{"id":"https://openalex.org/W7134814634","doi":"https://doi.org/10.48550/arxiv.2603.07053","title":"Animating Petascale Time-varying Data on Commodity Hardware with LLM-assisted Scripting","display_name":"Animating Petascale Time-varying Data on Commodity Hardware with LLM-assisted Scripting","publication_year":2026,"publication_date":"2026-03-07","ids":{"openalex":"https://openalex.org/W7134814634","doi":"https://doi.org/10.48550/arxiv.2603.07053"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.07053","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128677312","display_name":"Ishrat Jahan Eliza","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Eliza, Ishrat Jahan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100634840","display_name":"Xuan Huang","orcid":"https://orcid.org/0009-0006-6932-1728"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Xuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059426668","display_name":"Aashish Panta","orcid":"https://orcid.org/0009-0001-5843-2098"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Panta, Aashish","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052409698","display_name":"Alper Sahistan","orcid":"https://orcid.org/0000-0002-3480-7713"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sahistan, Alper","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102018107","display_name":"Zhimin Li","orcid":"https://orcid.org/0000-0003-4324-741X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Zhimin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035326241","display_name":"Amy A. Gooch","orcid":"https://orcid.org/0000-0002-1612-6674"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gooch, Amy A.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5009460413","display_name":"Valerio Pascucci","orcid":"https://orcid.org/0000-0002-8877-2042"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pascucci, Valerio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29273621,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.7595000267028809,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.7595000267028809,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.09210000187158585,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.0649000033736229,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/petascale-computing","display_name":"Petascale computing","score":0.7287999987602234},{"id":"https://openalex.org/keywords/scripting-language","display_name":"Scripting language","score":0.682699978351593},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.6313999891281128},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6007000207901001},{"id":"https://openalex.org/keywords/animation","display_name":"Animation","score":0.5133000016212463},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.46639999747276306},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.36149999499320984},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.35600000619888306}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8996000289916992},{"id":"https://openalex.org/C185410017","wikidata":"https://www.wikidata.org/wiki/Q7171778","display_name":"Petascale computing","level":3,"score":0.7287999987602234},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.682699978351593},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.6313999891281128},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6007000207901001},{"id":"https://openalex.org/C502989409","wikidata":"https://www.wikidata.org/wiki/Q11425","display_name":"Animation","level":2,"score":0.5133000016212463},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.46639999747276306},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.36149999499320984},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.35600000619888306},{"id":"https://openalex.org/C64073096","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Interactive visualization","level":3,"score":0.349700003862381},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.33009999990463257},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.31119999289512634},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.2969000041484833},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2696000039577484},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.26739999651908875},{"id":"https://openalex.org/C201410400","wikidata":"https://www.wikidata.org/wiki/Q1064412","display_name":"Multithreading","level":3,"score":0.25940001010894775},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.2565999925136566},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.2565999925136566},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.25110000371932983}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.07053","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.07053","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.07053","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.07053","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.4565487205982208}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Scientists":[0,45],"face":[1],"significant":[2,64],"visualization":[3,79,149],"challenges":[4],"as":[5,139,238,242],"time-varying":[6,97],"datasets":[7,206],"grow":[8],"in":[9,27,172,188,210],"speed":[10],"and":[11,17,36,39,56,68,73,133,182],"volume,":[12],"often":[13],"requiring":[14],"specialized":[15],"infrastructure":[16],"expertise":[18,150],"to":[19,41,48,124,143,151,221],"handle":[20],"massive":[21],"datasets.":[22],"Petascale":[23],"climate":[24],"models":[25],"generated":[26],"NASA":[28,204],"laboratories":[29],"require":[30],"a":[31,88,100,111,140,214,227],"dedicated":[32],"group":[33],"of":[34,95,154,157,218,230],"graphics":[35],"media":[37],"experts":[38],"access":[40,120],"high-performance":[42],"computing":[43],"resources.":[44],"may":[46],"need":[47],"share":[49],"scientific":[50],"results":[51],"with":[52,110,147,164],"the":[53,59,71,82,161,231,245],"community":[54],"iteratively":[55],"quickly.":[57],"However,":[58],"time-consuming":[60],"trial-and-error":[61],"process":[62],"incurs":[63],"data":[65,98,119,126,241],"transfer":[66],"overhead":[67],"far":[69],"exceeds":[70],"time":[72,217],"resources":[74],"allocated":[75],"for":[76,91,115,244],"typical":[77],"post-analysis":[78],"tasks,":[80],"disrupting":[81],"production":[83],"workflow.":[84],"Our":[85,103],"paper":[86],"introduces":[87],"user-friendly":[89],"framework":[90],"creating":[92],"3D":[93],"animations":[94,153,171,187],"petascale,":[96],"on":[99,179],"commodity":[101],"workstation.":[102],"contributions:":[104],"(i)":[105],"Generalized":[106],"Animation":[107],"Descriptor":[108],"(GAD)":[109],"keyframe-based":[112],"adaptable":[113],"abstraction":[114],"animation,":[116],"(ii)":[117],"efficient":[118],"from":[121,194],"cloud-hosted":[122],"repositories":[123],"reduce":[125],"management":[127],"overhead,":[128],"(iii)":[129],"tailored":[130],"rendering":[131],"system,":[132],"(iv)":[134],"an":[135],"LLM-assisted":[136],"conversational":[137],"interface":[138],"scripting":[141],"module":[142],"allow":[144],"domain":[145],"scientists":[146],"no":[148],"create":[152],"their":[155],"region":[156],"interest.":[158],"We":[159],"demonstrate":[160],"framework's":[162],"effectiveness":[163],"two":[165],"case":[166],"studies:":[167],"first,":[168],"by":[169,184],"generating":[170,185],"which":[173,189],"sampling":[174,190],"criteria":[175],"are":[176,192],"specified":[177],"based":[178],"prior":[180],"knowledge,":[181],"second,":[183],"AI-assisted":[186],"parameters":[191],"derived":[193],"natural-language":[195],"user":[196],"prompts.":[197],"In":[198],"all":[199],"cases,":[200],"we":[201],"use":[202],"large-scale":[203],"climate-oceanographic":[205],"that":[207],"exceed":[208],"1PB":[209],"size":[211],"yet":[212],"achieve":[213],"fast":[215],"turnaround":[216],"1":[219],"minute":[220],"2":[222],"hours.":[223],"Users":[224],"can":[225],"generate":[226],"rough":[228],"draft":[229],"animation":[232],"within":[233],"minutes,":[234],"then":[235],"seamlessly":[236],"incorporate":[237],"much":[239],"high-resolution":[240],"needed":[243],"final":[246],"version.":[247]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-03-11T00:00:00"}