{"id":"https://openalex.org/W2971427669","doi":"https://doi.org/10.3390/rs11172061","title":"Accelerated MCMC for Satellite-Based Measurements of Atmospheric CO2","display_name":"Accelerated MCMC for Satellite-Based Measurements of Atmospheric CO2","publication_year":2019,"publication_date":"2019-09-02","ids":{"openalex":"https://openalex.org/W2971427669","doi":"https://doi.org/10.3390/rs11172061","mag":"2971427669"},"language":"en","primary_location":{"id":"doi:10.3390/rs11172061","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11172061","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/rs11172061","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078571103","display_name":"Otto Lamminp\u00e4\u00e4","orcid":"https://orcid.org/0000-0002-7784-3925"},"institutions":[{"id":"https://openalex.org/I1285790362","display_name":"Finnish Meteorological Institute","ror":"https://ror.org/05hppb561","country_code":"FI","type":"government","lineage":["https://openalex.org/I1284112523","https://openalex.org/I1285790362"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Otto Lamminp\u00e4\u00e4","raw_affiliation_strings":["Finnish Meteorological Institute, 00560 Helsinki, Finland"],"raw_orcid":"https://orcid.org/0000-0002-7784-3925","affiliations":[{"raw_affiliation_string":"Finnish Meteorological Institute, 00560 Helsinki, Finland","institution_ids":["https://openalex.org/I1285790362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006075787","display_name":"Jonathan Hobbs","orcid":"https://orcid.org/0000-0003-1679-0898"},"institutions":[{"id":"https://openalex.org/I1334627681","display_name":"Jet Propulsion Laboratory","ror":"https://ror.org/027k65916","country_code":"US","type":"facility","lineage":["https://openalex.org/I122411786","https://openalex.org/I1334627681","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan Hobbs","raw_affiliation_strings":["Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91125, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91125, USA","institution_ids":["https://openalex.org/I1334627681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077184345","display_name":"Jenn\u00fd Brynjarsd\u00f3ttir","orcid":"https://orcid.org/0000-0003-1859-4962"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenn\u00fd Brynjarsd\u00f3ttir","raw_affiliation_strings":["Department of Mathematics, Applied Mathematics and Statistics, Case Western Reserve University, Cleveland, OH 44106-7058, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Applied Mathematics and Statistics, Case Western Reserve University, Cleveland, OH 44106-7058, USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075327475","display_name":"Marko Laine","orcid":"https://orcid.org/0000-0002-5914-6747"},"institutions":[{"id":"https://openalex.org/I1285790362","display_name":"Finnish Meteorological Institute","ror":"https://ror.org/05hppb561","country_code":"FI","type":"government","lineage":["https://openalex.org/I1284112523","https://openalex.org/I1285790362"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Marko Laine","raw_affiliation_strings":["Finnish Meteorological Institute, 00560 Helsinki, Finland"],"raw_orcid":"https://orcid.org/0000-0002-5914-6747","affiliations":[{"raw_affiliation_string":"Finnish Meteorological Institute, 00560 Helsinki, Finland","institution_ids":["https://openalex.org/I1285790362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113702629","display_name":"Amy Braverman","orcid":null},"institutions":[{"id":"https://openalex.org/I1334627681","display_name":"Jet Propulsion Laboratory","ror":"https://ror.org/027k65916","country_code":"US","type":"facility","lineage":["https://openalex.org/I122411786","https://openalex.org/I1334627681","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amy Braverman","raw_affiliation_strings":["Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91125, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91125, USA","institution_ids":["https://openalex.org/I1334627681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039602361","display_name":"Hannakaisa Lindqvist","orcid":"https://orcid.org/0000-0001-9202-906X"},"institutions":[{"id":"https://openalex.org/I1285790362","display_name":"Finnish Meteorological Institute","ror":"https://ror.org/05hppb561","country_code":"FI","type":"government","lineage":["https://openalex.org/I1284112523","https://openalex.org/I1285790362"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Hannakaisa Lindqvist","raw_affiliation_strings":["Finnish Meteorological Institute, 00560 Helsinki, Finland"],"raw_orcid":"https://orcid.org/0000-0001-9202-906X","affiliations":[{"raw_affiliation_string":"Finnish Meteorological Institute, 00560 Helsinki, Finland","institution_ids":["https://openalex.org/I1285790362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066054979","display_name":"Johanna Tamminen","orcid":"https://orcid.org/0000-0003-3095-0069"},"institutions":[{"id":"https://openalex.org/I1285790362","display_name":"Finnish Meteorological Institute","ror":"https://ror.org/05hppb561","country_code":"FI","type":"government","lineage":["https://openalex.org/I1284112523","https://openalex.org/I1285790362"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Johanna Tamminen","raw_affiliation_strings":["Finnish Meteorological Institute, 00560 Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Finnish Meteorological Institute, 00560 Helsinki, Finland","institution_ids":["https://openalex.org/I1285790362"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5078571103"],"corresponding_institution_ids":["https://openalex.org/I1285790362"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.0515,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.77054483,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"17","first_page":"2061","last_page":"2061"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11588","display_name":"Atmospheric and Environmental Gas Dynamics","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11588","display_name":"Atmospheric and Environmental Gas Dynamics","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9757000207901001,"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"}},{"id":"https://openalex.org/T11320","display_name":"Atmospheric Ozone and Climate","score":0.9629999995231628,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/markov-chain-monte-carlo","display_name":"Markov chain Monte Carlo","score":0.8970802426338196},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.56466144323349},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.5402142405509949},{"id":"https://openalex.org/keywords/covariance","display_name":"Covariance","score":0.5234800577163696},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5170236825942993},{"id":"https://openalex.org/keywords/posterior-probability","display_name":"Posterior