{"id":"https://openalex.org/W4378501832","doi":"https://doi.org/10.48550/arxiv.2305.16189","title":"Multi-scale clustering and source separation of InSight mission seismic data","display_name":"Multi-scale clustering and source separation of InSight mission seismic data","publication_year":2023,"publication_date":"2023-05-25","ids":{"openalex":"https://openalex.org/W4378501832","doi":"https://doi.org/10.48550/arxiv.2305.16189"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2305.16189","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.16189","pdf_url":"https://arxiv.org/pdf/2305.16189","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2305.16189","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044553315","display_name":"Ali Siahkoohi","orcid":"https://orcid.org/0000-0001-8779-2247"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Siahkoohi, Ali","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067305449","display_name":"Rudy Morel","orcid":"https://orcid.org/0000-0001-8739-7757"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Morel, Rudy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047293370","display_name":"Randall Balestriero","orcid":"https://orcid.org/0000-0002-5692-4187"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Balestriero, Randall","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002979974","display_name":"Erwan Allys","orcid":"https://orcid.org/0000-0003-3755-7593"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Allys, Erwan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060943291","display_name":"G. Sainton","orcid":"https://orcid.org/0000-0002-9375-4877"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sainton, Gr\u00e9gory","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021705531","display_name":"Ta\u00efchi Kawamura","orcid":"https://orcid.org/0000-0001-5246-5561"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kawamura, Taichi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5026803226","display_name":"Maarten V. de Hoop","orcid":"https://orcid.org/0000-0002-6333-0379"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"de Hoop, Maarten V.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5044553315"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13126","display_name":"Scientific Research and Discoveries","score":0.7667999863624573,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13126","display_name":"Scientific Research and Discoveries","score":0.7667999863624573,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10406","display_name":"Planetary Science and Exploration","score":0.7131999731063843,"subfield":{"id":"https://openalex.org/subfields/3103","display_name":"Astronomy and Astrophysics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14047","display_name":"Marine and environmental studies","score":0.7010999917984009,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"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/martian","display_name":"Martian","score":0.7877812385559082},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.7380971908569336},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6834824085235596},{"id":"https://openalex.org/keywords/factorial","display_name":"Factorial","score":0.5084806680679321},{"id":"https://openalex.org/keywords/mars-exploration-program","display_name":"Mars Exploration Program","score":0.4725605845451355},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42126744985580444},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3280028700828552},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3278864324092865},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3232770562171936},{"id":"https://openalex.org/keywords/astrobiology","display_name":"Astrobiology","score":0.30096668004989624},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3003504276275635},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.22212982177734375},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20794403553009033},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11229473352432251},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.09423157572746277}],"concepts":[{"id":"https://openalex.org/C2778600265","wikidata":"https://www.wikidata.org/wiki/Q913850","display_name":"Martian","level":3,"score":0.7877812385559082},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.7380971908569336},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6834824085235596},{"id":"https://openalex.org/C183763347","wikidata":"https://www.wikidata.org/wiki/Q120976","display_name":"Factorial","level":2,"score":0.5084806680679321},{"id":"https://openalex.org/C83260615","wikidata":"https://www.wikidata.org/wiki/Q6773121","display_name":"Mars Exploration