},{"id":"https://openalex.org/C540271850","wikidata":"https://www.wikidata.org/wiki/Q1102","display_name":"Plutonium","level":2,"score":0.09446984529495239},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/sccc57464.2022.10000327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sccc57464.2022.10000327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 41st International Conference of the Chilean Computer Science Society (SCCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:archive.ugent.be:01K6ZCC9DRJ83ZP5H24S6MW54Q","is_oa":false,"landing_page_url":"http://hdl.handle.net/1854/LU-01K6ZCC9DRJ83ZP5H24S6MW54Q","pdf_url":null,"source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9781665456746","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2045445664","https://openalex.org/W4244010860","https://openalex.org/W2002202840","https://openalex.org/W2186501416","https://openalex.org/W1586479194","https://openalex.org/W2808239649","https://openalex.org/W2118803815","https://openalex.org/W1995111967","https://openalex.org/W2017252055","https://openalex.org/W2108097607"],"abstract_inverted_index":{"ANICCA":[0],"is":[1,73,77],"the":[2,9,25,28,31,43,60,70,86,91,95,100,132,151,154,158,183,186,191,200,204],"nuclear":[3,34,135],"fuel":[4,97,136,175],"cycle":[5],"code":[6],"developed":[7],"by":[8,93,113,203],"Belgian":[10],"Nuclear":[11,16,49],"Research":[12],"Centre":[13],"(SCK":[14],"CEN).":[15],"Fuel":[17,50],"Cycle":[18],"codes":[19],"are":[20,52,57,127,199],"of":[21,27,33,47,53,131,206],"special":[22],"importance":[23],"for":[24,138,169],"assessment":[26],"scenarios":[29,171],"and":[30,38,45,99,143,153,197],"study":[32],"reactor":[35],"fleet":[36],"deployment":[37],"decommissioning.":[39],"In":[40,63],"said":[41],"studies,":[42],"flow":[44],"inventory":[46,89],"Spent":[48],"(SNF)":[51],"paramount":[54],"importance,":[55],"which":[56,84],"calculated":[58],"through":[59],"irradiation":[61,71],"module.":[62],"this":[64],"work,":[65],"a":[66,114,147,161],"new":[67,152,184],"approach":[68,76],"to":[69,129,182],"module":[72,193],"presented.":[74],"The":[75],"based":[78],"on":[79],"two":[80,130],"direct":[81],"neural":[82,106],"networks":[83,107],"predict":[85],"final":[87],"isotopic":[88],"in":[90,111,164,190],"SNF":[92],"using":[94],"initial":[96],"composition":[98],"discharge":[101],"burnup":[102],"as":[103,178],"inputs.":[104],"These":[105],"have":[108],"been":[109],"trained":[110],"Keras":[112],"database":[115],"produced":[116],"with":[117],"SERPENT2":[118],"continuous":[119],"energy":[120],"Monte":[121],"Carlo":[122],"transport":[123],"code.":[124],"Said":[125],"models":[126],"dedicated":[128],"most":[133],"common":[134],"technologies":[137],"pressurized":[139],"water":[140],"reactors:":[141],"UOX":[142],"MOX.":[144],"Results":[145],"showed":[146],"nice":[148],"agreement":[149],"between":[150],"classical":[155],"approach.":[156],"At":[157],"same":[159],"time,":[160],"quicker":[162],"response":[163],"simulations":[165],"was":[166],"reported,":[167],"especially":[168],"complex":[170],"that":[172],"involve":[173],"multi-recycled":[174],"strategies":[176],"(known":[177],"closed":[179],"cycle).":[180],"Thanks":[181],"method":[185],"prebuilt":[187],"libraries":[188],"needed":[189],"previous":[192],"can":[194],"be":[195],"avoided,":[196],"so":[198],"simplifications":[201],"brought":[202],"use":[205],"these.":[207]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}