{"id":"https://openalex.org/W4385953811","doi":"https://doi.org/10.1007/s44196-023-00313-7","title":"Navigating Uncertainty in Weapon System-of-Systems Planning: A Hybrid Multiobjective Network-Based Optimization and Fuzzy Set Approach","display_name":"Navigating Uncertainty in Weapon System-of-Systems Planning: A Hybrid Multiobjective Network-Based Optimization and Fuzzy Set Approach","publication_year":2023,"publication_date":"2023-08-17","ids":{"openalex":"https://openalex.org/W4385953811","doi":"https://doi.org/10.1007/s44196-023-00313-7"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-023-00313-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00313-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00313-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00313-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112982468","display_name":"Chongshuang Hu","orcid":"https://orcid.org/0000-0003-0825-9853"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chongshuang Hu","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024324635","display_name":"Xingliang Wang","orcid":"https://orcid.org/0009-0006-7309-9090"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingliang Wang","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China"],"raw_orcid":"https://orcid.org/0009-0006-7309-9090","affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100330246","display_name":"Minghao Li","orcid":"https://orcid.org/0000-0001-9004-6122"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Minghao Li","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100722507","display_name":"Jiang Jiang","orcid":"https://orcid.org/0000-0003-2483-2947"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Jiang","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5024324635","https://openalex.org/A5100330246"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":{"value":2090,"currency":"USD","value_usd":2090},"apc_paid":{"value":2090,"currency":"USD","value_usd":2090},"fwci":0.8108,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.68232386,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"16","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12000","display_name":"Systems Engineering Methodologies and Applications","score":0.9987999796867371,"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":0.9987999796867371,"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/T12423","display_name":"Software Reliability and Analysis Research","score":0.972599983215332,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/computer-science","display_name":"Computer science","score":0.6865149736404419},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6477729678153992},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.6057521104812622},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5264718532562256},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5252988934516907},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5014114379882812},{"id":"https://openalex.org/keywords/network-planning-and-design","display_name":"Network planning and design","score":0.4921724200248718},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4749962091445923},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.47486281394958496},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4577220678329468},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.4207336902618408},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.40750056505203247},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22063139081001282},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15385282039642334},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12394434213638306}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6865149736404419},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6477729678153992},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.6057521104812622},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5264718532562256},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5252988934516907},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5014114379882812},{"id":"https://openalex.org/C114563136","wikidata":"https://www.wikidata.org/wiki/Q19725982","display_name":"Network planning and design","level":2,"score":0.4921724200248718},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4749962091445923},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.47486281394958496},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4577220678329468},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.4207336902618408},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.40750056505203247},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22063139081001282},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15385282039642334},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12394434213638306},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-023-00313-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00313-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00313-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ad99081982eb4e13b2e8a36048c69d95","is_oa":true,"landing_page_url":"https://doaj.org/article/ad99081982eb4e13b2e8a36048c69d95","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 16, Iss 1, Pp 1-21 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-023-00313-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00313-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00313-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2361965782","display_name":null,"funder_award_id":"72071206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6844672301","display_name":null,"funder_award_id":"72231011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385953811.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W344754625","https://openalex.org/W1915967525","https://openalex.org/W2003644018","https://openalex.org/W2093586902","https://openalex.org/W2129801162","https://openalex.org/W2150046657","https://openalex.org/W2154467090","https://openalex.org/W2158489997","https://openalex.org/W2478669113","https://openalex.org/W2527572596","https://openalex.org/W2793224098","https://openalex.org/W2799398996","https://openalex.org/W2903859322","https://openalex.org/W2908181450","https://openalex.org/W2922377918","https://openalex.org/W3007043829","https://openalex.org/W3093678842","https://openalex.org/W3148921802","https://openalex.org/W3203928853","https://openalex.org/W3209188355","https://openalex.org/W3211140473","https://openalex.org/W3211316084","https://openalex.org/W4214805648","https://openalex.org/W4285579400","https://openalex.org/W4296994788","https://openalex.org/W4313583800"],"related_works":["https://openalex.org/W2090178682","https://openalex.org/W4241467429","https://openalex.org/W2001591765","https://openalex.org/W2073147994","https://openalex.org/W1588199609","https://openalex.org/W2384474142","https://openalex.org/W1550055091","https://openalex.org/W2744462909","https://openalex.org/W3083133203","https://openalex.org/W1971520370"],"abstract_inverted_index":{"Abstract":[0,208],"The":[1,101,182],"evaluation":[2],"of":[3,6,9,34,39,116,123,141,154,175,188,198],"the":[4,13,31,35,79,106,114,117,121,124,127,151,158,173,176],"capability":[5],"network-based":[7,93,102],"systems":[8,10],"has":[11,43],"replaced":[12],"simple":[14],"method":[15,95,104],"that":[16],"considers":[17],"return":[18],"on":[19,50,157],"investment,":[20],"becoming":[21],"a":[22,54,88,92,133,139,163,186,196],"new":[23],"paradigm":[24],"for":[25,47,91,191],"planning":[26,73,76,199],"national":[27],"defence":[28],"capabilities.":[29],"However,":[30],"dual":[32],"uncertainty":[33,64],"key":[36],"system":[37],"attributes":[38],"scenes":[40],"and":[41,61,75,108,126,136,161,201],"weapons":[42],"brought":[44],"great":[45],"challenges":[46],"decision-making.":[48],"Based":[49],"this,":[51],"we":[52,71,86,167],"developed":[53],"multiobjective":[55],"optimization":[56,94,103],"model":[57],"with":[58,97],"multiple":[59],"stages":[60],"scenarios":[62],"under":[63],"to":[65,119,131,149,171,204],"determine":[66,150,162],"plans.":[67],"In":[68],"this":[69,84,180],"study,":[70],"consider":[72],"risk":[74],"cost":[77],"as":[78],"two":[80],"objectives.":[81],"To":[82],"solve":[83],"problem,":[85],"propose":[87],"hybrid":[89],"solution":[90],"integrated":[96],"fuzzy":[98,147,152],"set":[99,140,187],"theory.":[100,111],"combines":[105],"NSGA-II-DE":[107,128],"complex":[109],"network":[110,118],"We":[112,145],"use":[113,146],"characteristics":[115],"evaluate":[120],"capabilities":[122],"WSoS,":[125],"is":[129],"used":[130],"generate":[132,195],"development":[134],"plan":[135,156],"finally":[137],"output":[138],"Pareto":[142,159],"optimal":[143],"solutions.":[144],"sets":[148],"membership":[153],"each":[155],"front":[160],"satisfactory":[164],"solution.":[165],"Finally,":[166],"conduct":[168],"simulation":[169],"experiments":[170],"verify":[172],"rationality":[174],"methods":[177],"proposed":[178],"in":[179],"article.":[181],"results":[183],"can":[184],"provide":[185],"efficient":[189],"solutions":[190,200],"military":[192],"planners,":[193],"helping":[194],"variety":[197],"trade-offs":[202],"according":[203],"their":[205],"preferences.":[206],"Graphical":[207]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
