{"id":"https://openalex.org/W6980189711","doi":null,"title":"Benchmarking the Scalability of Distributed Stream Processing Engines in Case of Load Peaks","display_name":"Benchmarking the Scalability of Distributed Stream Processing Engines in Case of Load Peaks","publication_year":2022,"publication_date":"2022-08-20","ids":{"openalex":"https://openalex.org/W6980189711"},"language":"en","primary_location":{"id":"pmh:oai:oceanrep.geomar.de:57334","doi":null,"is_oa":true,"landing_page_url":"https://oceanrep.geomar.de/id/eprint/57334/1/msc_lorenz_boguhn_thesis.pdf","pdf_url":"https://oceanrep.geomar.de/id/eprint/57334/1/msc_lorenz_boguhn_thesis.pdf","source":{"id":"https://openalex.org/S4306400264","display_name":"Helmholtz Centre for Ocean Research Kiel (GEOMAR)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I34403800","host_organization_name":"GEOMAR Helmholtz Centre for Ocean Research Kiel","host_organization_lineage":["https://openalex.org/I34403800"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://oceanrep.geomar.de/id/eprint/57334/1/msc_lorenz_boguhn_thesis.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044313026","display_name":"Lorenz Boguhn","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Boguhn, Lorenz","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5044313026"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.008799999952316284,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.002199999988079071,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.9589999914169312},{"id":"https://openalex.org/keywords/load-peaks","display_name":"load peaks","score":0.9980000257492065},{"id":"https://openalex.org/keywords/kafka-streams","display_name":"Kafka Streams","score":0.7059999704360962},{"id":"https://openalex.org/keywords/apache-flink","display_name":"Apache Flink","score":1.0},{"id":"https://openalex.org/keywords/load-profiles","display_name":"electricity profile","score":0.7120000123977661},{"id":"https://openalex.org/keywords/service-level-objectives","display_name":"service level objectives","score":0.8299999833106995},{"id":"https://openalex.org/keywords/real-time-data-processing","display_name":"real-time data processing","score":0.8460000157356262},{"id":"https://openalex.org/keywords/resource-requirements","display_name":"resource requirements","score":0.6079999804496765},{"id":"https://openalex.org/keywords/cloud-deployment","display_name":"cloud deployment","score":0.6840000152587891}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7968000173568726},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.772599995136261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7409999966621399},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6862999796867371},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5759000182151794},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4821999967098236},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.44929999113082886},{"id":"https://openalex.org/C172658912","wikidata":"https://www.wikidata.org/wiki/Q661613","display_name":"Batch processing","level":2,"score":0.44679999351501465},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.4316999912261963},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4284000098705292},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.40700000524520874},{"id":"https://openalex.org/C46399941","wikidata":"https://www.wikidata.org/wiki/Q181517","display_name":"Theodolite","level":2,"score":0.3831999897956848},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.35339999198913574},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.3278000056743622},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.30979999899864197},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.30799999833106995},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.3043000102043152},{"id":"https://openalex.org/C118930307","wikidata":"https://www.wikidata.org/wiki/Q600590","display_name":"Tuple","level":2,"score":0.298799991607666},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.28700000047683716},{"id":"https://openalex.org/C42090638","wikidata":"https://www.wikidata.org/wiki/Q4048907","display_name":"STREAMS","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2734000086784363},{"id":"https://openalex.org/C48460631","wikidata":"https://www.wikidata.org/wiki/Q4311799","display_name":"Load testing","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C2779370713","wikidata":"https://www.wikidata.org/wiki/Q357554","display_name":"Load management","level":2,"score":0.2524999976158142},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:oceanrep.geomar.de:57334","doi":null,"is_oa":true,"landing_page_url":"https://oceanrep.geomar.de/id/eprint/57334/1/msc_lorenz_boguhn_thesis.pdf","pdf_url":"https://oceanrep.geomar.de/id/eprint/57334/1/msc_lorenz_boguhn_thesis.pdf","source":{"id":"https://openalex.org/S4306400264","display_name":"Helmholtz