{"id":"https://openalex.org/W4294691880","doi":"https://doi.org/10.23919/acc53348.2022.9867174","title":"Learning-based Sensor Selection with Guaranteed Performance Bounds","display_name":"Learning-based Sensor Selection with Guaranteed Performance Bounds","publication_year":2022,"publication_date":"2022-06-08","ids":{"openalex":"https://openalex.org/W4294691880","doi":"https://doi.org/10.23919/acc53348.2022.9867174"},"language":"en","primary_location":{"id":"doi:10.23919/acc53348.2022.9867174","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc53348.2022.9867174","pdf_url":null,"source":{"id":"https://openalex.org/S4363607732","display_name":"2022 American Control Conference (ACC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 American Control Conference (ACC)","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/A5001071563","display_name":"Reza Vafaee","orcid":"https://orcid.org/0009-0003-7932-5130"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Reza Vafaee","raw_affiliation_strings":["Northeastern University,Department of Electrical & Computer Engineering,Boston,MA,USA,02115"],"affiliations":[{"raw_affiliation_string":"Northeastern University,Department of Electrical & Computer Engineering,Boston,MA,USA,02115","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058687251","display_name":"Milad Siami","orcid":"https://orcid.org/0000-0001-7253-4464"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Milad Siami","raw_affiliation_strings":["Northeastern University,Department of Electrical & Computer Engineering,Boston,MA,USA,02115"],"affiliations":[{"raw_affiliation_string":"Northeastern University,Department of Electrical & Computer Engineering,Boston,MA,USA,02115","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001071563"],"corresponding_institution_ids":["https://openalex.org/I12912129"],"apc_list":null,"apc_paid":null,"fwci":1.8018,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.8650241,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1459","last_page":"1465"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9965999722480774,"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"}},{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9962000250816345,"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/T10621","display_name":"Gene Regulatory Network Analysis","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/controllability","display_name":"Controllability","score":0.6571406126022339},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6447575688362122},{"id":"https://openalex.org/keywords/observability","display_name":"Observability","score":0.6290810108184814},{"id":"https://openalex.org/keywords/controllability-gramian","display_name":"Controllability Gramian","score":0.5717334151268005},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.548218846321106},{"id":"https://openalex.org/keywords/relaxation","display_name":"Relaxation (psychology)","score":0.4694765508174896},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4639553427696228},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35908493399620056},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.1513577401638031}],"concepts":[{"id":"https://openalex.org/C48209547","wikidata":"https://www.wikidata.org/wiki/Q1331104","display_name":"Controllability","level":2,"score":0.6571406126022339},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6447575688362122},{"id":"https://openalex.org/C36299963","wikidata":"https://www.wikidata.org/wiki/Q1369844","display_name":"Observability","level":2,"score":0.6290810108184814},{"id":"https://openalex.org/C143461762","wikidata":"https://www.wikidata.org/wiki/Q83587","display_name":"Controllability Gramian","level":3,"score":0.5717334151268005},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.548218846321106},{"id":"https://openalex.org/C2776029896","wikidata":"https://www.wikidata.org/wiki/Q3935810","display_name":"Relaxation (psychology)","level":2,"score":0.4694765508174896},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4639553427696228},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35908493399620056},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.1513577401638031},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/acc53348.2022.9867174","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc53348.2022.9867174","pdf_url":null,"source":{"id":"https://openalex.org/S4363607732","display_name":"2022 American Control Conference (ACC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 American Control Conference (ACC)","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":30,"referenced_works":["https://openalex.org/W83533993","https://openalex.org/W588626552","https://openalex.org/W1788809966","https://openalex.org/W1829644108","https://openalex.org/W1984209164","https://openalex.org/W1995547833","https://openalex.org/W2003949298","https://openalex.org/W2006253268","https://openalex.org/W2027219371","https://openalex.org/W2046423910","https://openalex.org/W2111467164","https://openalex.org/W2569898071","https://openalex.org/W2627073818","https://openalex.org/W2725986699","https://openalex.org/W2784289532","https://openalex.org/W2902245127","https://openalex.org/W2962680036","https://openalex.org/W2963197813","https://openalex.org/W2963841171","https://openalex.org/W2963910377","https://openalex.org/W2999726870","https://openalex.org/W3028740607","https://openalex.org/W3029436062","https://openalex.org/W3034829516","https://openalex.org/W3082411600","https://openalex.org/W3164982507","https://openalex.org/W4250589301","https://openalex.org/W4300031234","https://openalex.org/W6638443938","https://openalex.org/W6772493270"],"related_works":["https://openalex.org/W2332386680","https://openalex.org/W1983142522","https://openalex.org/W1986570998","https://openalex.org/W2782529250","https://openalex.org/W1890733421","https://openalex.org/W4316034888","https://openalex.org/W3099709312","https://openalex.org/W2121169821","https://openalex.org/W2134328427","https://openalex.org/W1975041680"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,48,107,130],"consider":[4],"the":[5,41,56,76,81,109,113,133,138],"problem":[6],"of":[7,58,80,155,164],"sensor":[8,23],"selection":[9],"for":[10,25,62,96],"discrete-time":[11],"linear":[12,29,63],"dynamical":[13,64],"networks.":[14],"We":[15],"develop":[16],"a":[17,21,26,36,93,143,152],"framework":[18],"to":[19,75,141,160],"design":[20],"sparse":[22,146],"schedule":[24,147],"given":[27],"large-scale":[28],"system":[30],"with":[31,66,73],"guaranteed":[32],"performance":[33],"bounds":[34],"using":[35],"learning-based":[37],"algorithm.":[38],"To":[39],"sparsify":[40],"sensors":[42,156],"in":[43,124],"both":[44],"time":[45],"and":[46,71,89,127],"space,":[47],"build":[49],"our":[50],"combinatorial":[51,84],"optimization":[52,98,140],"problems":[53],"based":[54,111],"on":[55,112,150],"notion":[57],"systemic":[59,114,165],"controllability/observability":[60,77],"metrics":[61,166],"networks":[65],"three":[67],"properties:":[68],"monotonicity,":[69],"convexity,":[70],"homogeneity":[72],"respect":[74],"Gramian":[78],"matrix":[79],"network.":[82],"These":[83],"optimizations":[85],"are":[86,117],"inherently":[87],"intractable":[88],"NP-hard.":[90],"However,":[91],"solving":[92],"continuous":[94,139],"relaxation":[95],"each":[97,158],"is":[99,104],"considered":[100],"best":[101],"practice.":[102],"This":[103],"achievable":[105],"since":[106],"constructed":[108],"objective":[110],"metrics,":[115],"which":[116],"convex.":[118],"Furthermore,":[119],"by":[120,137],"leveraging":[121],"recent":[122],"advances":[123],"sparsification":[125],"literature":[126],"regret":[128],"minimization,":[129],"then":[131],"round":[132],"fractional":[134],"solution":[135],"obtained":[136],"achieve":[142],"(1+\u220a)":[144],"approximation":[145],"that":[148],"chooses":[149],"average":[151],"constant":[153],"number":[154],"at":[157],"time,":[159],"approximate":[161],"all":[162],"types":[163],"(cf.":[167],"Table":[168],"I).":[169]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}