{"id":"https://openalex.org/W3008301576","doi":"https://doi.org/10.1109/bigdata47090.2019.9005504","title":"Effectively Testing System Configurations of Critical IoT Analytics Pipelines","display_name":"Effectively Testing System Configurations of Critical IoT Analytics Pipelines","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3008301576","doi":"https://doi.org/10.1109/bigdata47090.2019.9005504","mag":"3008301576"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata47090.2019.9005504","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9005504","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://eprints.gla.ac.uk/view/author/66347.html>","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013926492","display_name":"Morgan K. Geldenhuys","orcid":"https://orcid.org/0009-0006-5037-8353"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Morgan K. Geldenhuys","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084056435","display_name":"Lauritz Thamsen","orcid":"https://orcid.org/0000-0003-3755-1503"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lauritz Thamsen","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059150416","display_name":"Kain Kordian Gontarskay","orcid":null},"institutions":[{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]},{"id":"https://openalex.org/I143288331","display_name":"Hasso Plattner Institute","ror":"https://ror.org/058rn5r42","country_code":"DE","type":"facility","lineage":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kain Kordian Gontarskay","raw_affiliation_strings":["Hasso Plattner Institute, University of Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"Hasso Plattner Institute, University of Potsdam, Germany","institution_ids":["https://openalex.org/I143288331","https://openalex.org/I176453806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101548260","display_name":"Felix Lorenz","orcid":"https://orcid.org/0000-0003-4938-6998"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Lorenz","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042349846","display_name":"Odej Kao","orcid":"https://orcid.org/0000-0001-6454-6799"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Odej Kao","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5013926492"],"corresponding_institution_ids":["https://openalex.org/I4577782"],"apc_list":null,"apc_paid":null,"fwci":3.1643,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.93380045,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"4157","last_page":"4162"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.995199978351593,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.995199978351593,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.994700014591217,"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/T12127","display_name":"Software System Performance and Reliability","score":0.984499990940094,"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/computer-science","display_name":"Computer science","score":0.718157947063446},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.6807227730751038},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6769663691520691},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5243737697601318},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3622870147228241},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.22786864638328552},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1327776312828064}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.718157947063446},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.6807227730751038},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6769663691520691},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5243737697601318},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3622870147228241},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.22786864638328552},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1327776312828064},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bigdata47090.2019.9005504","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9005504","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.gla.ac.uk:268146","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/66347.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:268146","is_oa":true,"landing_page_url":"https://eprints.gla.ac.uk/view/author/66347.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1524318694","https://openalex.org/W1925579137","https://openalex.org/W2038669746","https://openalex.org/W2087946700","https://openalex.org/W2107386393","https://openalex.org/W2119738171","https://openalex.org/W2140669960","https://openalex.org/W2141992894","https://openalex.org/W2159434869","https://openalex.org/W2189465200","https://openalex.org/W2192203593","https://openalex.org/W2336799644","https://openalex.org/W2358431938","https://openalex.org/W2473316807","https://openalex.org/W2508807458","https://openalex.org/W2523568041","https://openalex.org/W2566979091","https://openalex.org/W2618974155","https://openalex.org/W2742666445","https://openalex.org/W2756970668","https://openalex.org/W2763018317","https://openalex.org/W2763196511","https://openalex.org/W2890210703","https://openalex.org/W2911787536","https://openalex.org/W2913854892","https://openalex.org/W2964298054","https://openalex.org/W2972830190","https://openalex.org/W4237151101","https://openalex.org/W6660254288","https://openalex.org/W6675823452","https://openalex.org/W6687322159","https://openalex.org/W6687482969","https://openalex.org/W6703175847","https://openalex.org/W6731596640","https://openalex.org/W6754276374"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4311097251","https://openalex.org/W4245926026","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W2358668433","https://openalex.org/W4200598720","https://openalex.org/W4390482427"],"abstract_inverted_index":{"The":[0],"emergence":[1],"of":[2,5,11,21,53,71,84,98,146,153],"the":[3,9,17,64,69,77,82,95,136,144],"Internet":[4],"Things":[6],"has":[7,28],"seen":[8],"introduction":[10],"numerous":[12],"connected":[13,37],"devices":[14,38],"used":[15],"for":[16,94,101,139],"monitoring":[18,158],"and":[19,39,59,76,132],"control":[20],"even":[22],"Critical":[23],"Infrastructures.":[24],"Distributed":[25],"stream":[26],"processing":[27],"become":[29],"key":[30],"to":[31,43,63,79,126,134],"analyzing":[32],"data":[33],"generated":[34],"by":[35,149],"these":[36,48,86],"improving":[40],"our":[41,108,147],"ability":[42],"make":[44],"decisions.":[45],"However,":[46],"optimizing":[47],"systems":[49,67],"towards":[50],"specific":[51,140],"Quality":[52],"Service":[54],"targets":[55],"is":[56,118],"a":[57,111],"difficult":[58],"time-consuming":[60],"task,":[61],"due":[62],"large-scale":[65],"distributed":[66],"involved,":[68],"existence":[70],"so":[72],"many":[73],"configuration":[74,138],"parameters,":[75],"inability":[78],"easily":[80,128],"determine":[81,135],"impact":[83],"tuning":[85],"parameters.In":[87],"this":[88],"paper":[89],"we":[90,114],"present":[91],"an":[92,154],"approach":[93,109,148],"effective":[96],"testing":[97],"system":[99],"configurations":[100,152],"critical":[102],"IoT":[103],"analytics":[104],"pipelines.":[105],"We":[106,142],"demonstrate":[107,143],"with":[110,120],"prototype":[112],"that":[113],"called":[115],"Timon":[116],"which":[117],"integrated":[119],"Kubernetes.":[121],"This":[122],"tool":[123],"allows":[124],"pipelines":[125],"be":[127],"replicated":[129],"in":[130,161],"parallel":[131],"evaluated":[133],"optimal":[137],"applications.":[141],"usefulness":[145],"investigating":[150],"different":[151],"exemplary":[155],"geographically-based":[156],"traffic":[157],"application":[159],"implemented":[160],"Apache":[162],"Flink.":[163]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}
