{"id":"https://openalex.org/W2002335446","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000026","title":"Image-Based Machine Learning for Reduction of User Fatigue in an Interactive Model Calibration System","display_name":"Image-Based Machine Learning for Reduction of User Fatigue in an Interactive Model Calibration System","publication_year":2009,"publication_date":"2009-05-04","ids":{"openalex":"https://openalex.org/W2002335446","doi":"https://doi.org/10.1061/(asce)cp.1943-5487.0000026","mag":"2002335446"},"language":"en","primary_location":{"id":"doi:10.1061/(asce)cp.1943-5487.0000026","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000026","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-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/A5101494381","display_name":"Abhishek Singh","orcid":"https://orcid.org/0009-0006-7537-8173"},"institutions":[{"id":"https://openalex.org/I4210135837","display_name":"National Center for Supercomputing Applications","ror":"https://ror.org/03r10zj06","country_code":"US","type":"facility","lineage":["https://openalex.org/I157725225","https://openalex.org/I4210135837"]},{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Abhishek Singh","raw_affiliation_strings":["Dept. of Civil and Environmental Engineering, Univ. of Illinois, Urbana-Champaign, IL 61801","INTERA, Inc., 1812 Centre Creek Dr., Austin, TX 78759 (corresponding author)","National Center for Supercomputing Applications, Univ. of Illinois at Urbana-Champaign, IL 61801"],"affiliations":[{"raw_affiliation_string":"Dept. of Civil and Environmental Engineering, Univ. of Illinois, Urbana-Champaign, IL 61801","institution_ids":[]},{"raw_affiliation_string":"INTERA, Inc., 1812 Centre Creek Dr., Austin, TX 78759 (corresponding author)","institution_ids":[]},{"raw_affiliation_string":"National Center for Supercomputing Applications, Univ. of Illinois at Urbana-Champaign, IL 61801","institution_ids":["https://openalex.org/I4210135837","https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017200212","display_name":"Barbara Minsker","orcid":"https://orcid.org/0000-0001-7981-2973"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]},{"id":"https://openalex.org/I4210135837","display_name":"National Center for Supercomputing Applications","ror":"https://ror.org/03r10zj06","country_code":"US","type":"facility","lineage":["https://openalex.org/I157725225","https://openalex.org/I4210135837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Barbara S. Minsker","raw_affiliation_strings":["Dept. of Civil and Environmental Engineering, Univ. of Illinois, Urbana-Champaign, IL 61801","INTERA, Inc., 1812 Centre Creek Dr., Austin, TX 78759 (corresponding author)","National Center for Supercomputing Applications, Univ. of Illinois at Urbana-Champaign, IL 61801"],"affiliations":[{"raw_affiliation_string":"Dept. of Civil and Environmental Engineering, Univ. of Illinois, Urbana-Champaign, IL 61801","institution_ids":[]},{"raw_affiliation_string":"INTERA, Inc., 1812 Centre Creek Dr., Austin, TX 78759 (corresponding author)","institution_ids":[]},{"raw_affiliation_string":"National Center for Supercomputing Applications, Univ. of Illinois at Urbana-Champaign, IL 61801","institution_ids":["https://openalex.org/I4210135837","https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015678162","display_name":"Peter Bajcsy","orcid":"https://orcid.org/0000-0002-6968-2615"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]},{"id":"https://openalex.org/I4210135837","display_name":"National Center for Supercomputing Applications","ror":"https://ror.org/03r10zj06","country_code":"US","type":"facility","lineage":["https://openalex.org/I157725225","https://openalex.org/I4210135837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Bajcsy","raw_affiliation_strings":["Dept. of Civil and Environmental Engineering, Univ. of Illinois, Urbana-Champaign, IL 61801","INTERA, Inc., 1812 Centre Creek Dr., Austin, TX 78759 (corresponding author)","National Center for Supercomputing Applications, Univ. of Illinois at Urbana-Champaign, IL 61801"],"affiliations":[{"raw_affiliation_string":"Dept. of Civil and Environmental Engineering, Univ. of Illinois, Urbana-Champaign, IL 61801","institution_ids":[]},{"raw_affiliation_string":"INTERA, Inc., 1812 Centre Creek Dr., Austin, TX 78759 (corresponding author)","institution_ids":[]},{"raw_affiliation_string":"National Center for Supercomputing Applications, Univ. of Illinois at Urbana-Champaign, IL 61801","institution_ids":["https://openalex.org/I4210135837","https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101494381"],"corresponding_institution_ids":["https://openalex.org/I157725225","https://openalex.org/I4210135837"],"apc_list":null,"apc_paid":null,"fwci":0.8263,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.75372108,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"24","issue":"3","first_page":"241","last_page":"251"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10894","display_name":"Groundwater flow and contamination studies","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10894","display_name":"Groundwater flow and contamination studies","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11220","display_name":"Water Systems and Optimization","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10969","display_name":"Water resources management and optimization","score":0.9847000241279602,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/machine-learning","display_name":"Machine