{"id":"https://openalex.org/W1987484735","doi":"https://doi.org/10.1109/tsp.2014.2299518","title":"Near-Optimal Sensor Placement for Linear Inverse Problems","display_name":"Near-Optimal Sensor Placement for Linear Inverse Problems","publication_year":2014,"publication_date":"2014-01-31","ids":{"openalex":"https://openalex.org/W1987484735","doi":"https://doi.org/10.1109/tsp.2014.2299518","mag":"1987484735"},"language":"en","primary_location":{"id":"doi:10.1109/tsp.2014.2299518","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tsp.2014.2299518","pdf_url":"https://ieeexplore.ieee.org/ielx7/78/6732988/06709823.pdf","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":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/78/6732988/06709823.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043915143","display_name":"Juri Ranieri","orcid":null},"institutions":[{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH","FR"],"is_corresponding":false,"raw_author_name":"Juri Ranieri","raw_affiliation_strings":["School of Computer and Communication Sciences, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Lausanne, Switzerland","Sch. of Comput. & Commun. Sci, Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Sch. of Comput. & Commun. Sci, Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I29607241","https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035312617","display_name":"Amina Chebira","orcid":null},"institutions":[{"id":"https://openalex.org/I135218257","display_name":"Swiss Center for Electronics and Microtechnology (Switzerland)","ror":"https://ror.org/05nrrsx06","country_code":"CH","type":"company","lineage":["https://openalex.org/I135218257"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Amina Chebira","raw_affiliation_strings":["Swiss Center for Electronics and Microtechnology (CSEM), Neuch\u00e2tel, Switzerland","Swiss Center for Electron. & Microtechnol. (CSEM), Neuchatel, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swiss Center for Electronics and Microtechnology (CSEM), Neuch\u00e2tel, Switzerland","institution_ids":["https://openalex.org/I135218257"]},{"raw_affiliation_string":"Swiss Center for Electron. & Microtechnol. (CSEM), Neuchatel, Switzerland","institution_ids":["https://openalex.org/I135218257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049415924","display_name":"Martin Vetterli","orcid":"https://orcid.org/0000-0002-6122-1216"},"institutions":[{"id":"https://openalex.org/I29607241","display_name":"\u00c9cole Normale Sup\u00e9rieure - PSL","ror":"https://ror.org/05a0dhs15","country_code":"FR","type":"other","lineage":["https://openalex.org/I2746051580","https://openalex.org/I29607241"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH","FR"],"is_corresponding":false,"raw_author_name":"Martin Vetterli","raw_affiliation_strings":["School of Computer and Communication Sciences, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Lausanne, Switzerland","Sch. of Comput. & Commun. Sci, Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Sciences, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Sch. of Comput. & Commun. Sci, Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I29607241","https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.9977,"has_fulltext":true,"cited_by_count":234,"citation_normalized_percentile":{"value":0.99771953,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"62","issue":"5","first_page":"1135","last_page":"1146"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.9997000098228455,"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/T10711","display_name":"Target Tracking and Data Fusion in Sensor Networks","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/mathematical-optimization","display_name":"Mathematical optimization","score":0.6758531928062439},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.6122815608978271},{"id":"https://openalex.org/keywords/orthogonality","display_name":"Orthogonality","score":0.5461214780807495},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5366677045822144},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.5054018497467041},{"id":"https://openalex.org/keywords/scalar","display_name":"Scalar (mathematics)","score":0.49251970648765564},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4716842770576477},{"id":"https://openalex.org/keywords/set-cover-problem","display_name":"Set cover problem","score":0.4665650427341461},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4520416855812073},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4314676821231842}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6758531928062439},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.6122815608978271},{"id":"https://openalex.org/C17137986","wikidata":"https://www.wikidata.org/wiki/Q215067","display_name":"Orthogonality","level":2,"score":0.5461214780807495},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5366677045822144},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.5054018497467041},{"id":"https://openalex.org/C57691317","wikidata":"https://www.wikidata.org/wiki/Q1289248","display_name":"Scalar (mathematics)","level":2,"score":0.49251970648765564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4716842770576477},{"id":"https://openalex.org/C100808899","wikidata":"https://www.wikidata.org/wiki/Q1192100","display_name":"Set cover