probability","score":0.5091111063957214},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.504468560218811},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.46409764885902405},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.42035070061683655},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.41168683767318726},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.36676427721977234},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3225839138031006},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2534262537956238},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24400925636291504},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21952340006828308},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11978176236152649},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11117058992385864}],"concepts":[{"id":"https://openalex.org/C111350023","wikidata":"https://www.wikidata.org/wiki/Q1191869","display_name":"Markov chain Monte Carlo","level":3,"score":0.8970802426338196},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.56466144323349},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5402142405509949},{"id":"https://openalex.org/C178650346","wikidata":"https://www.wikidata.org/wiki/Q201984","display_name":"Covariance","level":2,"score":0.5234800577163696},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5170236825942993},{"id":"https://openalex.org/C57830394","wikidata":"https://www.wikidata.org/wiki/Q278079","display_name":"Posterior probability","level":3,"score":0.5091111063957214},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.504468560218811},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.46409764885902405},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.42035070061683655},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.41168683767318726},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.36676427721977234},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3225839138031006},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2534262537956238},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24400925636291504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21952340006828308},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11978176236152649},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11117058992385864},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs11172061","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11172061","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:380d1c251a334a44a001f39e026bbec0","is_oa":true,"landing_page_url":"https://doaj.org/article/380d1c251a334a44a001f39e026bbec0","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":"Remote Sensing, Vol 11, Iss 17, p 2061 (2019)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/11/17/2061/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs11172061","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs11172061","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs11172061","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8579019944","display_name":null,"funder_award_id":"312125","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G8697115936","display_name":null,"funder_award_id":"285421","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1531455566","https://openalex.org/W1547591757","https://openalex.org/W1579788182","https://openalex.org/W1672771901","https://openalex.org/W1964519625","https://openalex.org/W1974959374","https://openalex.org/W1995780830","https://openalex.org/W2015769134","https://openalex.org/W2054739748","https://openalex.org/W2110465139","https://openalex.org/W2128217321","https://openalex.org/W2129728672","https://openalex.org/W2130686417","https://openalex.org/W2157234197","https://openalex.org/W2508244134","https://openalex.org/W2522528515","https://openalex.org/W2523742139","https://openalex.org/W2750902980","https://openalex.org/W2750993025","https://openalex.org/W2791666851","https://openalex.org/W2848712137","https://openalex.org/W2886397182","https://openalex.org/W2900740154","https://openalex.org/W2939251526","https://openalex.org/W2963964397","https://openalex.org/W2977609081","https://openalex.org/W3105604858","https://openalex.org/W3124691892","https://openalex.org/W3176510132","https://openalex.org/W6676489879"],"related_works":["https://openalex.org/W2562263695","https://openalex.org/W2135187896","https://openalex.org/W2015518264","https://openalex.org/W2147201983","https://openalex.org/W2795035211","https://openalex.org/W2160108762","https://openalex.org/W2964314781","https://openalex.org/W4389708677","https://openalex.org/W3006565005","https://openalex.org/W4287868071"],"abstract_inverted_index":{"Markov":[0],"Chain":[1],"Monte":[2],"Carlo":[3],"(MCMC)":[4],"is":[5],"a":[6],"powerful":[7],"and":[8,31,48,51,75,109,148],"promising":[9],"tool":[10],"for":[11,35],"assessing":[12,100],"the":[13,16,36,41,57,66,72,77,87,93,101,105,110,120,137,141,151,155,159],"uncertainties":[14],"in":[15,28,126],"Orbiting":[17],"Carbon":[18],"Observatory":[19],"2":[20],"(OCO-2)":[21],"satellite\u2019s":[22],"carbon":[23],"dioxide":[24],"measurements.":[25],"Previous":[26],"research":[27],"comparing":[29],"MCMC":[30,52],"Optimal":[32],"Estimation":[33],"(OE)":[34],"OCO-2":[37,73,114],"retrieval":[38,138,160],"has":[39],"highlighted":[40],"issues":[42],"of":[43,46,71,89,95,104,112,154,158],"slow":[44],"convergence":[45,88],"MCMC,":[47],"furthermore":[49],"OE":[50],"not":[53],"necessarily":[54],"agreeing":[55],"with":[56],"simulated":[58,142],"ground":[59],"truth.":[60],"In":[61],"this":[62,96,133],"work,":[63],"we":[64,130],"exploit":[65],"inherent":[67],"low":[68],"information":[69],"content":[70],"measurement":[74],"use":[76,132],"Likelihood-Informed":[78],"Subspace":[79],"(LIS)":[80],"dimension":[81],"reduction":[82],"to":[83,135,139,149],"significantly":[84,145],"speed":[85],"up":[86],"MCMC.":[90],"We":[91,122],"demonstrate":[92],"strength":[94],"analysis":[97,134],"method":[98],"by":[99],"non-Gaussian":[102,152],"shape":[103],"retrieval\u2019s":[106],"posterior":[107,156],"distribution,":[108],"effect":[111],"operational":[113],"prior":[115],"covariance\u2019s":[116],"aerosol":[117],"parameters":[118],"on":[119],"retrieval.":[121],"further":[123],"show":[124],"that":[125],"our":[127],"test":[128],"cases":[129],"can":[131],"improve":[136],"retrieve":[140],"true":[143],"state":[144],"more":[146],"accurately":[147],"characterize":[150],"form":[153],"distribution":[157],"problem.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":12},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
