{"id":"https://openalex.org/W4327503212","doi":"https://doi.org/10.1109/tc.2023.3257517","title":"zPerf: A Statistical Gray-Box Approach to Performance Modeling and Extrapolation for Scientific Lossy Compression","display_name":"zPerf: A Statistical Gray-Box Approach to Performance Modeling and Extrapolation for Scientific Lossy Compression","publication_year":2023,"publication_date":"2023-03-15","ids":{"openalex":"https://openalex.org/W4327503212","doi":"https://doi.org/10.1109/tc.2023.3257517"},"language":"en","primary_location":{"id":"doi:10.1109/tc.2023.3257517","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2023.3257517","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.osti.gov/servlets/purl/2424046","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084396846","display_name":"Jinzhen Wang","orcid":"https://orcid.org/0000-0001-6317-2940"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jinzhen Wang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ, USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103161355","display_name":"Qi Chen","orcid":"https://orcid.org/0000-0003-0796-8033"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Chen","raw_affiliation_strings":["Software College of Northeastern University, Shenyang, Liaoning, China"],"affiliations":[{"raw_affiliation_string":"Software College of Northeastern University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100392678","display_name":"Tong Liu","orcid":"https://orcid.org/0000-0002-9582-3127"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tong Liu","raw_affiliation_strings":["Department of Computer and Information Sciences, Temple University, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I84392919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100345219","display_name":"Qing Liu","orcid":"https://orcid.org/0000-0002-7600-7976"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qing Liu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ, USA","institution_ids":["https://openalex.org/I118118575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087956045","display_name":"Xubin He","orcid":"https://orcid.org/0000-0002-5071-2861"},"institutions":[{"id":"https://openalex.org/I84392919","display_name":"Temple University","ror":"https://ror.org/00kx1jb78","country_code":"US","type":"education","lineage":["https://openalex.org/I84392919"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xubin He","raw_affiliation_strings":["Department of Computer and Information Sciences, Temple University, Philadelphia, PA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Sciences, Temple University, Philadelphia, PA, USA","institution_ids":["https://openalex.org/I84392919"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5084396846"],"corresponding_institution_ids":["https://openalex.org/I118118575"],"apc_list":null,"apc_paid":null,"fwci":0.991,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.75909903,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"72","issue":"9","first_page":"2641","last_page":"2655"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11269","display_name":"Algorithms and Data Compression","score":0.9937000274658203,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/lossy-compression","display_name":"Lossy compression","score":0.963016152381897},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7400492429733276},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.6353426575660706},{"id":"https://openalex.org/keywords/extrapolation","display_name":"Extrapolation","score":0.5660796761512756},{"id":"https://openalex.org/keywords/compression-ratio","display_name":"Compression ratio","score":0.5063372850418091},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4689343273639679},{"id":"https://openalex.org/keywords/lossless-compression","display_name":"Lossless compression","score":0.44070079922676086},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4036584496498108},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.40138280391693115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18428677320480347},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14032724499702454},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09247443079948425}],"concepts":[{"id":"https://openalex.org/C165021410","wikidata":"https://www.wikidata.org/wiki/Q55564","display_name":"Lossy compression","level":2,"score":0.963016152381897},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7400492429733276},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.6353426575660706},{"id":"https://openalex.org/C132459708","wikidata":"https://www.wikidata.org/wiki/Q744069","display_name":"Extrapolation","level":2,"score":0.5660796761512756},{"id":"https://openalex.org/C25797200","wikidata":"https://www.wikidata.org/wiki/Q828137","display_name":"Compression ratio","level":3,"score":0.5063372850418091},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4689343273639679},{"id":"https://openalex.org/C81081738","wikidata":"https://www.wikidata.org/wiki/Q55542","display_name":"Lossless compression","level":3,"score":0.44070079922676086},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4036584496498108},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.40138280391693115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18428677320480347},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14032724499702454},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09247443079948425},{"id":"https://openalex.org/C511840579","wikidata":"https://www.wikidata.org/wiki/Q12757","display_name":"Internal combustion