{"id":"https://openalex.org/W4296534633","doi":"https://doi.org/10.1145/3555228.3555265","title":"Bring Us MacGyver Predictor: Towards a Deep Learning-Based Mechanism to Design Emergent Behaviors in Systems-of-Systems","display_name":"Bring Us MacGyver Predictor: Towards a Deep Learning-Based Mechanism to Design Emergent Behaviors in Systems-of-Systems","publication_year":2022,"publication_date":"2022-09-20","ids":{"openalex":"https://openalex.org/W4296534633","doi":"https://doi.org/10.1145/3555228.3555265"},"language":"en","primary_location":{"id":"doi:10.1145/3555228.3555265","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3555228.3555265","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the XXXVI Brazilian Symposium on Software Engineering","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/A5073605652","display_name":"Kanan Castro Silva","orcid":null},"institutions":[{"id":"https://openalex.org/I71715416","display_name":"Universidade Federal do ABC","ror":"https://ror.org/028kg9j04","country_code":"BR","type":"education","lineage":["https://openalex.org/I71715416"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Kanan Castro Silva","raw_affiliation_strings":["Universidade Federal do ABC, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal do ABC, Brazil","institution_ids":["https://openalex.org/I71715416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088686978","display_name":"Fl\u00e1vio Horita","orcid":"https://orcid.org/0000-0002-7138-9223"},"institutions":[{"id":"https://openalex.org/I71715416","display_name":"Universidade Federal do ABC","ror":"https://ror.org/028kg9j04","country_code":"BR","type":"education","lineage":["https://openalex.org/I71715416"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Flavio Horita","raw_affiliation_strings":["Universidade Federal do ABC, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal do ABC, Brazil","institution_ids":["https://openalex.org/I71715416"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045602593","display_name":"Valdemar Vicente Graciano Neto","orcid":"https://orcid.org/0000-0003-2190-5477"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Valdemar Vicente Graciano Neto","raw_affiliation_strings":["Universidade Federal de Goi\u00e1s, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal de Goi\u00e1s, Brazil","institution_ids":["https://openalex.org/I68106152"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4854,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.62427923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"299","last_page":"304"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12000","display_name":"Systems Engineering Methodologies and Applications","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12000","display_name":"Systems Engineering Methodologies and Applications","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T14306","display_name":"Technology Assessment and Management","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T11810","display_name":"Complex Systems and Decision Making","score":0.9491999745368958,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.7715575695037842},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6873177289962769},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6861119270324707},{"id":"https://openalex.org/keywords/creativity","display_name":"Creativity","score":0.5675991177558899},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5638341903686523},{"id":"https://openalex.org/keywords/system-of-systems","display_name":"System of systems","score":0.5052343010902405},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.4715350270271301},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45591434836387634},{"id":"https://openalex.org/keywords/human-behavior","display_name":"Human behavior","score":0.4330945312976837},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3969040811061859},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.395671546459198},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32952380180358887},{"id":"https://openalex.org/keywords/systems-design","display_name":"Systems design","score":0.2328805923461914},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.19140487909317017},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11443865299224854},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.07461437582969666}],"concepts":[{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.7715575695037842},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6873177289962769},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6861119270324707},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.5675991177558899},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5638341903686523},{"id":"https://openalex.org/C87912763","wikidata":"https://www.wikidata.org/wiki/Q7663737","display_name":"System of systems","level":3,"score":0.5052343010902405},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4715350270271301},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45591434836387634},{"id":"https://openalex.org/C117035363","wikidata":"https://www.wikidata.org/wiki/Q3769299","display_name":"Human behavior","level":2,"score":0.4330945312976837},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3969040811061859},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.395671546459198},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32952380180358887},{"id":"https://openalex.org/C31352089","wikidata":"https://www.wikidata.org/wiki/Q3750474","display_name":"Systems design","level":2,"score":0.2328805923461914},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.19140487909317017},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11443865299224854},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.07461437582969666},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3555228.3555265","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3555228.3555265","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the XXXVI Brazilian Symposium on Software Engineering","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":8,"referenced_works":["https://openalex.org/W1547000937","https://openalex.org/W1977177161","https://openalex.org/W2573613236","https://openalex.org/W2919115771","https://openalex.org/W2969443926","https://openalex.org/W3080314308","https://openalex.org/W3084798277","https://openalex.org/W3134211526"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W2748952813","https://openalex.org/W1531601525"],"abstract_inverted_index":{"Systems-of-Systems":[0],"(SoS)":[1],"involve":[2],"independent":[3],"systems":[4],"called":[5],"constituents":[6],"that,":[7],"together,":[8],"achieve":[9],"a":[10,26,109,122,133],"set":[11,124],"of":[12,16,28,48,60,89,102,125],"goals":[13],"by":[14,37,162],"means":[15],"emergent":[17,115],"behaviors.":[18,57],"Those":[19],"behaviors":[20,75,116,157,175],"can":[21,66,145],"be":[22,119,160],"deliberately":[23],"planned":[24],"as":[25,34],"combination":[27],"the":[29,38,46,52,56,80,90,99,138,147,163],"individual":[30],"functionalities":[31],"(herein":[32],"named":[33],"features)":[35],"provided":[36],"constituents.":[39,126],"Currently,":[40],"SoS":[41,71,164,170,179],"stakeholders":[42],"heavily":[43],"rely":[44],"on":[45],"creativity":[47],"engineers":[49,167],"to":[50,68,79,136,168],"combine":[51],"features":[53],"and":[54,83,94,150,165,176],"draw":[55],"The":[58],"limitation":[59],"human":[61,148],"perception":[62],"in":[63],"complex":[64],"scenarios":[65],"lead":[67],"engineering":[69],"sub-optimized":[70],"arrangements,":[72],"offering":[73],"global":[74,152],"that":[76,97,117,142,158],"are":[77],"limited":[78],"engineer\u2019s":[81],"abilities":[82],"prior":[84],"experience,":[85],"potentially":[86],"causing":[87],"waste":[88],"resources,":[91],"sub-optimal":[92],"services":[93],"reducing":[95],"quality.In":[96],"sense,":[98],"main":[100],"contribution":[101],"this":[103],"paper":[104],"is":[105],"introducing":[106],"MacGyver":[107],"Predictor,":[108],"deep":[110],"learning-based":[111],"mechanism":[112,144],"for":[113],"inferring/suggesting":[114],"could":[118,159],"designed":[120],"over":[121],"given":[123],"An":[127],"initial":[128],"dataset":[129],"was":[130],"elaborated":[131],"from":[132],"systematic":[134],"mapping":[135],"feed":[137],"mechanism.":[139],"We":[140],"expect":[141],"our":[143],"extrapolate":[146],"capabilities":[149],"glimpse":[151],"behaviors,":[153],"hopefully":[154],"revealing":[155],"unpredicted":[156],"offered":[161],"supporting":[166],"architect":[169],"with":[171],"(i)":[172],"more":[173],"diversified":[174],"(ii)":[177],"enhanced":[178],"overall":[180],"quality.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}