{"id":"https://openalex.org/W2970835469","doi":null,"title":"Simulating Proto Planetary Disks with Deep Networks","display_name":"Simulating Proto Planetary Disks with Deep Networks","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2970835469","mag":"2970835469"},"language":"en","primary_location":{"id":"pmh:oai:dspace.library.uvic.ca:1828/11078","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1828/11078","pdf_url":"http://hdl.handle.net/1828/11078","source":{"id":"https://openalex.org/S4306401509","display_name":"UVic\u2019s Research and Learning Repository (University of Victoria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I212119943","host_organization_name":"University of Victoria","host_organization_lineage":["https://openalex.org/I212119943"],"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":"project"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/1828/11078","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069383605","display_name":"Haotian Shen","orcid":"https://orcid.org/0000-0002-5230-305X","observed_orcids":["https://orcid.org/0000-0002-5230-305X"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Haotian Shen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5069383605"],"corresponding_institution_ids":[],"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/T10477","display_name":"Astrophysics and Star Formation Studies","score":0.5723000168800354,"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/T10477","display_name":"Astrophysics and Star Formation Studies","score":0.5723000168800354,"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/T11206","display_name":"Model Reduction and Neural Networks","score":0.10419999808073044,"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/T10039","display_name":"Stellar, planetary, and galactic studies","score":0.03319999948143959,"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/protoplanetary-disks","display_name":"protoplanetary disks","score":0.9990000128746033},{"id":"https://openalex.org/keywords/planet-formation","display_name":"planet formation","score":0.9010000228881836},{"id":"https://openalex.org/keywords/deep-networks","display_name":"deep networks","score":0.5260000228881836},{"id":"https://openalex.org/keywords/simex","display_name":"SIMEX","score":0.7229999899864197},{"id":"https://openalex.org/keywords/interpolation","display_name":"interpolation","score":0.5519999861717224},{"id":"https://openalex.org/keywords/circular-convolution","display_name":"circular convolution","score":0.8180000185966492},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"hyperparameter optimization","score":0.5189999938011169},{"id":"https://openalex.org/keywords/computational-cost-reduction","display_name":"computational complexity reduction","score":0.6610000133514404}],"concepts":[{"id":"https://openalex.org/C87355193","wikidata":"https://www.wikidata.org/wiki/Q411","display_name":"Astrobiology","level":1,"score":0.5675455331802368},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45613840222358704},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.335965633392334},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1672469675540924}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:dspace.library.uvic.ca:1828/11078","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1828/11078","pdf_url":"http://hdl.handle.net/1828/11078","source":{"id":"https://openalex.org/S4306401509","display_name":"UVic\u2019s Research and Learning Repository (University of Victoria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I212119943","host_organization_name":"University of Victoria","host_organization_lineage":["https://openalex.org/I212119943"],"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":"project"},{"id":"mag:2970835469","doi":null,"is_oa":false,"landing_page_url":"https://dspace.library.uvic.ca/handle/1828/11078","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:dspace.library.uvic.ca:1828/11078","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/1828/11078","pdf_url":"http://hdl.handle.net/1828/11078","source":{"id":"https://openalex.org/S4306401509","display_name":"UVic\u2019s Research and Learning Repository (University of Victoria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I212119943","host_organization_name":"University of Victoria","host_organization_lineage":["https://openalex.org/I212119943"],"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":"project"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2970835469.pdf","grobid_xml":"https://content.openalex.org/works/W2970835469.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1549936405","https://openalex.org/W1591432496","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1965004103","https://openalex.org/W2058835961","https://openalex.org/W2091019900","https://openalex.org/W2099471712","https://openalex.org/W2111308925","https://openalex.org/W2112796928","https://openalex.org/W2117130368","https://openalex.org/W2118877769","https://openalex.org/W2123907143","https://openalex.org/W2130103520","https://openalex.org/W2137777144","https://openalex.org/W2144580359","https://openalex.org/W2147253850","https://openalex.org/W2158453800","https://openalex.org/W2194775991","https://openalex.org/W2371120645","https://openalex.org/W2371141979","https://openalex.org/W2560474170","https://openalex.org/W2621739273","https://openalex.org/W2963093735","https://openalex.org/W2963125871","https://openalex.org/W2963564809"],"related_works":["https://openalex.org/W7199371179","https://openalex.org/W4380992163","https://openalex.org/W4404310350","https://openalex.org/W3185064977","https://openalex.org/W4404617878","https://openalex.org/W3082619320","https://openalex.org/W3013526939","https://openalex.org/W3176224973","https://openalex.org/W6968947824","https://openalex.org/W3043280549"],"abstract_inverted_index":{"Proto":[0],"planetary":[1,70,110],"disks":[2,71,83],"provide":[3],"hints":[4],"to":[5,16,41,64],"how":[6],"planets":[7],"are":[8,72],"formed.":[9],"To":[10],"understand":[11],"them,":[12],"it":[13],"is":[14,27,34],"necessary":[15],"run":[17],"multiple":[18],"simulations":[19,111],"with":[20],"various":[21],"hyperparameters":[22],"through":[23,112],"trial-and-error.":[24],"This":[25],"procedure":[26],"typically":[28],"time":[29],"consuming":[30],"as":[31,68],"each":[32],"simulation":[33,56],"expensive.":[35],"In":[36],"this":[37,43,62],"project,":[38],"we":[39,74],"aim":[40],"solve":[42],"problem":[44],"by":[45],"learning":[46],"a":[47,86],"deep":[48],"network":[49,63],"that":[50],"interpolate":[51],"and":[52,84],"extrapolate,":[53],"given":[54],"two":[55],"outcomes.":[57],"We":[58,92],"then":[59],"iteratively":[60],"apply":[61,85],"extrapolate":[65],"simulations.":[66],"Specifically,":[67],"proto":[69,109],"circular,":[73],"make":[75],"use":[76],"of":[77,81],"the":[78],"log-polar":[79],"representation":[80],"these":[82],"circular":[87],"1D":[88],"convolution":[89],"on":[90,107],"it.":[91],"empirically":[93],"motivate":[94],"our":[95],"design":[96],"choices":[97],"via":[98],"ablation":[99],"study.":[100],"Our":[101],"experimental":[102],"results":[103],"show":[104],"encouraging":[105],"outcomes":[106],"approximating":[108],"extrapolation.":[113]},"counts_by_year":[],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2019-09-05T00:00:00"}