{"id":"https://openalex.org/W4416875356","doi":"https://doi.org/10.1109/qce65121.2025.00223","title":"Quantum Reservoir Computing for Corrosion Prediction in Aerospace: A Hybrid Approach for Enhanced Material Degradation Forecasting","display_name":"Quantum Reservoir Computing for Corrosion Prediction in Aerospace: A Hybrid Approach for Enhanced Material Degradation Forecasting","publication_year":2025,"publication_date":"2025-08-30","ids":{"openalex":"https://openalex.org/W4416875356","doi":"https://doi.org/10.1109/qce65121.2025.00223"},"language":null,"primary_location":{"id":"doi:10.1109/qce65121.2025.00223","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qce65121.2025.00223","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Quantum Computing and Engineering (QCE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5095941742","display_name":"Akshat Tandon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136903","display_name":"Airbus (Germany)","ror":"https://ror.org/04a3akw68","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210121748","https://openalex.org/I4210136903"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Akshat Tandon","raw_affiliation_strings":["Airbus Central Research &#x0026; Technology,Ottobrunn,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Airbus Central Research &#x0026; Technology,Ottobrunn,Germany","institution_ids":["https://openalex.org/I4210136903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085667177","display_name":"James Brown","orcid":"https://orcid.org/0000-0001-6027-9179"},"institutions":[{"id":"https://openalex.org/I4210155445","display_name":"American Academy of Implant Dentistry","ror":"https://ror.org/054xkse79","country_code":"US","type":"other","lineage":["https://openalex.org/I4210155445"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Brown","raw_affiliation_strings":["qBraid Co.,Chicago,II,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"qBraid Co.,Chicago,II,USA","institution_ids":["https://openalex.org/I4210155445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120575604","display_name":"Kenny Heitritter","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155445","display_name":"American Academy of Implant Dentistry","ror":"https://ror.org/054xkse79","country_code":"US","type":"other","lineage":["https://openalex.org/I4210155445"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kenny Heitritter","raw_affiliation_strings":["qBraid Co.,Chicago,II,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"qBraid Co.,Chicago,II,USA","institution_ids":["https://openalex.org/I4210155445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032545163","display_name":"Tarini Hardikar","orcid":"https://orcid.org/0000-0001-7877-1911"},"institutions":[{"id":"https://openalex.org/I4210155445","display_name":"American Academy of Implant Dentistry","ror":"https://ror.org/054xkse79","country_code":"US","type":"other","lineage":["https://openalex.org/I4210155445"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tarini Hardikar","raw_affiliation_strings":["qBraid Co.,Chicago,II,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"qBraid Co.,Chicago,II,USA","institution_ids":["https://openalex.org/I4210155445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017371846","display_name":"Kanav Setia","orcid":"https://orcid.org/0000-0003-2032-3993"},"institutions":[{"id":"https://openalex.org/I4210155445","display_name":"American Academy of Implant Dentistry","ror":"https://ror.org/054xkse79","country_code":"US","type":"other","lineage":["https://openalex.org/I4210155445"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kanav Setia","raw_affiliation_strings":["qBraid Co.,Chicago,II,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"qBraid Co.,Chicago,II,USA","institution_ids":["https://openalex.org/I4210155445"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040431859","display_name":"R.J. Boettcher","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136903","display_name":"Airbus (Germany)","ror":"https://ror.org/04a3akw68","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210121748","https://openalex.org/I4210136903"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rene Boettcher","raw_affiliation_strings":["Airbus Central Research &#x0026; Technology,Ottobrunn,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Airbus Central Research &#x0026; Technology,Ottobrunn,Germany","institution_ids":["https://openalex.org/I4210136903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120562927","display_name":"Klaus Schertler","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136903","display_name":"Airbus (Germany)","ror":"https://ror.org/04a3akw68","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210121748","https://openalex.org/I4210136903"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus Schertler","raw_affiliation_strings":["Airbus Central Research &#x0026; Technology,Ottobrunn,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Airbus Central Research &#x0026; Technology,Ottobrunn,Germany","institution_ids":["https://openalex.org/I4210136903"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113668820","display_name":"J. Krauser","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136903","display_name":"Airbus (Germany)","ror":"https://ror.org/04a3akw68","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210121748","https://openalex.org/I4210136903"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jasper Simon Krauser","raw_affiliation_strings":["Airbus Central Research &#x0026; Technology,Ottobrunn,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Airbus Central Research &#x0026; Technology,Ottobrunn,Germany","institution_ids":["https://openalex.org/I4210136903"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35277194,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2040","last_page":"2045"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.8015000224113464,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.8015000224113464,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.0722000002861023,"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"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.03150000050663948,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reservoir-computing","display_name":"Reservoir computing","score":0.8769999742507935},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.635699987411499},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.4993000030517578},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4602000117301941},{"id":"https://openalex.org/keywords/quantum","display_name":"Quantum","score":0.4496999979019165},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.43050000071525574},{"id":"https://openalex.org/keywords/quantum-computer","display_name":"Quantum computer","score":0.376800000667572}],"concepts":[{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.8769999742507935},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.635699987411499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5461000204086304},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.4993000030517578},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4602000117301941},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.4496999979019165},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.43050000071525574},{"id":"https://openalex.org/C58053490","wikidata":"https://www.wikidata.org/wiki/Q176555","display_name":"Quantum computer","level":3,"score":0.376800000667572},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.3546999990940094},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.33730000257492065},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.3294999897480011},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.31189998984336853},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C74050887","wikidata":"https://www.wikidata.org/wiki/Q848368","display_name":"Rotation (mathematics)","level":2,"score":0.28439998626708984},{"id":"https://openalex.org/C20625102","wikidata":"https://www.wikidata.org/wiki/Q137056","display_name":"Corrosion","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.27239999175071716},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.2718999981880188},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.2696000039577484},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2623000144958496}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/qce65121.2025.00223","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qce65121.2025.00223","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Quantum Computing and Engineering (QCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2755255888","https://openalex.org/W2990961515","https://openalex.org/W3202910338","https://openalex.org/W4385812173","https://openalex.org/W4391889557","https://openalex.org/W4399292805","https://openalex.org/W4400113563","https://openalex.org/W4402604735","https://openalex.org/W4404375569","https://openalex.org/W4408063224"],"related_works":[],"abstract_inverted_index":{"The":[0],"prediction":[1,70,247],"of":[2,24,31,111,115,125,137,150,187,198,205,228],"material":[3],"degradation":[4,25,227],"is":[5,39,91,249],"an":[6,241],"important":[7,22],"problem":[8],"to":[9,67,107,160],"solve":[10],"in":[11,147,231],"many":[12],"industries.":[13],"Environmental":[14],"conditions,":[15],"such":[16,49],"as":[17,50],"humidity":[18],"and":[19,53,219],"temperature,":[20],"are":[21,79],"drivers":[23],"processes,":[26],"with":[27,240],"corrosion":[28],"being":[29],"one":[30],"the":[32,84,97,109,112,116,138,144,148,164,169,178,185,188,196,202,207,226,237,246],"most":[33],"prominent":[34],"ones.":[35],"Quantum":[36],"machine":[37],"learning":[38],"a":[40,73,123,216,220],"promising":[41,74],"research":[42,61],"field":[43],"but":[44,191],"suffers":[45],"from":[46],"well-known":[47],"deficits":[48],"barren":[51],"plateaus":[52],"measurement":[54],"overheads.":[55],"To":[56],"address":[57,68],"this":[58,175],"problem,":[59],"recent":[60],"has":[62],"examined":[63],"quantum":[64,151,158,189],"reservoir":[65,95,152,223,244],"computing":[66,153],"time-series":[69],"tasks.":[71],"Although":[72],"idea,":[75],"developing":[76],"circuits":[77],"that":[78,128,194],"expressive":[80],"enough":[81],"while":[82,167],"respecting":[83],"limited":[85],"depths":[86],"available":[87],"on":[88],"current":[89],"devices":[90],"challenging.":[92],"In":[93],"classical":[94,222,243],"computing,":[96],"onion":[98,119,213,238],"echo":[99],"state":[100],"network":[101],"model":[102,121,218],"(ESN)":[103],"[1]":[104],"was":[105],"introduced":[106],"increase":[108],"interpretability":[110],"representation":[113],"structure":[114],"embeddings.":[117],"This":[118,212],"ESN":[120],"utilizes":[122],"concatenation":[124],"smaller":[126,157],"reservoirs":[127,159],"describe":[129],"different":[130,135,232],"time":[131],"scales":[132],"by":[133,154,176],"covering":[134],"regions":[136],"eigenvalue":[139],"spectrum.":[140],"Here,":[141],"we":[142,182],"use":[143],"same":[145,203],"idea":[146],"realm":[149],"simultaneously":[155],"evolving":[156],"better":[161],"capture":[162],"all":[163],"relevant":[165],"time-scales":[166],"keeping":[168],"circuit":[170],"depth":[171],"small.":[172],"We":[173],"do":[174],"modifying":[177,195],"rotation":[179],"angles":[180],"which":[181],"show":[183],"alters":[184],"eigenvalues":[186],"evolution,":[190],"also":[192],"note":[193],"number":[197],"mid-circuit":[199],"measurements":[200],"accomplishes":[201],"goals":[204],"changing":[206],"long-term":[208],"or":[209],"short-term":[210],"memory.":[211],"QRC":[214,239],"outperforms":[215],"simple":[217],"single":[221],"for":[224],"predicting":[225],"aluminum":[229],"alloys":[230],"environmental":[233],"conditions.":[234],"By":[235],"combining":[236],"additional":[242],"layer,":[245],"accuracy":[248],"further":[250],"improved.":[251]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-12-01T00:00:00"}
