{"id":"https://openalex.org/W4391759751","doi":"https://doi.org/10.1109/tetci.2024.3359070","title":"Sparse Hyperspectral Unmixing With Preference-Based Evolutionary Multiobjective Multitasking Optimization","display_name":"Sparse Hyperspectral Unmixing With Preference-Based Evolutionary Multiobjective Multitasking Optimization","publication_year":2024,"publication_date":"2024-02-12","ids":{"openalex":"https://openalex.org/W4391759751","doi":"https://doi.org/10.1109/tetci.2024.3359070"},"language":"en","primary_location":{"id":"doi:10.1109/tetci.2024.3359070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3359070","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","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/A5100348617","display_name":"Hao Li","orcid":"https://orcid.org/0000-0002-6294-6761"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Li","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6294-6761","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089135097","display_name":"Dezhong Li","orcid":"https://orcid.org/0000-0002-3877-1092"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dezhong Li","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-3877-1092","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091227928","display_name":"Maoguo Gong","orcid":"https://orcid.org/0000-0002-0415-8556"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maoguo Gong","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0415-8556","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103165266","display_name":"Jianzhao Li","orcid":"https://orcid.org/0000-0002-1524-1363"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhao Li","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-1524-1363","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006614329","display_name":"A. K. Qin","orcid":"https://orcid.org/0000-0001-6631-1651"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"A. K. Qin","raw_affiliation_strings":["Department of Computing Technologies, Swinburne University of Technology, Hawthorn, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6631-1651","affiliations":[{"raw_affiliation_string":"Department of Computing Technologies, Swinburne University of Technology, Hawthorn, VIC, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003833479","display_name":"Lining Xing","orcid":"https://orcid.org/0000-0002-6983-4244"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lining Xing","raw_affiliation_strings":["School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6983-4244","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038907917","display_name":"Fei Xie","orcid":"https://orcid.org/0000-0003-1867-7194"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Xie","raw_affiliation_strings":["School of Academy of Advanced Interdisciplinary Research (AOAIR), Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0003-1867-7194","affiliations":[{"raw_affiliation_string":"School of Academy of Advanced Interdisciplinary Research (AOAIR), Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.9828,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.91475423,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"8","issue":"2","first_page":"1922","last_page":"1937"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9735999703407288,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9398000240325928,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8103861808776855},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.7182815074920654},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.6927427053451538},{"id":"https://openalex.org/keywords/human-multitasking","display_name":"Human multitasking","score":0.6393585801124573},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6121335029602051},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.6018593311309814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5778429508209229},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5418515801429749},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.518425703048706},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.48996034264564514},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.48663410544395447},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4356309175491333},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3142642676830292},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2513915002346039},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06761351227760315}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8103861808776855},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.7182815074920654},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.6927427053451538},{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.6393585801124573},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6121335029602051},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.6018593311309814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5778429508209229},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5418515801429749},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.518425703048706},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.48996034264564514},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.48663410544395447},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4356309175491333},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3142642676830292},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2513915002346039},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06761351227760315},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tetci.2024.3359070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetci.2024.3359070","pdf_url":null,"source":{"id":"https://openalex.org/S4210210251","display_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","issn_l":"2471-285X","issn":["2471-285X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Emerging