{"id":"https://openalex.org/W332617943","doi":"https://doi.org/10.1007/978-3-319-15994-2_37","title":"A Best of Both Worlds Approach to Complex, Efficient, Time Series Data Delivery","display_name":"A Best of Both Worlds Approach to Complex, Efficient, Time Series Data Delivery","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W332617943","doi":"https://doi.org/10.1007/978-3-319-15994-2_37","mag":"332617943"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-15994-2_37","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-15994-2_37","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-15994-2_37.pdf","source":{"id":"https://openalex.org/S4210185096","display_name":"IFIP advances in information and communication technology","issn_l":"1868-422X","issn":["1868-422X","1868-4238"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IFIP Advances in Information and Communication Technology","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-15994-2_37.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070110446","display_name":"Benjamin Leighton","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161554","display_name":"CSIRO Land and Water","ror":"https://ror.org/057xz1h85","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210161554","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Benjamin Leighton","raw_affiliation_strings":["Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","Land & Water Flagship: CSIRO, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210161554"]},{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I4210161554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069202553","display_name":"Sim\u00f3n Cox","orcid":"https://orcid.org/0000-0002-3884-3420"},"institutions":[{"id":"https://openalex.org/I4210161554","display_name":"CSIRO Land and Water","ror":"https://ror.org/057xz1h85","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210161554","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Simon J. D. Cox","raw_affiliation_strings":["Land & Water Flagship: CSIRO, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I4210161554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053101060","display_name":"Nicholas Car","orcid":"https://orcid.org/0000-0002-8742-7730"},"institutions":[{"id":"https://openalex.org/I4210161554","display_name":"CSIRO Land and Water","ror":"https://ror.org/057xz1h85","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210161554","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nicholas J. Car","raw_affiliation_strings":["Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","Land & Water Flagship: CSIRO, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210161554"]},{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I4210161554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062620198","display_name":"M Stenson","orcid":"https://orcid.org/0000-0002-3162-4823"},"institutions":[{"id":"https://openalex.org/I4210161554","display_name":"CSIRO Land and Water","ror":"https://ror.org/057xz1h85","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210161554","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Matthew P. Stenson","raw_affiliation_strings":["Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","Land & Water Flagship: CSIRO, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210161554"]},{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I4210161554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087045910","display_name":"Jamie Vleeshouwer","orcid":"https://orcid.org/0000-0002-3042-7561"},"institutions":[{"id":"https://openalex.org/I4210161554","display_name":"CSIRO Land and Water","ror":"https://ror.org/057xz1h85","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210161554","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jamie Vleeshouwer","raw_affiliation_strings":["Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","Land & Water Flagship: CSIRO, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I4210161554"]},{"raw_affiliation_string":"Land & Water Flagship: CSIRO, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I4210161554"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089625672","display_name":"Jonathan Hodge","orcid":"https://orcid.org/0000-0002-2699-2269"},"institutions":[{"id":"https://openalex.org/I1281210470","display_name":"CSIRO Oceans and Atmosphere","ror":"https://ror.org/026nh4520","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1281210470","https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jonathan Hodge","raw_affiliation_strings":["Oceans and Atmosphere Flagship: CSIRO, Brisbane, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"Oceans and Atmosphere Flagship: CSIRO, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I1281210470"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5070110446"],"corresponding_institution_ids":["https://openalex.org/I4210161554"],"apc_list":null,"apc_paid":null,"fwci":8.6871,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.97595474,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"371","last_page":"379"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14427","display_name":"Environmental Monitoring and Data Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14427","display_name":"Environmental Monitoring and Data Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9843000173568726,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.9064029455184937},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7931479215621948},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.6015580892562866},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5049536824226379},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5028349757194519},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46165502071380615},{"id":"https://openalex.org/keywords/proxy","display_name":"Proxy (statistics)","score":0.459328830242157},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.45392554998397827},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.4157117009162903},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33259063959121704},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.33016088604927063},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18522387742996216},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.12833136320114136},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.12541630864143372},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1044585108757019}],"concepts":[{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.9064029455184937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7931479215621948},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.6015580892562866},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5049536824226379},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5028349757194519},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46165502071380615},{"id":"https://openalex.org/C2780148112","wikidata":"https://www.wikidata.org/wiki/Q1432581","display_name":"Proxy (statistics)","level":2,"score":0.459328830242157},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.45392554998397827},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.4157117009162903},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33259063959121704},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.33016088604927063},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18522387742996216},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.12833136320114136},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.12541630864143372},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1044585108757019},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-319-15994-2_37","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-15994-2_37","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-15994-2_37.pdf","source":{"id":"https://openalex.org/S4210185096","display_name":"IFIP advances in information and communication technology","issn_l":"1868-422X","issn":["1868-422X","1868-4238"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IFIP Advances in Information and Communication Technology","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:hal-01328577v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-01328577","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"11th International Symposium on Environmental Software Systems (ISESS), Mar 2015, Melbourne, Australia. pp.371-379, ⟨10.1007/978-3-319-15994-2_37⟩","raw_type":"Conference papers"}],"best_oa_location":{"id":"doi:10.1007/978-3-319-15994-2_37","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-15994-2_37","pdf_url":"https://link.springer.com/content/pdf/10.1007/978-3-319-15994-2_37.pdf","source":{"id":"https://openalex.org/S4210185096","display_name":"IFIP advances in information and communication technology","issn_l":"1868-422X","issn":["1868-422X","1868-4238"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IFIP Advances in Information and Communication Technology","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W332617943.pdf","grobid_xml":"https://content.openalex.org/works/W332617943.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W1528535511","https://openalex.org/W1687157824","https://openalex.org/W2045390048","https://openalex.org/W2045850143","https://openalex.org/W2063746167","https://openalex.org/W2137996345"],"related_works":["https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2095118173","https://openalex.org/W2382021449","https://openalex.org/W2104269053","https://openalex.org/W2106424170","https://openalex.org/W2501188010","https://openalex.org/W4299935056","https://openalex.org/W1995239016","https://openalex.org/W96694040"],"abstract_inverted_index":{"Point":[0],"time":[1,82,136,194,213,281],"series":[2,137,195,214,282],"are":[3,62,107,252,268],"a":[4,205,208,218,227,297,306,321],"key":[5],"data-type":[6],"for":[7,55,113,135,249],"the":[8,26,66,95,110,152,159,241,274,280,288],"description":[9],"of":[10,59,81,97,104,122,192,279,292,300],"real":[11],"or":[12,38,44,145,246,259],"modelled":[13],"environmental":[14,67,74,111,153],"phenomena.":[15],"Delivering":[16],"this":[17,181],"data":[18,27,52],"in":[19,53,115,320],"useful":[20],"ways":[21],"can":[22],"be":[23,42,285],"challenging":[24],"when":[25,31,45],"volume":[28],"is":[29,48,90],"large,":[30],"computational":[32],"work":[33],"(such":[34],"as":[35,158],"aggregation,":[36],"subsetting,":[37],"re-sampling)":[39],"needs":[40],"to":[41,50,65,93,142,188,240,247,284],"performed,":[43],"complex":[46,198],"metadata":[47,89,148,169,290],"needed":[49],"place":[51],"context":[54,96],"understanding.":[56],"Some":[57],"aspects":[58],"these":[60,105,225],"problems":[61,176],"especially":[63],"relevant":[64],"domain:":[68],"large":[69,85,193],"sensor":[70],"networks":[71],"measuring":[72],"continuous":[73],"phenomena":[75],"sampling":[76],"frequently":[77],"over":[78],"long":[79],"periods":[80],"generate":[83],"very":[84],"datasets,":[86],"and":[87,102,117,167,217,237,276,316],"rich":[88],"often":[91],"required":[92],"understand":[94],"observations.":[98],"Nevertheless,":[99],"timeseries":[100],"data,":[101],"most":[103],"challenges,":[106],"prevalent":[108],"beyond":[109],"domain,":[112],"example":[114],"financial":[116],"industrial":[118],"domains.":[119],"A":[120],"review":[121],"recent":[123,298],"technologies":[124],"illustrates":[125],"an":[126,211,312],"emerging":[127],"trend":[128],"toward":[129],"high":[130],"performance,":[131],"lightweight,":[132],"databases":[133,140],"specialized":[134],"data.":[138],"These":[139],"tend":[141],"have":[143,165,174],"non-existent":[144],"minimalistic":[146],"formal":[147],"capacities.":[149],"In":[150,180],"contrast,":[151],"domain":[154],"boasts":[155],"standards":[156],"such":[157],"Sensor":[160],"Observation":[161],"Service":[162],"(SOS)":[163],"that":[164,296],"mature":[166],"comprehensive":[168],"models":[170],"but":[171,311],"existing":[172],"implementations":[173],"had":[175],"with":[177,197,287,305],"slow":[178],"performance.":[179],"paper":[182],"we":[183],"describe":[184],"our":[185],"hybrid":[186,322],"approach":[187],"achieve":[189],"efficient":[190,212],"delivery":[191],"datasets":[196],"metadata.":[199],"We":[200],"use":[201],"three":[202],"subsystems":[203],"within":[204],"single":[206],"system-of-systems:":[207],"proxy":[209,232,265],"(Python),":[210],"database":[215,283,308],"(InfluxDB)":[216],"SOS":[219,229,235,245,258,303,319],"implementation":[220,313],"(52":[221],"North":[222,244,257,302,318],"SOS).":[223],"Together":[224],"present":[226],"regular":[228],"interface.":[230],"The":[231],"processes":[233],"standard":[234],"queries":[236],"issues":[238],"them":[239],"either":[242],"52":[243,256,301,317],"InfluxDB":[248,262,315],"processing.":[250],"Responses":[251],"returned":[253],"directly":[254],"from":[255,261],"indirectly":[260],"via":[263],"Python":[264],"where":[266],"they":[267],"processed":[269],"into":[270],"WaterML.":[271],"This":[272],"enables":[273],"scalability":[275],"performance":[277],"advantages":[278],"married":[286],"sophisticated":[289],"handling":[291],"SOS.":[293],"Testing":[294],"indicates":[295],"version":[299],"configured":[304],"Postgres/PostGIS":[307],"performs":[309,324],"well":[310],"incorporating":[314],"architecture":[323],"approximately":[325],"12":[326],"times":[327],"faster.":[328]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}