engine","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tc.2023.3257517","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2023.3257517","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"},{"id":"pmh:oai:osti.gov:2424046","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/2424046","pdf_url":"https://www.osti.gov/servlets/purl/2424046","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,"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:2424046","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/2424046","pdf_url":"https://www.osti.gov/servlets/purl/2424046","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,"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":[],"awards":[{"id":"https://openalex.org/G1240684351","display_name":null,"funder_award_id":"CNS-1828363","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G1719536385","display_name":null,"funder_award_id":"DE-AC05-00OR22725","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G2692739305","display_name":null,"funder_award_id":"CCF-1813081","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G7740370726","display_name":null,"funder_award_id":"CCF-2134203","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G8325857380","display_name":null,"funder_award_id":"CCF-2144403","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"},{"id":"https://openalex.org/G8798673035","display_name":null,"funder_award_id":"CCF-1812861","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320312387","display_name":"Temple University","ror":"https://ror.org/00kx1jb78"},{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4327503212.pdf"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W118291038","https://openalex.org/W1611874224","https://openalex.org/W1823244711","https://openalex.org/W1961332808","https://openalex.org/W2052440657","https://openalex.org/W2110455446","https://openalex.org/W2113913767","https://openalex.org/W2118108504","https://openalex.org/W2127295759","https://openalex.org/W2142265837","https://openalex.org/W2145768101","https://openalex.org/W2158664119","https://openalex.org/W2486202470","https://openalex.org/W2538839978","https://openalex.org/W2625759119","https://openalex.org/W2747566632","https://openalex.org/W2886627854","https://openalex.org/W2912174957","https://openalex.org/W2940637162","https://openalex.org/W2964023000","https://openalex.org/W2964339011","https://openalex.org/W2971247417","https://openalex.org/W2986871396","https://openalex.org/W3004782934","https://openalex.org/W3025164581","https://openalex.org/W3037979316","https://openalex.org/W3042625184","https://openalex.org/W3103654209","https://openalex.org/W3141728994","https://openalex.org/W3171200431","https://openalex.org/W3211226812","https://openalex.org/W3212420620","https://openalex.org/W4233859894","https://openalex.org/W4238102692","https://openalex.org/W4242488246","https://openalex.org/W4249955741","https://openalex.org/W6803480118"],"related_works":["https://openalex.org/W2385628723","https://openalex.org/W2547124190","https://openalex.org/W3180760233","https://openalex.org/W3035703949","https://openalex.org/W4247601675","https://openalex.org/W1970394887","https://openalex.org/W755971114","https://openalex.org/W2118338613","https://openalex.org/W1982468865","https://openalex.org/W3080614128"],"abstract_inverted_index":{"With":[0],"the":[1,12,39,61,67,108,131,143,157,169,173,176,193,214,219,225,237],"scaling":[2],"up":[3],"of":[4,29,41,69,71,110,134,159,175,196,221,228],"simulation-based":[5],"scientific":[6,95],"discovery":[7],"on":[8,115,161,168],"high-performance":[9],"computing":[10],"systems,":[11],"disparity":[13],"between":[14,63],"compute":[15,64],"and":[16,65,118,124,148,198],"I/O":[17],"has":[18,55,232],"increased,":[19],"forcing":[20],"domain":[21],"scientists":[22],"to":[23,32,78,106,191],"save":[24],"only":[25],"a":[26,75,88],"small":[27],"amount":[28],"simulation":[30],"data":[31,49,122],"persistent":[33],"storage.":[34],"This":[35],"can":[36],"result":[37],"in":[38,59,236],"loss":[40],"essential":[42],"physics":[43],"fields":[44],"that":[45],"are":[46,100],"needed":[47],"for":[48,94,121,146,223],"analysis.":[50],"While":[51],"error-bounded":[52],"lossy":[53,96,111,152,229],"compression":[54,72,112,126,194],"made":[56],"tremendous":[57],"progress":[58],"bridging":[60],"gap":[62],"I/O,":[66],"lack":[68],"understanding":[70,117],"performance":[73,91,109,144,178],"remains":[74],"key":[76],"hurdle":[77],"its":[79],"wide":[80],"adoption.":[81],"In":[82],"this":[83],"work,":[84],"we":[85,141,171,217],"present":[86],"zPerf,":[87],"statistical":[89,119],"gray-box":[90],"modeling":[92,120,145],"approach":[93],"compression.":[97],"Our":[98],"contributions":[99],"threefold:":[101],"1)":[102],"We":[103,129,155,181],"develop":[104],"zPerf":[105,135,160,177,188,222],"estimate":[107],"techniques,":[113],"based":[114],"in-depth":[116],"features":[123],"core":[125],"metrics;":[127],"2)":[128],"demonstrate":[130,172,218],"in-detailed":[132],"implementation":[133],"using":[136],"two":[137,150],"case":[138,185,215],"studies,":[139,216],"where":[140,187],"derive":[142],"SZ":[147,197],"ZFP,":[149],"leading":[151],"compressors;":[153],"3)":[154],"evaluate":[156],"effectiveness":[158],"real-world":[162],"datasets":[163],"across":[164],"various":[165],"domains.":[166],"Based":[167],"evaluation,":[170],"efficacy":[174],"model;":[179],"4)":[180],"further":[182],"discuss":[183],"three":[184],"studies":[186],"is":[189],"applied":[190],"extrapolate":[192],"ratio":[195],"ZFP":[199,207],"with":[200,208],"alternative":[201,210],"encoding":[202],"schemes":[203],"as":[204,206],"well":[205],"an":[209],"transform":[211],"scheme.":[212],"Through":[213],"potential":[220],"exploring":[224],"design":[226],"space":[227],"compression,":[230],"which":[231],"hardly":[233],"been":[234],"studied":[235],"literature.":[238]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}