learning","score":0.7211440801620483},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7176393866539001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6630076169967651},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.6460115313529968},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.633822500705719},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6250593662261963},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.6031826734542847},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48500677943229675},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4447430372238159},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.43750452995300293},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4177745580673218},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10781869292259216}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7211440801620483},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7176393866539001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6630076169967651},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.6460115313529968},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.633822500705719},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6250593662261963},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.6031826734542847},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48500677943229675},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4447430372238159},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.43750452995300293},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4177745580673218},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10781869292259216},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/(asce)cp.1943-5487.0000026","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)cp.1943-5487.0000026","pdf_url":null,"source":{"id":"https://openalex.org/S176637136","display_name":"Journal of Computing in Civil Engineering","issn_l":"0887-3801","issn":["0887-3801","1943-5487"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Civil Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Clean water and sanitation","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/6"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W15465373","https://openalex.org/W146927993","https://openalex.org/W291175324","https://openalex.org/W1493454437","https://openalex.org/W1575476631","https://openalex.org/W1586847502","https://openalex.org/W1975152892","https://openalex.org/W1992419399","https://openalex.org/W1998871699","https://openalex.org/W2027841141","https://openalex.org/W2029673176","https://openalex.org/W2049162546","https://openalex.org/W2054917359","https://openalex.org/W2080430588","https://openalex.org/W2080518556","https://openalex.org/W2083435865","https://openalex.org/W2102544846","https://openalex.org/W2112160106","https://openalex.org/W2121947440","https://openalex.org/W2126579249","https://openalex.org/W2133513614","https://openalex.org/W2138451337","https://openalex.org/W2138826255","https://openalex.org/W2140785063","https://openalex.org/W2142334564","https://openalex.org/W2148554518","https://openalex.org/W2151019861","https://openalex.org/W2167159964","https://openalex.org/W2323667011","https://openalex.org/W2325348696","https://openalex.org/W2327111291","https://openalex.org/W2330846461","https://openalex.org/W2491376910","https://openalex.org/W2613433911","https://openalex.org/W3011460294","https://openalex.org/W4205687621"],"related_works":["https://openalex.org/W2389542812","https://openalex.org/W2381894592","https://openalex.org/W2030629278","https://openalex.org/W4235667779","https://openalex.org/W1752292405","https://openalex.org/W2788335062","https://openalex.org/W1508345308","https://openalex.org/W1743181070","https://openalex.org/W2188500270","https://openalex.org/W2303858293"],"abstract_inverted_index":{"The":[0,14,105,122,146,222],"interactive":[1,21,52],"multiobjective":[2],"genetic":[3],"algorithm":[4],"(IMOGA)":[5],"is":[6,54,124,167,225,235],"a":[7,73,102,114,155,230],"promising":[8,89],"new":[9],"approach":[10,78,111,224],"to":[11,37,79,87,169,202,237,239],"calibrate":[12],"models.":[13],"IMOGA":[15],"combines":[16],"traditional":[17],"optimization":[18],"with":[19,64,159],"an":[20],"framework,":[22],"thus":[23,212],"allowing":[24],"both":[25],"quantitative":[26],"calibration":[27,90,232],"criteria":[28],"as":[29,31,249,251],"well":[30],"the":[32,39,46,55,60,65,70,81,109,131,160,164,181,186,195,206,214,217,243,255,259],"subjective":[33],"knowledge":[34],"of":[35,45,72,83,133,163,190,197,209,216,245,258],"experts":[36,61],"drive":[38],"search":[40],"for":[41,119,176],"model":[42,157],"parameters.":[43],"One":[44],"major":[47],"challenges":[48],"in":[49,101,108],"using":[50,126],"such":[51],"systems":[53],"burden":[56],"they":[57],"impose":[58],"on":[59,142,229],"that":[62],"interact":[63],"system.":[66],"This":[67],"paper":[68],"proposes":[69],"use":[71],"novel":[74],"image-based":[75],"machine-learning":[76,156,220],"(IBML)":[77],"reduce":[80],"number":[82],"user":[84,171,246],"interactions":[85],"required":[86],"identify":[88],"solutions":[91,118,177],"involving":[92],"spatially":[93],"distributed":[94],"parameter":[95,139,210],"fields":[96,140],"(e.g.,":[97],"hydraulic":[98],"conductivity":[99],"parameters":[100],"groundwater":[103,231],"model).":[104],"first":[106],"step":[107],"IBML":[110,223],"involves":[112],"selecting":[113],"few":[115],"highly":[116],"representative":[117,151],"expert":[120,147],"ranking.":[121],"selection":[123],"performed":[125],"unsupervised":[127],"clustering":[128,218],"approaches":[129],"from":[130,194],"field":[132,196],"image":[134,198],"processing,":[135],"which":[136,154],"group":[137],"potential":[138],"based":[141],"their":[143],"spatial":[144,161,207],"similarities.":[145],"then":[148],"ranks":[149],"these":[150],"solutions,":[152],"after":[153],"(augmented":[158],"information":[162,188,204],"selected":[165],"fields)":[166],"trained":[168],"learn":[170],"preferences":[172],"and":[173,219,227,234],"predict":[174],"rankings":[175],"not":[178],"ranked":[179],"by":[180,248],"expert.":[182],"To":[183],"better":[184],"mimic":[185],"\u201cvisual\u201d":[187],"processing":[189,199],"human":[191],"experts,":[192],"algorithms":[193],"are":[200],"used":[201],"mine":[203],"about":[205],"characteristics":[208],"fields,":[211],"improving":[213],"performance":[215],"algorithms.":[221],"tested":[226],"demonstrated":[228],"problem":[233],"shown":[236],"lead":[238],"significant":[240],"improvements,":[241],"reducing":[242],"amount":[244],"interaction":[247],"much":[250],"half":[252],"without":[253],"compromising":[254],"solution":[256],"quality":[257],"IMOGA.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}