{"id":"https://openalex.org/W4381747981","doi":"https://doi.org/10.1109/tsp.2023.3283047","title":"Greedy Sensor Selection: Leveraging Submodularity Based on Volume Ratio of Information Ellipsoid","display_name":"Greedy Sensor Selection: Leveraging Submodularity Based on Volume Ratio of Information Ellipsoid","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4381747981","doi":"https://doi.org/10.1109/tsp.2023.3283047"},"language":"en","primary_location":{"id":"doi:10.1109/tsp.2023.3283047","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsp.2023.3283047","pdf_url":null,"source":{"id":"https://openalex.org/S168680287","display_name":"IEEE Transactions on Signal Processing","issn_l":"1053-587X","issn":["1053-587X","1941-0476"],"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 Signal Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repository.tudelft.nl/file/File_d008a4ac-bfe2-4b3a-9bc6-c71ffac2cffc","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046199549","display_name":"Lingya Liu","orcid":"https://orcid.org/0000-0002-4877-5951"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingya Liu","raw_affiliation_strings":["School of Communication and Electronic Engineering, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4877-5951","affiliations":[{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044004251","display_name":"Cunqing Hua","orcid":"https://orcid.org/0000-0003-0243-805X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cunqing Hua","raw_affiliation_strings":["School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0243-805X","affiliations":[{"raw_affiliation_string":"School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086524620","display_name":"Jing Xu","orcid":"https://orcid.org/0000-0002-9911-1581"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Xu","raw_affiliation_strings":["School of Communication and Electronic Engineering, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-9911-1581","affiliations":[{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089101522","display_name":"Geert Leus","orcid":"https://orcid.org/0000-0001-8288-867X"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Geert Leus","raw_affiliation_strings":["Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-8288-867X","affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038563534","display_name":"Yiyin Wang","orcid":"https://orcid.org/0000-0002-4464-6589"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiyin Wang","raw_affiliation_strings":["School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4464-6589","affiliations":[{"raw_affiliation_string":"School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3263,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.79859813,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"71","issue":null,"first_page":"2391","last_page":"2406"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/notation","display_name":"Notation","score":0.6637717485427856},{"id":"https://openalex.org/keywords/fisher-information","display_name":"Fisher information","score":0.5292980670928955},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.48926565051078796},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4823141098022461},{"id":"https://openalex.org/keywords/ellipsoid","display_name":"Ellipsoid","score":0.4679996371269226},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.43793830275535583},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.4233064651489258},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.3995318114757538},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39066290855407715},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3777271509170532},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.36704981327056885},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3397749662399292},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.21526727080345154},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.08756968379020691}],"concepts":[{"id":"https://openalex.org/C45357846","wikidata":"https://www.wikidata.org/wiki/Q2001982","display_name":"Notation","level":2,"score":0.6637717485427856},{"id":"https://openalex.org/C29406490","wikidata":"https://www.wikidata.org/wiki/Q1420659","display_name":"Fisher information","level":2,"score":0.5292980670928955},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.48926565051078796},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4823141098022461},{"id":"https://openalex.org/C57489055","wikidata":"https://www.wikidata.org/wiki/Q190046","display_name":"Ellipsoid","level":2,"score":0.4679996371269226},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.43793830275535583},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.4233064651489258},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.3995318114757538},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39066290855407715},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3777271509170532},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.36704981327056885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3397749662399292},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.21526727080345154},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.08756968379020691},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsp.2023.3283047","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsp.2023.3283047","pdf_url":null,"source":{"id":"https://openalex.org/S168680287","display_name":"IEEE Transactions on Signal Processing","issn_l":"1053-587X","issn":["1053-587X","1941-0476"],"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 Signal