{"id":"https://openalex.org/W4287438779","doi":null,"title":"Implementing the LSST Software Stack for DESGW processing and the Integration of Convolutional Neural Networks into the DESGW Pipeline","display_name":"Implementing the LSST Software Stack for DESGW processing and the Integration of Convolutional Neural Networks into the DESGW Pipeline","publication_year":2022,"publication_date":"2022-02-18","ids":{"openalex":"https://openalex.org/W4287438779"},"language":"en","primary_location":{"id":"pmh:oai:osti.gov:1834194","doi":null,"is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1834194","pdf_url":"https://www.osti.gov/biblio/1834194","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.osti.gov/biblio/1834194","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073303574","display_name":"Alexander Navarro","orcid":"https://orcid.org/0000-0003-3545-1891","observed_orcids":["https://orcid.org/0000-0003-3545-1891"]},"institutions":[{"id":"https://openalex.org/I102298084","display_name":"Andrews University","ror":"https://ror.org/04aaa2n62","country_code":"US","type":"education","lineage":["https://openalex.org/I102298084"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Navarro, Alexander [Andrews U.]","raw_affiliation_strings":["Andrews U"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Andrews U","institution_ids":["https://openalex.org/I102298084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5073303574"],"corresponding_institution_ids":["https://openalex.org/I102298084"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T11323","display_name":"Gamma-ray bursts and supernovae","score":0.2257000058889389,"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"}},"topics":[{"id":"https://openalex.org/T11323","display_name":"Gamma-ray bursts and supernovae","score":0.2257000058889389,"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/T12917","display_name":"Astronomy and Astrophysical Research","score":0.18119999766349792,"subfield":{"id":"https://openalex.org/subfields/3105","display_name":"Instrumentation"},"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/T14163","display_name":"Astronomical Observations and Instrumentation","score":0.147599995136261,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/gravitational-wave-counterparts","display_name":"gravitational wave counterparts","score":0.6700000166893005},{"id":"https://openalex.org/keywords/difference-imaging","display_name":"image subtraction","score":0.6980000138282776},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.9810000061988831},{"id":"https://openalex.org/keywords/image-misalignment","display_name":"image misalignment","score":0.5170000195503235},{"id":"https://openalex.org/keywords/gravitational-wave-detection","display_name":"gravitational wave detection","score":0.4410000145435333}],"concepts":[{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7904649376869202},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.784780740737915},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7171316146850586},{"id":"https://openalex.org/C9395851","wikidata":"https://www.wikidata.org/wiki/Q177929","display_name":"Stack (abstract data type)","level":2,"score":0.6563279628753662},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.548115611076355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2277393937110901},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1570541262626648}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:osti.gov:1834194","doi":null,"is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1834194","pdf_url":"https://www.osti.gov/biblio/1834194","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null}],"best_oa_location":{"id":"pmh:oai:osti.gov:1834194","doi":null,"is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1834194","pdf_url":"https://www.osti.gov/biblio/1834194","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G4404904460","display_name":null,"funder_award_id":"DE-AC02\u201307CH11359","funder_id":"https://openalex.org/F4320337511","funder_display_name":"High Energy Physics"},{"id":"https://openalex.org/G498139845","display_name":null,"funder_award_id":"DE-AC02","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G585908603","display_name":null,"funder_award_id":"AC02-07CH11359","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G716412294","display_name":null,"funder_award_id":"DE\u2013AC02\u201307CH11359","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G86560745","display_name":null,"funder_award_id":"DE\u2010AC02\u201007CH11359","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G969889393","display_name":null,"funder_award_id":"DE-AC02-","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320332359","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08"},{"id":"https://openalex.org/F4320337511","display_name":"High Energy Physics","ror":"https://ror.org/035m6g344"},{"id":"https://openalex.org/F4320337513","display_name":"Workforce Development for Teachers and Scientists","ror":"https://ror.org/05msy3529"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4287438779.pdf","grobid_xml":"https://content.openalex.org/works/W4287438779.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W1420492817","https://openalex.org/W1955749736","https://openalex.org/W1970091694","https://openalex.org/W1974046066","https://openalex.org/W2764173864","https://openalex.org/W2766054309","https://openalex.org/W2782974899","https://openalex.org/W3001098552","https://openalex.org/W3175955999"],"related_works":["https://openalex.org/W4205265020","https://openalex.org/W4287968080","https://openalex.org/W3101721309","https://openalex.org/W2613301902","https://openalex.org/W7055614374","https://openalex.org/W2763944174","https://openalex.org/W4402325889","https://openalex.org/W3175955999","https://openalex.org/W3166861395","https://openalex.org/W7213868281"],"abstract_inverted_index":{"The":[0,29],"Dark":[1],"Energy":[2],"Survey":[3],"Gravitational":[4],"Wave":[5],"(DESGW)":[6],"group":[7,31],"strives":[8],"to":[9,36,40,47,65,111,116,134,143],"understand":[10],"thelargescale":[11],"structure":[12],"of":[13],"the":[14,61,67,71,90,96,104,120],"universe":[15],"and":[16,82],"galaxies":[17],"by":[18,123],"looking":[19],"for":[20,42,139],"electromagnetic":[21],"signatures":[22],"intelescope":[23],"images":[24],"following":[25],"gravitational":[26],"wave":[27],"detections.":[28],"DESGW":[30],"uses":[32],"a":[33,125,129],"processing":[34,59],"pipeline":[35,122],"perform":[37,48],"difference":[38,136],"imaging":[39,137],"look":[41],"potential":[43],"candidates.":[44],"In":[45],"order":[46],"these":[49],"searches":[50],"more":[51],"effectively,":[52],"we":[53,86],"first":[54],"explored":[55],"using":[56],"an":[57],"alternative":[58],"pipeline,":[60],"LSST":[62,72],"Software":[63],"Stack":[64],"analyze":[66],"telescope":[68],"images.":[69],"Because":[70],"software":[73,91],"stack":[74],"is":[75,101],"currently":[76],"transitioning":[77],"between":[78],"its":[79,106],"generation":[80,83,99],"2":[81],"3":[84,100],"system,":[85],"decided":[87,115],"that":[88,127],"while":[89],"will":[92],"be":[93],"usable":[94],"in":[95],"future":[97],"once":[98],"complete,":[102],"at":[103],"moment":[105],"incompleteness":[107],"makes":[108],"it":[109],"impractical":[110],"use.":[112],"We":[113],"then":[114],"work":[117],"on":[118],"improving":[119],"current":[121],"developing":[124],"module":[126],"integrates":[128],"Convolutional":[130],"Neural":[131],"Network":[132],"(CNN)":[133],"test":[135],"products":[138],"bad":[140],"subtractions":[141],"due":[142],"misalignment.":[144]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-07-25T00:00:00"}