{"id":"https://openalex.org/W7225818527","doi":"https://doi.org/10.3390/ma19224795","title":"Robust Inverse Design of Cementitious Materials for Biogenic Degradation Resistance","display_name":"Robust Inverse Design of Cementitious Materials for Biogenic Degradation Resistance","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225818527","doi":"https://doi.org/10.3390/ma19224795"},"language":"en","primary_location":{"id":"doi:10.3390/ma19224795","doi":"https://doi.org/10.3390/ma19224795","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ma19224795","pdf_url":null,"source":{"id":"https://openalex.org/S18714766","display_name":"Materials","issn_l":"1996-1944","issn":["1996-1944"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Materials","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/ma19224795","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073395322","display_name":"K. Durczak","orcid":"https://orcid.org/0000-0003-4811-005X","observed_orcids":["https://orcid.org/0000-0003-4811-005X"]},"institutions":[{"id":"https://openalex.org/I55783418","display_name":"Pozna\u0144 University of Life Sciences","ror":"https://ror.org/03tth1e03","country_code":"PL","type":"education","lineage":["https://openalex.org/I55783418"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Karol Durczak","raw_affiliation_strings":["Department of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Pozna\u0144 University of Life Sciences, Wojska Polskiego 50, 60-627 Pozna\u0144, Poland"],"raw_orcid":"https://orcid.org/0000-0003-4811-005X","affiliations":[{"raw_affiliation_string":"Department of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Pozna\u0144 University of Life Sciences, Wojska Polskiego 50, 60-627 Pozna\u0144, Poland","institution_ids":["https://openalex.org/I55783418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009495377","display_name":"Agnieszka Sujak","orcid":"https://orcid.org/0000-0001-5616-3827","observed_orcids":["https://orcid.org/0000-0001-5616-3827"]},"institutions":[{"id":"https://openalex.org/I55783418","display_name":"Pozna\u0144 University of Life Sciences","ror":"https://ror.org/03tth1e03","country_code":"PL","type":"education","lineage":["https://openalex.org/I55783418"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Agnieszka Sujak","raw_affiliation_strings":["Department of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Pozna\u0144 University of Life Sciences, Wojska Polskiego 50, 60-627 Pozna\u0144, Poland"],"raw_orcid":"https://orcid.org/0000-0001-5616-3827","affiliations":[{"raw_affiliation_string":"Department of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Pozna\u0144 University of Life Sciences, Wojska Polskiego 50, 60-627 Pozna\u0144, Poland","institution_ids":["https://openalex.org/I55783418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024485669","display_name":"Micha\u0142 Juszczyk","orcid":"https://orcid.org/0000-0002-8353-9823","observed_orcids":["https://orcid.org/0000-0002-8353-9823"]},"institutions":[{"id":"https://openalex.org/I24881138","display_name":"Cracow University of Technology","ror":"https://ror.org/00pdej676","country_code":"PL","type":"education","lineage":["https://openalex.org/I24881138"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Micha\u0142 Juszczyk","raw_affiliation_strings":["Faculty of Civil Engineering and Transport, PK Krakow University of Technology, Warszawska 24, 31-155 Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-8353-9823","affiliations":[{"raw_affiliation_string":"Faculty of Civil Engineering and Transport, PK Krakow University of Technology, Warszawska 24, 31-155 Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I24881138"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071062028","display_name":"Micha\u0142 Pyzalski","orcid":"https://orcid.org/0000-0002-3350-9378","observed_orcids":["https://orcid.org/0000-0002-3350-9378"]},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Micha\u0142 Pyzalski","raw_affiliation_strings":["Faculty of Management, AGH University of Krakow, al. Mickiewicza 30, 30-059 Krak\u00f3w, Poland","Faculty of Materials Science and Ceramics, AGH University of Krakow, Mickiewicza Ave. 30, 30-059 Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-3350-9378","affiliations":[{"raw_affiliation_string":"Faculty of Management, AGH University of Krakow, al. Mickiewicza 30, 30-059 Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019"]},{"raw_affiliation_string":"Faculty of Materials Science and Ceramics, AGH University of Krakow, Mickiewicza Ave. 30, 30-059 Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5073395322"],"corresponding_institution_ids":["https://openalex.org/I55783418"],"apc_list":{"value":2600,"currency":"CHF","value_usd":3137},"apc_paid":{"value":2600,"currency":"CHF","value_usd":3137},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":"22","first_page":"4795","last_page":"4795"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10033","display_name":"Concrete and Cement Materials Research","score":0.9340999722480774,"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"}},"topics":[{"id":"https://openalex.org/T10033","display_name":"Concrete and Cement Materials Research","score":0.9340999722480774,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.018799999728798866,"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/T12247","display_name":"Microbial Applications in Construction Materials","score":0.016200000420212746,"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"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6373000144958496},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.631600022315979},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.5936999917030334},{"id":"https://openalex.org/C2779666059","wikidata":"https://www.wikidata.org/wiki/Q45190","display_name":"Cementitious","level":3,"score":0.557699978351593},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5559999942779541},{"id":"https://openalex.org/C48209547","wikidata":"https://www.wikidata.org/wiki/Q1331104","display_name":"Controllability","level":2,"score":0.5511000156402588},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.42649999260902405},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.40939998626708984},{"id":"https://openalex.org/C2778648169","wikidata":"https://www.wikidata.org/wiki/Q967768","display_name":"Compatibility (geochemistry)","level":2,"score":0.40799999237060547},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.4018999934196472},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.4018000066280365},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3840999901294708},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3684999942779541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35659998655319214},{"id":"https://openalex.org/C132976073","wikidata":"https://www.wikidata.org/wiki/Q2991861","display_name":"Curing (chemistry)","level":2,"score":0.34369999170303345},{"id":"https://openalex.org/C45206210","wikidata":"https://www.wikidata.org/wiki/Q2415817","display_name":"Nanoscopic scale","level":2,"score":0.33410000801086426},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.31929999589920044},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.3151000142097473},{"id":"https://openalex.org/C186394612","wikidata":"https://www.wikidata.org/wiki/Q7098942","display_name":"Optimal design","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.29429998993873596},{"id":"https://openalex.org/C519063684","wikidata":"https://www.wikidata.org/wiki/Q706","display_name":"Calcium","level":2,"score":0.2752000093460083},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.27079999446868896},{"id":"https://openalex.org/C200070095","wikidata":"https://www.wikidata.org/wiki/Q1297687","display_name":"Structural material","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.2694999873638153},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.2630000114440918},{"id":"https://openalex.org/C55037315","wikidata":"https://www.wikidata.org/wiki/Q5421151","display_name":"Experimental data","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.2574999928474426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/ma19224795","doi":"https://doi.org/10.3390/ma19224795","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ma19224795","pdf_url":null,"source":{"id":"https://openalex.org/S18714766","display_name":"Materials","issn_l":"1996-1944","issn":["1996-1944"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Materials","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/ma19224795","doi":"https://doi.org/10.3390/ma19224795","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ma19224795","pdf_url":null,"source":{"id":"https://openalex.org/S18714766","display_name":"Materials","issn_l":"1996-1944","issn":["1996-1944"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Materials","raw_type":"journal-article"},"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":[],"abstract_inverted_index":{"Cementitious":[0],"materials":[1,30],"in":[2,103,113,121],"infrastructure":[3],"undergo":[4],"coupled":[5],"chemical,":[6],"mineralogical,":[7],"transport":[8],"and":[9,47,68,78,96,144,175,181,189],"mechanical":[10,67,133],"deterioration,":[11],"yet":[12],"development":[13],"still":[14],"largely":[15],"follows":[16],"a":[17,84,165,183],"forward":[18],"trial-and-test":[19],"paradigm.":[20],"This":[21],"study":[22],"formulates":[23],"the":[24,98,132,155],"problem":[25],"as":[26],"constrained":[27],"robust":[28],"inverse":[29],"design":[31,35],"over":[32],"experimentally":[33],"bounded":[34],"spaces.":[36],"Published":[37],"data":[38,163,195],"on":[39],"biological":[40],"degradation,":[41],"ye\u2019elimite\u2013aluminate\u2013calcium":[42],"(YAC)":[43],"binders,":[44],"modified":[45],"CA2":[46,82],"calcium":[48],"aluminoferrites":[49],"were":[50,58,160],"reorganized":[51],"without":[52],"imputing":[53],"missing":[54],"observations.":[55],"Mechanism\u2013material":[56],"relations":[57],"made":[59],"explicit":[60],"through":[61],"an":[62],"evidence-constrained":[63],"compatibility":[64],"matrix,":[65],"while":[66,150],"processing":[69],"requirements":[70],"defined":[71],"feasible":[72],"regions":[73],"evaluated":[74],"by":[75],"minimum-intervention,":[76],"Pareto":[77],"robustness":[79],"analyses.":[80],"Fluorine-modified":[81],"combined":[83],"synthesis":[85],"temperature":[86],"of":[87,123],"1200":[88],"\u00b0C":[89],"with":[90],"67.76%":[91],"hydration":[92],"at":[93],"28":[94],"days":[95],"was":[97,111],"only":[99],"non-dominated":[100],"measured":[101],"state":[102],"that":[104],"subspace.":[105],"Its":[106],"guaranteed":[107],"two-objective":[108],"robust-dominance":[109],"radius":[110],"\u00b14.0%;":[112],"100,000":[114],"Monte":[115],"Carlo":[116],"realizations,":[117],"it":[118],"remained":[119],"Pareto-efficient":[120],"100%":[122],"cases":[124],"for":[125,185],"perturbation":[126],"levels":[127],"up":[128],"to":[129],"\u00b110%.":[130],"In":[131],"subspace,":[134],"YAC":[135],"Variant":[136],"II":[137],"reached":[138],"32.1":[139],"MPa":[140,146],"after":[141,147],"one":[142],"day":[143],"60.2":[145],"90":[148],"days,":[149],"CEM":[151],"I":[152],"52.5R":[153],"retained":[154],"highest":[156],"mature":[157],"strength;":[158],"both":[159],"non-dominated.":[161],"Calcium-aluminoferrite":[162],"demonstrated":[164],"reachable":[166],"composition\u2013processing":[167],"phase":[168,176],"field.":[169],"The":[170],"framework":[171],"organizes":[172],"degradation":[173],"knowledge":[174],"controllability":[177],"into":[178],"candidate-selection":[179],"decisions":[180],"suggests":[182],"basis":[184],"incorporating":[186],"phase-,":[187],"microstructure-":[188],"nanoscale":[190],"descriptors":[191],"when":[192],"matched":[193],"experimental":[194],"are":[196],"available.":[197]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}