{"id":"https://openalex.org/W7162630769","doi":"https://doi.org/10.48550/arxiv.2605.28164","title":"Performance and Explainability Requirements of Evolutionary Algorithms in Real-World Physics-Informed Optimization","display_name":"Performance and Explainability Requirements of Evolutionary Algorithms in Real-World Physics-Informed Optimization","publication_year":2026,"publication_date":"2026-05-27","ids":{"openalex":"https://openalex.org/W7162630769","doi":"https://doi.org/10.48550/arxiv.2605.28164"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.28164","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.28164","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.28164","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036256685","display_name":"Helena Stegherr","orcid":"https://orcid.org/0000-0001-7871-7309"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stegherr, Helena","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137305531","display_name":"Michael Heider","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Heider, Michael","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137295465","display_name":"Nils Meyer","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Meyer, Nils","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002636685","display_name":"Tobias Thummerer","orcid":"https://orcid.org/0000-0003-0908-0783"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thummerer, Tobias","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011729018","display_name":"Thomas Wendler","orcid":"https://orcid.org/0000-0002-0915-0510"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wendler, Thomas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137252519","display_name":"Pierre Aublin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aublin, Pierre","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091674390","display_name":"Ennio Idrobo-Avila","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Idrobo-\u00c0vila, Ennio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137218666","display_name":"Lars Mikelsons","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mikelsons, Lars","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022376545","display_name":"Sebastian Zaunseder","orcid":"https://orcid.org/0000-0001-6114-3142"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zaunseder, Sebastian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5137280932","display_name":"J\u00f6rg H\u00e4hner","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"H\u00e4hner, J\u00f6rg","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.7766000032424927,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.7766000032424927,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.10189999639987946,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.020600000396370888,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.722599983215332},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.722100019454956},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6385999917984009},{"id":"https://openalex.org/keywords/interactive-evolutionary-computation","display_name":"Interactive evolutionary computation","score":0.6328999996185303},{"id":"https://openalex.org/keywords/human-based-evolutionary-computation","display_name":"Human-based evolutionary computation","score":0.6104000210762024},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5680999755859375},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5638999938964844},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5174000263214111},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5163999795913696}],"concepts":[{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.722599983215332},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.722100019454956},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6875},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6385999917984009},{"id":"https://openalex.org/C123189799","wikidata":"https://www.wikidata.org/wiki/Q6045380","display_name":"Interactive evolutionary computation","level":4,"score":0.6328999996185303},{"id":"https://openalex.org/C158564503","wikidata":"https://www.wikidata.org/wiki/Q5936745","display_name":"Human-based evolutionary computation","level":5,"score":0.6104000210762024},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5680999755859375},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5638999938964844},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5174000263214111},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5163999795913696},{"id":"https://openalex.org/C157741563","wikidata":"https://www.wikidata.org/wiki/Q5418712","display_name":"Evolutionary music","level":5,"score":0.4690999984741211},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.45680001378059387},{"id":"https://openalex.org/C121835503","wikidata":"https://www.wikidata.org/wiki/Q2596288","display_name":"Evolutionary programming","level":3,"score":0.45159998536109924},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4115999937057495},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.392300009727478},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3889999985694885},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.36480000615119934},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C5536111","wikidata":"https://www.wikidata.org/wiki/Q5193250","display_name":"Cultural algorithm","level":4,"score":0.3384000062942505},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.32190001010894775},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2849000096321106},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28279998898506165},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C199505168","wikidata":"https://www.wikidata.org/wiki/Q3267529","display_name":"Evolutionary robotics","level":3,"score":0.26649999618530273},{"id":"https://openalex.org/C6135463","wikidata":"https://www.wikidata.org/wiki/Q5532920","display_name":"Genetic representation","level":3,"score":0.26030001044273376},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.2538999915122986}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.28164","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.28164","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.28164","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.28164","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Evolutionary":[0],"computation":[1,61,83],"offers":[2],"a":[3,135,187],"variety":[4],"of":[5,52,106,170,202],"tools":[6],"to":[7,59,118,134,166,175,194,197],"solve":[8],"complex":[9,182],"real-world":[10,29,93,183],"optimization":[11,22,95],"problems.":[12,90],"However,":[13],"research":[14],"often":[15,43,62],"focuses":[16],"on":[17,153],"smaller,":[18],"simplified":[19],"problems":[20,96],"and":[21,37,99,116,121,138],"algorithms":[23,172],"that":[24,86,127,162,192],"sometimes":[25],"miss":[26],"expectations":[27],"in":[28,33,45,69,181],"scenarios.":[30,184],"Additionally,":[31],"trust":[32,120],"the":[34,38,53,108,111,144,154,199],"applied":[35],"algorithm":[36,113],"solutions":[39],"it":[40],"provides":[41],"is":[42],"essential":[44],"such":[46],"settings,":[47],"but":[48,173],"requires":[49],"an":[50],"understanding":[51],"search":[54],"process":[55],"itself.":[56],"This":[57,185],"leads":[58],"evolutionary":[60,82,112,171,203],"not":[63],"being":[64],"seriously":[65],"considered":[66],"by":[67,101],"practitioners":[68],"many":[70],"application":[71],"contexts,":[72],"among":[73],"them":[74],"physics-based":[75,94],"modeling.":[76],"In":[77],"this":[78],"article,":[79],"techniques":[80],"from":[81],"are":[84,97,123],"detailed":[85],"can":[87,163],"alleviate":[88],"these":[89],"First,":[91],"five":[92],"introduced":[98],"described":[100],"domain":[102,129],"experts.":[103],"For":[104],"each":[105],"these,":[107],"requirements":[109,150],"for":[110,142],"regarding":[114],"performance":[115],"explainability":[117],"increase":[119],"usability":[122],"presented.":[124],"We":[125],"found":[126],"all":[128],"experts":[130],"expect":[131],"fast":[132],"convergence":[133],"good":[136],"solution":[137],"want":[139],"some":[140],"explanations":[141],"how":[143],"results":[145],"were":[146],"formed,":[147],"while":[148],"other":[149],"strongly":[151],"depend":[152],"respective":[155],"problem.":[156],"Finally,":[157],"we":[158],"present":[159],"existing":[160],"approaches":[161],"be":[164,195],"leveraged":[165],"improve":[167],"those":[168],"aspects":[169],"have":[174],"our":[176],"knowledge":[177],"never":[178],"been":[179],"employed":[180],"implies":[186],"gap":[188],"between":[189],"both":[190],"domains":[191],"needs":[193],"closed":[196],"exploit":[198],"full":[200],"potential":[201],"computation.":[204]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-29T00:00:00"}