problem","level":3,"score":0.4665650427341461},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4520416855812073},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4314676821231842},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tsp.2014.2299518","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tsp.2014.2299518","pdf_url":"https://ieeexplore.ieee.org/ielx7/78/6732988/06709823.pdf","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:arXiv.org:1305.6292","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1305.6292","pdf_url":"https://arxiv.org/pdf/1305.6292","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.308.7190","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.308.7190","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://infoscience.epfl.ch/record/186804/files/optimalsensorallocation.pdf","raw_type":"text"},{"id":"pmh:oai:infoscience.epfl.ch:196527","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/196527","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/tsp.2014.2299518","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tsp.2014.2299518","pdf_url":"https://ieeexplore.ieee.org/ielx7/78/6732988/06709823.pdf","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"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1987484735.pdf","grobid_xml":"https://content.openalex.org/works/W1987484735.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W168917536","https://openalex.org/W1509561252","https://openalex.org/W1680189815","https://openalex.org/W1875482710","https://openalex.org/W1976318178","https://openalex.org/W1976709621","https://openalex.org/W1986736933","https://openalex.org/W1996269676","https://openalex.org/W2055263946","https://openalex.org/W2067000587","https://openalex.org/W2067183916","https://openalex.org/W2081825044","https://openalex.org/W2096971955","https://openalex.org/W2100729440","https://openalex.org/W2104730143","https://openalex.org/W2110939389","https://openalex.org/W2115056380","https://openalex.org/W2115305054","https://openalex.org/W2115518555","https://openalex.org/W2119667497","https://openalex.org/W2131824593","https://openalex.org/W2133761364","https://openalex.org/W2140529724","https://openalex.org/W2147807687","https://openalex.org/W2158537680","https://openalex.org/W2158831329","https://openalex.org/W2159269870","https://openalex.org/W2159416808","https://openalex.org/W2162323124","https://openalex.org/W2162404471","https://openalex.org/W2168537135","https://openalex.org/W2169207653","https://openalex.org/W2182304189","https://openalex.org/W2314010686","https://openalex.org/W2964275022","https://openalex.org/W3003506411","https://openalex.org/W3140059832","https://openalex.org/W3146532442","https://openalex.org/W3148883840","https://openalex.org/W4232686722","https://openalex.org/W4237348119","https://openalex.org/W6639467292","https://openalex.org/W6679608865","https://openalex.org/W6683536318"],"related_works":["https://openalex.org/W1550117727","https://openalex.org/W2202486749","https://openalex.org/W1752647939","https://openalex.org/W2325870907","https://openalex.org/W2119206785","https://openalex.org/W41005574","https://openalex.org/W3095810947","https://openalex.org/W1594413663","https://openalex.org/W2174864496","https://openalex.org/W3162000222"],"abstract_inverted_index":{"A":[0],"classic":[1],"problem":[2],"is":[3,23,34,50,90,108,113,125],"the":[4,43,46,54,77,88,91,101,109,132,152],"estimation":[5],"of":[6,9,21,35,45,68,79,87,97,103,117,142],"a":[7,16,73,94],"set":[8,141],"parameters":[10],"from":[11],"measurements":[12],"collected":[13],"by":[14,26],"only":[15],"few":[17],"sensors.":[18],"The":[19,83],"number":[20],"sensors":[22],"often":[24],"limited":[25],"physical":[27],"or":[28],"economical":[29],"constraints":[30],"and":[31,53],"their":[32],"placement":[33],"fundamental":[36],"importance":[37],"to":[38,61,128,131,158],"obtain":[39],"accurate":[40],"estimates.":[41],"Unfortunately,":[42],"selection":[44,78],"optimal":[47,80,133],"sensor":[48,81],"locations":[49],"intrinsically":[51],"combinatorial":[52],"available":[55],"approximation":[56],"algorithms":[57],"are":[58],"not":[59],"guaranteed":[60,127],"generate":[62],"good":[63],"solutions":[64],"in":[65,115],"all":[66],"cases":[67],"interest.":[69],"We":[70],"propose":[71],"FrameSense,":[72],"greedy":[74,160],"algorithm":[75,89,111],"for":[76],"locations.":[82],"core":[84],"cost":[85],"function":[86],"frame":[92],"potential,":[93],"scalar":[95],"property":[96],"matrices":[98],"that":[99,112,122,145],"measures":[100],"orthogonality":[102],"its":[104,123],"rows.":[105],"Notably,":[106],"FrameSense":[107,146],"first":[110],"near-optimal":[114],"terms":[116],"mean":[118],"square":[119],"error,":[120],"meaning":[121],"solution":[124],"always":[126],"be":[129],"close":[130],"one.":[134],"Moreover,":[135],"we":[136],"show":[137],"with":[138],"an":[139],"extensive":[140],"numerical":[143],"experiments":[144],"achieves":[147],"state-of-the-art":[148],"performance":[149],"while":[150],"having":[151],"lowest":[153],"computational":[154],"cost,":[155],"when":[156],"compared":[157],"other":[159],"methods.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":24},{"year":2019,"cited_by_count":16},{"year":2018,"cited_by_count":23},{"year":2017,"cited_by_count":27},{"year":2016,"cited_by_count":18},{"year":2015,"cited_by_count":16},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}