Processing","raw_type":"journal-article"},{"id":"pmh:oai:tudelft.nl:uuid:e8b0d8a2-4c7e-42d4-9226-d33aaacbcc4e","is_oa":true,"landing_page_url":"http://resolver.tudelft.nl/uuid:e8b0d8a2-4c7e-42d4-9226-d33aaacbcc4e","pdf_url":"https://repository.tudelft.nl/file/File_d008a4ac-bfe2-4b3a-9bc6-c71ffac2cffc","source":{"id":"https://openalex.org/S4306400906","display_name":"Research Repository (Delft University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98358874","host_organization_name":"Delft University of Technology","host_organization_lineage":["https://openalex.org/I98358874"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"}],"best_oa_location":{"id":"pmh:oai:tudelft.nl:uuid:e8b0d8a2-4c7e-42d4-9226-d33aaacbcc4e","is_oa":true,"landing_page_url":"http://resolver.tudelft.nl/uuid:e8b0d8a2-4c7e-42d4-9226-d33aaacbcc4e","pdf_url":"https://repository.tudelft.nl/file/File_d008a4ac-bfe2-4b3a-9bc6-c71ffac2cffc","source":{"id":"https://openalex.org/S4306400906","display_name":"Research Repository (Delft University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98358874","host_organization_name":"Delft University of Technology","host_organization_lineage":["https://openalex.org/I98358874"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1274132208","display_name":null,"funder_award_id":"62171278","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4745208790","display_name":null,"funder_award_id":"2020YFB1807504","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7012560034","display_name":null,"funder_award_id":"62101327","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G806589988","display_name":"\u9762\u5411\u5f02\u6784\u4fe1\u606f\u4f20\u8f93\u7684\u5206\u5e03\u5f0f\u4f4e\u8f68\u5c0f\u536b\u661f\u661f\u7fa4\u5bf9\u5730\u534f\u540c\u4f20\u8f93\u673a\u5236\u7814\u7a76","funder_award_id":"61801295","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8069851791","display_name":null,"funder_award_id":"61773264","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8715832877","display_name":null,"funder_award_id":"SL2020MS011","funder_id":"https://openalex.org/F4320322999","funder_display_name":"Shanghai Jiao Tong University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322999","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381747981.pdf","grobid_xml":"https://content.openalex.org/works/W4381747981.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1665592999","https://openalex.org/W1680189815","https://openalex.org/W1687080872","https://openalex.org/W1772311894","https://openalex.org/W1964077898","https://openalex.org/W1987484735","https://openalex.org/W1997783781","https://openalex.org/W2038946940","https://openalex.org/W2044803016","https://openalex.org/W2065070128","https://openalex.org/W2100729440","https://openalex.org/W2102991522","https://openalex.org/W2169207653","https://openalex.org/W2372931057","https://openalex.org/W2686306198","https://openalex.org/W2883152037","https://openalex.org/W2918728295","https://openalex.org/W2963005128","https://openalex.org/W3011038560","https://openalex.org/W4292968737","https://openalex.org/W6675378272","https://openalex.org/W6734797129"],"related_works":["https://openalex.org/W1986006778","https://openalex.org/W2390718407","https://openalex.org/W2005485125","https://openalex.org/W2085363807","https://openalex.org/W2034124193","https://openalex.org/W2379017606","https://openalex.org/W2156319555","https://openalex.org/W2941765012","https://openalex.org/W2171970890","https://openalex.org/W1811098606"],"abstract_inverted_index":{"This":[0,129],"paper":[1],"focuses":[2],"on":[3,114,152,163],"greedy":[4,47,172],"approaches":[5,48],"to":[6,12,49,85,96,119,181],"select":[7],"the":[8,14,18,21,28,31,37,51,56,59,65,68,80,87,92,99,104,108,115,121,138,144,164,196,199],"most":[9],"informative$k$sensors":[10],"from$N$candidates":[11],"maximize":[13],"Fisher":[15,22,52,81,88],"information,":[16],"i.e.,":[17,79],"determinant":[19],"of":[20,30,58,134,155,198],"information":[23,32,53,82,89],"matrix":[24],"(FIM),":[25],"which":[26],"indicates":[27],"volume":[29,130,145,165],"ellipsoid":[33],"(VIE)":[34],"constructed":[35],"by":[36,107],"FIM.":[38],"However,":[39],"it":[40],"is":[41,62,132,160],"a":[42,76,135,153,183,187],"critical":[43],"issue":[44],"for":[45],"conventional":[46],"quantify":[50,86],"properly":[54],"when":[55],"FIM":[57],"selected":[60],"subset":[61],"rank-deficient":[63],"in":[64,91,98,103],"first$(n-1)$steps,":[66],"where$n$is":[67],"problem":[69],"dimension.":[70],"In":[71],"this":[72],"work,":[73],"we":[74,117],"propose":[75,118],"new":[77],"metric,":[78],"intensity":[83],"(FII),":[84],"contained":[90],"subset$\\mathcal":[93],"{S}$with":[94],"respect":[95],"that":[97],"ground":[100],"set$\\mathcal":[101],"{N}$specifically":[102],"subspace":[105],"spanned":[106],"vectors":[109],"associated":[110],"with$\\mathcal":[111],"{S}$.":[112],"Based":[113],"FII,":[116],"optimize":[120],"ratio":[122,131,146,166],"between":[123],"VIEs":[124],"corresponding":[125],"to$\\mathcal":[126],"{S}$and$\\mathcal":[127],"{N}$.":[128],"composed":[133],"nonzero":[136],"(i.e.,":[137],"FII)":[139],"and":[140,167,174],"zero":[141],"part.":[142],"Moreover,":[143],"can":[147],"be":[148],"easily":[149],"calculated":[150],"based":[151,162],"change":[154],"basis.":[156],"A":[157,171],"cost":[158],"function":[159],"developed":[161],"proven":[168],"monotone":[169],"submodular.":[170],"algorithm":[173],"its":[175],"fast":[176],"version":[177],"are":[178],"proposed":[179,200],"accordingly":[180],"guarantee":[182],"near-optimal":[184],"solution":[185],"with":[186],"complexity":[188],"of$\\mathcal":[189],"{O}(Nkn^{3})$and$\\mathcal":[190],"{O}(Nkn^{2})$,":[191],"respectively.":[192],"Numerical":[193],"results":[194],"demonstrate":[195],"superiority":[197],"algorithms":[201],"under":[202],"various":[203],"measurement":[204],"settings.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