Centre for Ocean Research Kiel (GEOMAR)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I34403800","host_organization_name":"GEOMAR Helmholtz Centre for Ocean Research Kiel","host_organization_lineage":["https://openalex.org/I34403800"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Thesis"}],"best_oa_location":{"id":"pmh:oai:oceanrep.geomar.de:57334","doi":null,"is_oa":true,"landing_page_url":"https://oceanrep.geomar.de/id/eprint/57334/1/msc_lorenz_boguhn_thesis.pdf","pdf_url":"https://oceanrep.geomar.de/id/eprint/57334/1/msc_lorenz_boguhn_thesis.pdf","source":{"id":"https://openalex.org/S4306400264","display_name":"Helmholtz Centre for Ocean Research Kiel (GEOMAR)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I34403800","host_organization_name":"GEOMAR Helmholtz Centre for Ocean Research Kiel","host_organization_lineage":["https://openalex.org/I34403800"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3113156156","https://openalex.org/W3154622342","https://openalex.org/W2788975424","https://openalex.org/W2898352726","https://openalex.org/W4387910926","https://openalex.org/W2945790252","https://openalex.org/W2412433130","https://openalex.org/W7061073864","https://openalex.org/W3082899894","https://openalex.org/W7119400203"],"abstract_inverted_index":{"Traditional":[0],"databases":[1],"and":[2,64,79,89,117,127,157,214,221,271],"batch":[3],"processing":[4,246],"systems":[5],"are":[6,37,60],"not":[7],"able":[8],"to":[9,23,39,69,125,160,175,196,225,305],"handle":[10],"the":[11,25,82,85,105,113,119,182,223,242,249,284,289,318,321,329,341,345,348],"loads":[12,63,139,177],"experienced":[13],"by":[14],"many":[15],"modern":[16],"applications":[17,259],"in":[18,21,30,92,97,123,154,260,278,317],"real-time.":[19],"Consequently,":[20,110],"order":[22,68,124],"process":[24,40,205],"increasing":[26,44],"amounts":[27],"of":[28,53,77,84,94,107,136,148,230,244,251,280,323,331,333,347,350],"data":[29,45],"real-time,":[31],"Distributed":[32],"Stream":[33],"Processing":[34],"Engines":[35],"(DSPEs)":[36],"used":[38,195],"real-time":[41],"loads.":[42,109],"Furthermore,":[43,142,263],"rates":[46],"make":[47],"scalability":[48,83,243,342],"an":[49],"important":[50],"quality":[51],"attribute":[52],"a":[54,75,133,173,186,199,206,238,298,334,337,351],"DSPEs.":[55],"On":[56],"top,":[57],"productive":[58],"environments":[59],"encounter":[61],"fluctuating":[62],"load":[65,78,95,149,152,163,169,207,219,235,252,281,335],"peaks.":[66],"\\nIn":[67],"tackle":[70],"these":[71,162,168],"challenges,":[72],"we":[73,103,111,131,143,171,184,210,314],"develop":[74,132,185],"model":[76,134,144],"empirically":[80],"evaluate":[81,197],"DSPEs":[86],"Kafka":[87,212,269,293],"Streams":[88,213,270,294],"Apache":[90],"Flink":[91,215,272,296],"case":[93,279],"peaks,":[96],"this":[98,101],"thesis.":[99],"For":[100,181],"purpose,":[102],"benchmark":[104,211],"impact":[106,240,339],"different":[108,129,146,218],"use":[112],"Theodolite":[114,120,310],"benchmarking":[115],"method":[116,174],"extend":[118],"framework.":[121],"Moreover,":[122],"express":[126],"compare":[128,222],"loads,":[130],"capable":[135],"expressing":[137],"variable":[138,179],"over":[140],"time.":[141],"two":[145],"classes":[147],"profiles":[150,220],"with":[151,178,216,309,311],"peaks":[153,236,253,282],"frequency":[155],"dimension":[156],"describe":[158],"how":[159],"scale":[161],"profiles.":[164],"Geared":[165],"towards":[166],"using":[167],"profiles,":[170],"implement":[172],"generate":[176],"frequency.":[180],"evaluation,":[183],"new":[187],"Service":[188],"Level":[189],"Objective":[190],"(SLO)":[191],"which":[192],"can":[193,204,273],"be":[194,255,274],"whether":[198],"System":[200],"Under":[201],"Tests":[202],"(SUTs)":[203],"profile.":[208],"Finally,":[209],"three":[217],"results":[224,229,265,322],"similar":[226,312],"benchmarks.":[227,286],"\\nThe":[228],"our":[231,264,324],"benchmarks":[232,307,325],"indicate":[233,326],"that":[234,267,327],"have":[237],"significant":[239],"on":[241,288,340],"stream":[245],"engines.":[247],"Subsequently,":[248],"handling":[250],"should":[254],"considered":[256,275],"when":[257],"deploying":[258],"cloud":[261],"environments.":[262],"show":[266],"both":[268],"as":[276,343],"scalable":[277],"for":[283],"evaluated":[285],"Depending":[287],"task":[290],"sample,":[291],"either":[292],"or":[295],"has":[297,336],"higher":[299],"resource":[300],"demand.":[301],"In":[302],"direct":[303],"comparison":[304],"other":[306],"conducted":[308],"configurations,":[313],"observed":[315],"deviations":[316],"results.":[319],"Additionally,":[320],"scaling":[328,344],"amount":[330],"keys":[332],"greater":[338],"height":[346],"peak":[349],"load.":[352]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2025-10-10T00:00:00"}