{"id":"https://openalex.org/W4412966179","doi":"https://doi.org/10.1109/i2mtc62753.2025.11079200","title":"LABIIUM: AI-Enhanced Zero-configuration Measurement Automation System","display_name":"LABIIUM: AI-Enhanced Zero-configuration Measurement Automation System","publication_year":2025,"publication_date":"2025-05-19","ids":{"openalex":"https://openalex.org/W4412966179","doi":"https://doi.org/10.1109/i2mtc62753.2025.11079200"},"language":"en","primary_location":{"id":"doi:10.1109/i2mtc62753.2025.11079200","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc62753.2025.11079200","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","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/A5115637375","display_name":"Emmanuel A. Olowe","orcid":null},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Emmanuel A. Olowe","raw_affiliation_strings":["The University of Edinburgh,School of Engineering,Edinburgh,UK"],"affiliations":[{"raw_affiliation_string":"The University of Edinburgh,School of Engineering,Edinburgh,UK","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115637376","display_name":"Danial Chitnis","orcid":null},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Danial Chitnis","raw_affiliation_strings":["The University of Edinburgh,School of Engineering,Edinburgh,UK"],"affiliations":[{"raw_affiliation_string":"The University of Edinburgh,School of Engineering,Edinburgh,UK","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5115637375"],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":null,"apc_paid":null,"fwci":1.3271,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.8461599,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.7641000151634216,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.7641000151634216,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11325","display_name":"Inertial Sensor and Navigation","score":0.659600019454956,"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/T12564","display_name":"Sensor Technology and Measurement Systems","score":0.6432999968528748,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6149916648864746},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5079219937324524},{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.4764038622379303},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3360867500305176},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26700425148010254},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.12550514936447144}],"concepts":[{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6149916648864746},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5079219937324524},{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.4764038622379303},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3360867500305176},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26700425148010254},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.12550514936447144},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i2mtc62753.2025.11079200","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2mtc62753.2025.11079200","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320316520","display_name":"Keysight Technologies","ror":"https://ror.org/02903cd17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2990138404","https://openalex.org/W3194398550","https://openalex.org/W4230572347","https://openalex.org/W4361295191","https://openalex.org/W4378474282","https://openalex.org/W4382050558","https://openalex.org/W4388035723","https://openalex.org/W4391876619","https://openalex.org/W4394910538","https://openalex.org/W4400016439","https://openalex.org/W4403681321","https://openalex.org/W6778883912","https://openalex.org/W6849732303","https://openalex.org/W6852792400","https://openalex.org/W6860677683","https://openalex.org/W6873859400","https://openalex.org/W6874040791"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,124,184,214],"complexity":[1],"of":[2,108,113],"laboratory":[3,221],"environments":[4],"requires":[5],"solutions":[6,43,163],"that":[7,44,188],"simplify":[8],"instrument":[9,86],"interaction":[10],"and":[11,21,34,62,94,133,145,175,223,229,231],"enhance":[12,220],"measurement":[13,54,107],"automation.":[14],"Traditional":[15],"tools":[16,90],"often":[17],"require":[18],"configuration,":[19],"software,":[20],"programming":[22,47],"skills,":[23],"creating":[24],"barriers":[25],"to":[26,58,77,193,205,210,219,237],"productivity.":[27,65],"Previous":[28],"approaches,":[29],"including":[30,138],"dedicated":[31],"software":[32],"suites":[33],"custom":[35],"scripts,":[36],"frequently":[37],"fall":[38],"short":[39],"in":[40,227,241],"providing":[41],"user-friendly":[42],"align":[45],"with":[46,119,135,171,181,212],"practices.We":[48],"present":[49],"LABIIUM,":[50],"an":[51,68],"AI-enhanced,":[52],"zero-configuration":[53],"automation":[55],"system":[56],"designed":[57],"streamline":[59],"experimental":[60],"workflows":[61],"improve":[63,238],"user":[64],"LABIIUM":[66],"integrates":[67],"AI":[69,125,167],"assistant":[70,126,168],"powered":[71],"by":[72,165],"Large":[73],"Language":[74],"Models":[75],"(LLMs)":[76],"generate":[78],"code.":[79],"LABIIUM\u2019s":[80,217],"Lab-Automation-Measurement":[81],"Bridges":[82],"(LAMBs)":[83],"enable":[84],"seamless":[85],"connectivity":[87],"using":[88,129],"standard":[89],"such":[91],"as":[92,160],"VSCode":[93],"Python,":[95],"eliminating":[96],"setup":[97],"overhead.To":[98],"demonstrate":[99],"its":[100],"capabilities,":[101],"we":[102],"conducted":[103],"experiments":[104],"involving":[105],"the":[106,109,151,166,172,189,196,233],"parametric":[110],"transfer":[111],"curve":[112],"a":[114,120,161,176],"simple":[115],"two-transistor":[116],"inverting":[117],"amplifier":[118],"current":[121],"source":[122],"load.":[123],"was":[127,158],"evaluated":[128],"different":[130],"prompt":[131],"scenarios":[132],"compared":[134,170],"multiple":[136],"models,":[137],"Claude":[139],"Sonnet":[140],"3.5,":[141],"Gemini":[142],"Pro":[143],"1.5,":[144],"GPT-4o.":[146],"An":[147],"expert":[148,173],"solution":[149,174],"implementing":[150],"Gradient-Weighted":[152],"Adaptive":[153],"Stochastic":[154],"Sampling":[155],"(GWASS)":[156],"method":[157],"used":[159],"baseline.The":[162],"generated":[164],"were":[169,191,203],"uniform":[177,199],"linear":[178],"sweep":[179],"baseline":[180],"10,000":[182],"points.":[183],"graph":[185],"results":[186],"show":[187],"LLMs":[190,202],"able":[192],"successfully":[194],"complete":[195],"most":[197],"basic":[198],"sweep,":[200],"but":[201],"unable":[204],"develop":[206],"adaptive":[207],"sweeping":[208],"algorithms":[209],"compete":[211],"GWASS.":[213],"evaluation":[215],"underscores":[216],"ability":[218],"productivity":[222],"support":[224],"digital":[225],"transformation":[226],"research":[228],"industry,":[230],"emphasizes":[232],"future":[234],"work":[235],"required":[236],"LLM":[239],"performance":[240],"Electronic":[242],"Measurement":[243],"Science":[244],"Tasks.":[245]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}