Program","level":2,"score":0.4725605845451355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42126744985580444},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3280028700828552},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3278864324092865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3232770562171936},{"id":"https://openalex.org/C87355193","wikidata":"https://www.wikidata.org/wiki/Q411","display_name":"Astrobiology","level":1,"score":0.30096668004989624},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3003504276275635},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.22212982177734375},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20794403553009033},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11229473352432251},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.09423157572746277},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2305.16189","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.16189","pdf_url":"https://arxiv.org/pdf/2305.16189","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-04177838v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04177838","pdf_url":"https://hal.science/hal-04177838/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2023","raw_type":"Preprints, Working Papers, ..."},{"id":"doi:10.48550/arxiv.2305.16189","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2305.16189","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2305.16189","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.16189","pdf_url":"https://arxiv.org/pdf/2305.16189","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.6700000166893005,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3123226753","https://openalex.org/W2188776111","https://openalex.org/W2040110504","https://openalex.org/W2895885269","https://openalex.org/W1545817325","https://openalex.org/W4387702593","https://openalex.org/W2065893207","https://openalex.org/W3149160274","https://openalex.org/W1520489124","https://openalex.org/W2007080654"],"abstract_inverted_index":{"Unsupervised":[0],"source":[1,9,106,153],"separation":[2,107],"involves":[3],"unraveling":[4],"an":[5,101,174,236],"unknown":[6],"set":[7],"of":[8,29,44,119,123,232],"signals":[10],"recorded":[11,191],"through":[12],"a":[13,27,59,79,116,137],"mixing":[14],"operator,":[15],"with":[16],"limited":[17],"prior":[18,170],"knowledge":[19],"about":[20],"the":[21,42,165,178,187,193,243],"sources,":[22,210],"and":[23,37,68,105,172,219,234],"only":[24],"access":[25],"to":[26,66,91,144,186,238],"dataset":[28,190],"signal":[30],"mixtures.":[31],"This":[32],"problem":[33,176],"is":[34,38,64,142],"inherently":[35],"ill-posed":[36],"further":[39,240],"challenged":[40],"by":[41,47,109],"variety":[43],"timescales":[45,162],"exhibited":[46],"sources":[48,70,147,200],"in":[49,177,203],"time":[50],"series":[51],"data":[52],"from":[53,158,224],"planetary":[54],"space":[55],"missions.":[56],"As":[57],"such,":[58],"systematic":[60],"multi-scale":[61,93,103],"unsupervised":[62,102],"approach":[63,206],"needed":[65],"identify":[67],"separate":[69],"at":[71,148,160],"different":[72,126,149,209],"timescales.":[73,150],"Existing":[74],"methods":[75],"typically":[76,228],"rely":[77],"on":[78,197],"preselected":[80],"window":[81],"size":[82],"that":[83,114,141,227],"determines":[84],"their":[85,89],"operating":[86],"timescale,":[87,204],"limiting":[88],"capacity":[90],"handle":[92],"sources.":[94,245],"To":[95,151],"address":[96],"this":[97,132],"issue,":[98],"we":[99,135,155],"propose":[100],"clustering":[104],"framework":[108],"leveraging":[110],"wavelet":[111,179],"scattering":[112,180],"spectra":[113,181],"provide":[115],"low-dimensional":[117],"representation":[118,133,182],"stochastic":[120,128],"processes,":[121],"capable":[122],"distinguishing":[124],"between":[125],"non-Gaussian":[127],"processes.":[129],"Nested":[130],"within":[131],"space,":[134],"develop":[136],"factorial":[138,166],"variational":[139,167],"autoencoder":[140,168],"trained":[143],"probabilistically":[145],"cluster":[146],"perform":[152],"separation,":[154],"use":[156],"samples":[157],"clusters":[159],"multiple":[161],"obtained":[163],"via":[164],"as":[169,217],"information":[171],"formulate":[173],"optimization":[175],"space.":[183],"When":[184],"applied":[185],"entire":[188],"seismic":[189],"during":[192],"NASA":[194],"InSight":[195],"mission":[196],"Mars,":[198],"containing":[199],"varying":[201],"greatly":[202],"our":[205],"disentangles":[207],"such":[208],"e.g.,":[211],"minute-long":[212],"transient":[213],"one-sided":[214],"pulses":[215],"(known":[216],"\"glitches\")":[218],"structured":[220],"ambient":[221],"noises":[222],"resulting":[223],"atmospheric":[225],"activities":[226],"last":[229],"for":[230],"tens":[231],"minutes,":[233],"provides":[235],"opportunity":[237],"conduct":[239],"investigations":[241],"into":[242],"isolated":[244]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}