Topics in Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1949608614","display_name":null,"funder_award_id":"62036006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2159723965","display_name":"Data-driven Traffic Analytics for Incident Analysis and Management","funder_award_id":"LP180100114","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G3698760113","display_name":"Next-generation Intelligent Explorations of Geo-located Data ","funder_award_id":"DP200102611","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G4083118349","display_name":null,"funder_award_id":"61973249","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"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1964570608","https://openalex.org/W1978567114","https://openalex.org/W2004207873","https://openalex.org/W2018746287","https://openalex.org/W2022470997","https://openalex.org/W2027878671","https://openalex.org/W2049418899","https://openalex.org/W2084252873","https://openalex.org/W2107219953","https://openalex.org/W2125298866","https://openalex.org/W2134328014","https://openalex.org/W2142009246","https://openalex.org/W2143381319","https://openalex.org/W2143416511","https://openalex.org/W2147926599","https://openalex.org/W2153885347","https://openalex.org/W2161819088","https://openalex.org/W2163886442","https://openalex.org/W2323672905","https://openalex.org/W2407411932","https://openalex.org/W2410677328","https://openalex.org/W2413527939","https://openalex.org/W2515844138","https://openalex.org/W2551961488","https://openalex.org/W2570560428","https://openalex.org/W2604055362","https://openalex.org/W2743135143","https://openalex.org/W2762814989","https://openalex.org/W2770581177","https://openalex.org/W2792167075","https://openalex.org/W2802480283","https://openalex.org/W2802876668","https://openalex.org/W2808537058","https://openalex.org/W2894825269","https://openalex.org/W2898121080","https://openalex.org/W2900577216","https://openalex.org/W2948943518","https://openalex.org/W2969487932","https://openalex.org/W2969773064","https://openalex.org/W3041654307","https://openalex.org/W3100619029","https://openalex.org/W3128043498","https://openalex.org/W3195858154","https://openalex.org/W3205639353","https://openalex.org/W4225630686","https://openalex.org/W4286540489","https://openalex.org/W4294311511"],"related_works":["https://openalex.org/W4388263628","https://openalex.org/W4242930893","https://openalex.org/W3140336604","https://openalex.org/W2488058330","https://openalex.org/W1988895983","https://openalex.org/W4237084280","https://openalex.org/W2886487614","https://openalex.org/W4242426637","https://openalex.org/W2940047422","https://openalex.org/W2132083814"],"abstract_inverted_index":{"The":[0,188],"traditional":[1],"sparse":[2],"unmixing":[3,58,85,125,206],"methods":[4,31],"based":[5,59],"on":[6,60,191],"multiobjective":[7,96],"evolutionary":[8,56],"algorithms":[9],"(MOEAs)":[10],"only":[11],"deal":[12],"with":[13,122,127,201],"a":[14,74,95,108,170],"single":[15],"mixed":[16,26],"pixel,":[17],"without":[18],"considering":[19],"the":[20,34,40,84,89,101,111,123,151,165,179,186,197],"spatial":[21],"structure":[22],"relationship":[23],"between":[24],"different":[25],"pixels.":[27],"In":[28,52,120],"addition,":[29],"these":[30,70,130],"suffer":[32],"from":[33],"curse":[35],"of":[36,43,86,113,116,141,181,199],"dimensionality":[37],"caused":[38],"by":[39,106],"large":[41],"number":[42,180],"pixels":[44,87],"in":[45,50,88,110,132,139],"hyperspectral":[46,75,193],"image":[47,76],"and":[48,83,118,184,205],"spectra":[49],"library.":[51],"this":[53],"paper,":[54],"an":[55],"multitasking":[57],"weakly":[61,172],"nondominated":[62,173,182],"sorting":[63,174],"(EMTU-WNS)":[64],"algorithm":[65],"is":[66,77,92,145,175],"proposed":[67,176],"to":[68,149,161,177],"alleviate":[69],"existing":[71],"issues.":[72],"First,":[73],"classified":[78],"into":[79],"multiple":[80,133],"homogeneous":[81,134],"regions,":[82],"same":[90],"region":[91],"constructed":[93],"as":[94],"optimization":[97],"task.":[98],"Then":[99],"all":[100,128],"tasks":[102,131],"are":[103,136,159],"optimized":[104],"simultaneously":[105],"using":[107],"population":[109],"design":[112],"genetic":[114,157],"transfer":[115],"intra-task":[117],"inter-task.":[119],"comparison":[121],"original":[124],"task":[126],"pixels,":[129],"regions":[135],"relatively":[137],"simple":[138],"term":[140],"dimensionality.":[142],"Furthermore,":[143],"it":[144],"inefficient":[146],"for":[147],"individuals":[148,163],"explore":[150],"whole":[152],"search":[153],"space.":[154],"Therefore":[155],"sparsity-constrained":[156],"operators":[158],"designed":[160],"evolve":[162],"towards":[164],"preference":[166],"sparsity":[167],"region.":[168],"Finally,":[169],"preference-based":[171],"increase":[178],"solutions":[183],"maintain":[185],"diversity.":[187],"experimental":[189],"results":[190],"three":[192],"data":[194],"sets":[195],"demonstrate":[196],"effectiveness":[198],"EMTU-WNS":[200],"better":[202],"convergence":[203],"characteristics":[204],"accuracy.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
